From 941d01d95f87f61b97749d860aec1118a4893bf3 Mon Sep 17 00:00:00 2001 From: "Leona B. Campbell" <3880403+runleonarun@users.noreply.github.com> Date: Mon, 5 Dec 2022 16:02:11 -0800 Subject: [PATCH 001/491] Update bad link --- website/docs/docs/collaborate/git/version-control-basics.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/collaborate/git/version-control-basics.md b/website/docs/docs/collaborate/git/version-control-basics.md index dc304d99ca6..b2aa6a1875a 100644 --- a/website/docs/docs/collaborate/git/version-control-basics.md +++ b/website/docs/docs/collaborate/git/version-control-basics.md @@ -53,7 +53,7 @@ You can perform git tasks with the git button in the Cloud IDE. The following ar Merge conflicts often occur when multiple users are concurrently making edits to the same section in the same file. This makes it difficult for Git to determine which change should be kept. -Refer to [resolve merge conflicts](/docs/collaborate/git/resolve-merge-conflicts) to learn how to resolve merge conflicts. +Refer to [resolve merge conflicts](/docs/collaborate/git/merge-conflicts) to learn how to resolve merge conflicts. ## The .gitignore file From 8cdfd04682c00b4eec0d8713d63e0571b8cd7a04 Mon Sep 17 00:00:00 2001 From: Mikael Ene Date: Thu, 17 Oct 2024 14:52:06 +0200 Subject: [PATCH 002/491] Update mssql-setup.md I have changed the author back to me. Someone changed it a year or so ago. But I am the only creator and the sole owner of the PyPi-package. I kind of donated the adapter to the dbt-msft community. --- website/docs/docs/core/connect-data-platform/mssql-setup.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/core/connect-data-platform/mssql-setup.md b/website/docs/docs/core/connect-data-platform/mssql-setup.md index f2b17278df3..b5a6d6fe09a 100644 --- a/website/docs/docs/core/connect-data-platform/mssql-setup.md +++ b/website/docs/docs/core/connect-data-platform/mssql-setup.md @@ -4,7 +4,7 @@ description: "Read this guide to learn about the Microsoft SQL Server warehouse id: "mssql-setup" meta: maintained_by: Community - authors: 'dbt-msft community (https://github.com/dbt-msft)' + authors: 'Mikael Ene' github_repo: 'dbt-msft/dbt-sqlserver' pypi_package: 'dbt-sqlserver' min_core_version: 'v0.14.0' From f6d9ce5dd2543b433e6cf11df97bb7b3f3ddd7c0 Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Wed, 23 Oct 2024 16:55:14 +0100 Subject: [PATCH 003/491] add optimization tip --- website/docs/docs/deploy/ci-jobs.md | 18 +++++++++++------- website/docs/docs/deploy/job-commands.md | 11 ++++++++--- 2 files changed, 19 insertions(+), 10 deletions(-) diff --git a/website/docs/docs/deploy/ci-jobs.md b/website/docs/docs/deploy/ci-jobs.md index 0bdf9e711f5..b4d5bf30223 100644 --- a/website/docs/docs/deploy/ci-jobs.md +++ b/website/docs/docs/deploy/ci-jobs.md @@ -6,11 +6,7 @@ description: "Learn how to create and set up CI checks to test code changes befo You can set up [continuous integration](/docs/deploy/continuous-integration) (CI) jobs to run when someone opens a new pull request (PR) in your dbt Git repository. By running and testing only _modified_ models, dbt Cloud ensures these jobs are as efficient and resource conscientious as possible on your data platform. -## Set up CI jobs {#set-up-ci-jobs} - -dbt Labs recommends that you create your CI job in a dedicated dbt Cloud [deployment environment](/docs/deploy/deploy-environments#create-a-deployment-environment) that's connected to a staging database. Having a separate environment dedicated for CI will provide better isolation between your temporary CI schema builds and your production data builds. Additionally, sometimes teams need their CI jobs to be triggered when a PR is made to a branch other than main. If your team maintains a staging branch as part of your release process, having a separate environment will allow you to set a [custom branch](/faqs/Environments/custom-branch-settings) and, accordingly, the CI job in that dedicated environment will be triggered only when PRs are made to the specified custom branch. To learn more, refer to [Get started with CI tests](/guides/set-up-ci). - -### Prerequisites +## Prerequisites - You have a dbt Cloud account. - CI features: - For both the [concurrent CI checks](/docs/deploy/continuous-integration#concurrent-ci-checks) and [smart cancellation of stale builds](/docs/deploy/continuous-integration#smart-cancellation) features, your dbt Cloud account must be on the [Team or Enterprise plan](https://www.getdbt.com/pricing/). @@ -20,6 +16,9 @@ dbt Labs recommends that you create your CI job in a dedicated dbt Cloud [deploy - Set up a [connection with your Git provider](/docs/cloud/git/git-configuration-in-dbt-cloud). This integration lets dbt Cloud run jobs on your behalf for job triggering. - If you're using a native [GitLab](/docs/cloud/git/connect-gitlab) integration, you need a paid or self-hosted account that includes support for GitLab webhooks and [project access tokens](https://docs.gitlab.com/ee/user/project/settings/project_access_tokens.html). If you're using GitLab Free, merge requests will trigger CI jobs but CI job status updates (success or failure of the job) will not be reported back to GitLab. +## Set up CI jobs {#set-up-ci-jobs} + +dbt Labs recommends that you create your CI job in a dedicated dbt Cloud [deployment environment](/docs/deploy/deploy-environments#create-a-deployment-environment) that's connected to a staging database. Having a separate environment dedicated for CI will provide better isolation between your temporary CI schema builds and your production data builds. Additionally, sometimes teams need their CI jobs to be triggered when a PR is made to a branch other than main. If your team maintains a staging branch as part of your release process, having a separate environment will allow you to set a [custom branch](/faqs/Environments/custom-branch-settings) and, accordingly, the CI job in that dedicated environment will be triggered only when PRs are made to the specified custom branch. To learn more, refer to [Get started with CI tests](/guides/set-up-ci). To make CI job creation easier, many options on the **CI job** page are set to default values that dbt Labs recommends that you use. If you don't want to use the defaults, you can change them. @@ -38,8 +37,13 @@ To make CI job creation easier, many options on the **CI job** page are set to d - **Commands** — By default, it includes the `dbt build --select state:modified+` command. This informs dbt Cloud to build only new or changed models and their downstream dependents. Importantly, state comparison can only happen when there is a deferred environment selected to compare state to. Click **Add command** to add more [commands](/docs/deploy/job-commands) that you want to be invoked when this job runs. - **Linting** — Enable this option for dbt to [lint the SQL files](/docs/deploy/continuous-integration#sql-linting) in your project as the first step in `dbt run`. If this check runs into an error, dbt can either **Fail job run** or **Continue running job**. - **Run compare changes** — Enable this option to compare the last applied state of the production environment (if one exists) with the latest changes from the pull request, and identify what those differences are. To enable record-level comparison and primary key analysis, you must add a [primary key constraint](/reference/resource-properties/constraints) or [uniqueness test](/reference/resource-properties/data-tests#unique). Otherwise, you'll receive a "Primary key missing" error message in dbt Cloud. - + To review the comparison report, navigate to the [Compare tab](/docs/deploy/run-visibility#compare-tab) in the job run's details. A summary of the report is also available from the pull request in your Git provider (see the [CI report example](#example-ci-report)). + + :::info Optimization tip + When you enable the **Run compare changes** checkbox, if you have large models that take a long time to compare, you can exclude them from the comparison to speed up the CI job. Use the [custom dbt syntax](/docs/deploy/job-commands#advanced-ci-compare-changes)
`--select state:modified --exclude model_name` to skip specific models or groups of models with tags. + ::: + - **Compare changes against an environment (Deferral)** — By default, it’s set to the **Production** environment if you created one. This option allows dbt Cloud to check the state of the code in the PR against the code running in the deferred environment, so as to only check the modified code, instead of building the full table or the entire DAG. :::info @@ -49,7 +53,7 @@ To make CI job creation easier, many options on the **CI job** page are set to d - **Run timeout** — Cancel the CI job if the run time exceeds the timeout value. You can use this option to help ensure that a CI check doesn't consume too much of your warehouse resources. If you enable the **Run compare changes** option, the timeout value defaults to `3600` (one hour) to prevent long-running comparisons. -1. (optional) Options in the **Advanced settings** section: +2. (optional) Options in the **Advanced settings** section: - **Environment variables** — Define [environment variables](/docs/build/environment-variables) to customize the behavior of your project when this CI job runs. You can specify that a CI job is running in a _Staging_ or _CI_ environment by setting an environment variable and modifying your project code to behave differently, depending on the context. It's common for teams to process only a subset of data for CI runs, using environment variables to branch logic in their dbt project code. - **Target name** — Define the [target name](/docs/build/custom-target-names). Similar to **Environment Variables**, this option lets you customize the behavior of the project. You can use this option to specify that a CI job is running in a _Staging_ or _CI_ environment by setting the target name and modifying your project code to behave differently, depending on the context. - **dbt version** — By default, it’s set to inherit the [dbt version](/docs/dbt-versions/core) from the environment. dbt Labs strongly recommends that you don't change the default setting. This option to change the version at the job level is useful only when you upgrade a project to the next dbt version; otherwise, mismatched versions between the environment and job can lead to confusing behavior. diff --git a/website/docs/docs/deploy/job-commands.md b/website/docs/docs/deploy/job-commands.md index abea687f4db..a82b4a2a546 100644 --- a/website/docs/docs/deploy/job-commands.md +++ b/website/docs/docs/deploy/job-commands.md @@ -42,14 +42,19 @@ For every job, you have the option to select the [Generate docs on run](/docs/co You can add or remove as many dbt commands as necessary for every job. However, you need to have at least one dbt command. There are few commands listed as "dbt Cloud CLI" or "dbt Core" in the [dbt Command reference page](/reference/dbt-commands) page. This means they are meant for use in dbt Core or dbt Cloud CLI, and not in dbt Cloud IDE. - :::tip Using selectors -Use [selectors](/reference/node-selection/syntax) as a powerful way to select and execute portions of your project in a job run. For example, to run tests for one_specific_model, use the selector: `dbt test --select one_specific_model`. The job will still run if a selector doesn't match any models. +Use [selectors](/reference/node-selection/syntax) as a powerful way to select and execute portions of your project in a job run. For example, to run tests for one _specific_ model, use the selector: `dbt test --select one_specific_model`. The job will still run if a selector doesn't match any models. ::: -**Job outcome** — During a job run, the commands are "chained" together and executed as run steps. If one of the run steps in the chain fails, then the subsequent steps aren't executed, and the job will fail. +#### Advanced CI compare changes +For users that have Advanced CI's [compare changes](/docs/deploy/advanced-ci#compare-changes) feature enabled, you can use custom dbt syntax to exclude specific large models (or groups of models with tags) to optimize running the comparison. Running comparisons on large models can significantly increase the time it takes for CI jobs to complete. + +For example, to exclude the large `fct_orders` model from the comparison, use the `--select state:modified --exclude fct_orders` syntax. + +#### Job outcome +During a job run, the commands are "chained" together and executed as run steps. If one of the run steps in the chain fails, then the subsequent steps aren't executed, and the job will fail. In the following example image, the first four run steps are successful. However, if the fifth run step (`dbt run --select state:modified+ --full-refresh --fail-fast`) fails, then the next run steps aren't executed, and the entire job fails. The failed job returns a non-zero [exit code](/reference/exit-codes) and "Error" job status: From b47f065c6d08bf20154a3f2ea982bf9507f77262 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Wed, 23 Oct 2024 16:58:41 +0100 Subject: [PATCH 004/491] Update ci-jobs.md --- website/docs/docs/deploy/ci-jobs.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/deploy/ci-jobs.md b/website/docs/docs/deploy/ci-jobs.md index b4d5bf30223..34b4874858c 100644 --- a/website/docs/docs/deploy/ci-jobs.md +++ b/website/docs/docs/deploy/ci-jobs.md @@ -53,7 +53,7 @@ To make CI job creation easier, many options on the **CI job** page are set to d - **Run timeout** — Cancel the CI job if the run time exceeds the timeout value. You can use this option to help ensure that a CI check doesn't consume too much of your warehouse resources. If you enable the **Run compare changes** option, the timeout value defaults to `3600` (one hour) to prevent long-running comparisons. -2. (optional) Options in the **Advanced settings** section: +1. (optional) Options in the **Advanced settings** section: - **Environment variables** — Define [environment variables](/docs/build/environment-variables) to customize the behavior of your project when this CI job runs. You can specify that a CI job is running in a _Staging_ or _CI_ environment by setting an environment variable and modifying your project code to behave differently, depending on the context. It's common for teams to process only a subset of data for CI runs, using environment variables to branch logic in their dbt project code. - **Target name** — Define the [target name](/docs/build/custom-target-names). Similar to **Environment Variables**, this option lets you customize the behavior of the project. You can use this option to specify that a CI job is running in a _Staging_ or _CI_ environment by setting the target name and modifying your project code to behave differently, depending on the context. - **dbt version** — By default, it’s set to inherit the [dbt version](/docs/dbt-versions/core) from the environment. dbt Labs strongly recommends that you don't change the default setting. This option to change the version at the job level is useful only when you upgrade a project to the next dbt version; otherwise, mismatched versions between the environment and job can lead to confusing behavior. From 3cd60d599b6143b1f36e2189568e9b545291f71c Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Wed, 23 Oct 2024 16:59:22 +0100 Subject: [PATCH 005/491] Update website/docs/docs/deploy/job-commands.md --- website/docs/docs/deploy/job-commands.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/deploy/job-commands.md b/website/docs/docs/deploy/job-commands.md index a82b4a2a546..5879005faa1 100644 --- a/website/docs/docs/deploy/job-commands.md +++ b/website/docs/docs/deploy/job-commands.md @@ -49,7 +49,7 @@ Use [selectors](/reference/node-selection/syntax) as a powerful way to select an ::: #### Advanced CI compare changes -For users that have Advanced CI's [compare changes](/docs/deploy/advanced-ci#compare-changes) feature enabled, you can use custom dbt syntax to exclude specific large models (or groups of models with tags) to optimize running the comparison. Running comparisons on large models can significantly increase the time it takes for CI jobs to complete. +For users that have Advanced CI's [compare changes](/docs/deploy/advanced-ci#compare-changes) feature enabled, you can use a custom dbt syntax to exclude specific large models (or groups of models with tags) to optimize running the comparison. Running comparisons on large models can significantly increase the time it takes for CI jobs to complete. For example, to exclude the large `fct_orders` model from the comparison, use the `--select state:modified --exclude fct_orders` syntax. From 7c9ccb2214e0229c13e4ca0d746f77bddd9f5937 Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Wed, 23 Oct 2024 17:11:20 +0100 Subject: [PATCH 006/491] reuben's updates --- website/docs/docs/deploy/ci-jobs.md | 2 +- website/docs/docs/deploy/job-commands.md | 10 +++++++--- 2 files changed, 8 insertions(+), 4 deletions(-) diff --git a/website/docs/docs/deploy/ci-jobs.md b/website/docs/docs/deploy/ci-jobs.md index b4d5bf30223..74579b257b3 100644 --- a/website/docs/docs/deploy/ci-jobs.md +++ b/website/docs/docs/deploy/ci-jobs.md @@ -41,7 +41,7 @@ To make CI job creation easier, many options on the **CI job** page are set to d To review the comparison report, navigate to the [Compare tab](/docs/deploy/run-visibility#compare-tab) in the job run's details. A summary of the report is also available from the pull request in your Git provider (see the [CI report example](#example-ci-report)). :::info Optimization tip - When you enable the **Run compare changes** checkbox, if you have large models that take a long time to compare, you can exclude them from the comparison to speed up the CI job. Use the [custom dbt syntax](/docs/deploy/job-commands#advanced-ci-compare-changes)
`--select state:modified --exclude model_name` to skip specific models or groups of models with tags. + When you enable the **Run compare changes** checkbox, you can customize the comparison command to optimize your CI job. For example, if you have large models that take a long time to compare, you can exclude them to speed up the process using the `--exclude` flag. Use [custom dbt syntaxes](/docs/deploy/job-commands#advanced-ci-compare-changes) for the list of syntaxes to modify the selection criteria. ::: - **Compare changes against an environment (Deferral)** — By default, it’s set to the **Production** environment if you created one. This option allows dbt Cloud to check the state of the code in the PR against the code running in the deferred environment, so as to only check the modified code, instead of building the full table or the entire DAG. diff --git a/website/docs/docs/deploy/job-commands.md b/website/docs/docs/deploy/job-commands.md index a82b4a2a546..71c55a74295 100644 --- a/website/docs/docs/deploy/job-commands.md +++ b/website/docs/docs/deploy/job-commands.md @@ -48,10 +48,14 @@ Use [selectors](/reference/node-selection/syntax) as a powerful way to select an ::: -#### Advanced CI compare changes -For users that have Advanced CI's [compare changes](/docs/deploy/advanced-ci#compare-changes) feature enabled, you can use custom dbt syntax to exclude specific large models (or groups of models with tags) to optimize running the comparison. Running comparisons on large models can significantly increase the time it takes for CI jobs to complete. +#### Advanced CI compare changes syntaxs +For users that have Advanced CI's [compare changes](/docs/deploy/advanced-ci#compare-changes) feature enabled, you can use custom dbt syntax to exclude specific large models (or groups of models with tags) to optimize running the comparison. Running comparisons on large models can significantly increase the time it takes for CI jobs to complete. -For example, to exclude the large `fct_orders` model from the comparison, use the `--select state:modified --exclude fct_orders` syntax. +Here are some examples of how you can customize the comparison command: + +- To exclude the large `fct_orders` model from the comparison, use the `--select state:modified --exclude fct_orders` syntax. +- To exclude models based on tags, use `--select state modified --exclude tag:tagname_a tag:tagname_b`. +- To include models that were directly modified and also those one step downstream, use `--select state:modified+1`. #### Job outcome During a job run, the commands are "chained" together and executed as run steps. If one of the run steps in the chain fails, then the subsequent steps aren't executed, and the job will fail. From 1d8f8b69dbdb04c0a1c0229a4a9efbb18ebe2721 Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Wed, 23 Oct 2024 17:18:05 +0100 Subject: [PATCH 007/491] update header --- website/docs/docs/deploy/ci-jobs.md | 4 ++-- website/docs/docs/deploy/job-commands.md | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/website/docs/docs/deploy/ci-jobs.md b/website/docs/docs/deploy/ci-jobs.md index abd3fb41a7b..c717279685e 100644 --- a/website/docs/docs/deploy/ci-jobs.md +++ b/website/docs/docs/deploy/ci-jobs.md @@ -41,7 +41,7 @@ To make CI job creation easier, many options on the **CI job** page are set to d To review the comparison report, navigate to the [Compare tab](/docs/deploy/run-visibility#compare-tab) in the job run's details. A summary of the report is also available from the pull request in your Git provider (see the [CI report example](#example-ci-report)). :::info Optimization tip - When you enable the **Run compare changes** checkbox, you can customize the comparison command to optimize your CI job. For example, if you have large models that take a long time to compare, you can exclude them to speed up the process using the `--exclude` flag. Use [custom dbt syntaxes](/docs/deploy/job-commands#advanced-ci-compare-changes) for the list of syntaxes to modify the selection criteria. + When you enable the **Run compare changes** checkbox, you can customize the comparison command to optimize your CI job. For example, if you have large models that take a long time to compare, you can exclude them to speed up the process using the `--exclude` flag. Use [custom commands](/docs/deploy/job-commands#advanced-ci-compare-changes) to modify the selection criteria. ::: - **Compare changes against an environment (Deferral)** — By default, it’s set to the **Production** environment if you created one. This option allows dbt Cloud to check the state of the code in the PR against the code running in the deferred environment, so as to only check the modified code, instead of building the full table or the entire DAG. @@ -53,7 +53,7 @@ To make CI job creation easier, many options on the **CI job** page are set to d - **Run timeout** — Cancel the CI job if the run time exceeds the timeout value. You can use this option to help ensure that a CI check doesn't consume too much of your warehouse resources. If you enable the **Run compare changes** option, the timeout value defaults to `3600` (one hour) to prevent long-running comparisons. -1. (optional) Options in the **Advanced settings** section: +2. (optional) Options in the **Advanced settings** section: - **Environment variables** — Define [environment variables](/docs/build/environment-variables) to customize the behavior of your project when this CI job runs. You can specify that a CI job is running in a _Staging_ or _CI_ environment by setting an environment variable and modifying your project code to behave differently, depending on the context. It's common for teams to process only a subset of data for CI runs, using environment variables to branch logic in their dbt project code. - **Target name** — Define the [target name](/docs/build/custom-target-names). Similar to **Environment Variables**, this option lets you customize the behavior of the project. You can use this option to specify that a CI job is running in a _Staging_ or _CI_ environment by setting the target name and modifying your project code to behave differently, depending on the context. - **dbt version** — By default, it’s set to inherit the [dbt version](/docs/dbt-versions/core) from the environment. dbt Labs strongly recommends that you don't change the default setting. This option to change the version at the job level is useful only when you upgrade a project to the next dbt version; otherwise, mismatched versions between the environment and job can lead to confusing behavior. diff --git a/website/docs/docs/deploy/job-commands.md b/website/docs/docs/deploy/job-commands.md index 250cc7106c6..ccb6648a748 100644 --- a/website/docs/docs/deploy/job-commands.md +++ b/website/docs/docs/deploy/job-commands.md @@ -48,7 +48,7 @@ Use [selectors](/reference/node-selection/syntax) as a powerful way to select an ::: -#### Advanced CI compare changes +#### Compare changes custom commands For users that have Advanced CI's [compare changes](/docs/deploy/advanced-ci#compare-changes) feature enabled, you can use a custom dbt syntax to exclude specific large models (or groups of models with tags) to optimize running the comparison. Running comparisons on large models can significantly increase the time it takes for CI jobs to complete. Here are some examples of how you can customize the comparison command: From f104df6e0f456a59c6934a5fa873a8dbc92da068 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Wed, 23 Oct 2024 17:35:24 +0100 Subject: [PATCH 008/491] Update website/docs/docs/deploy/job-commands.md --- website/docs/docs/deploy/job-commands.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/deploy/job-commands.md b/website/docs/docs/deploy/job-commands.md index ccb6648a748..cb5ba5ab2e4 100644 --- a/website/docs/docs/deploy/job-commands.md +++ b/website/docs/docs/deploy/job-commands.md @@ -55,7 +55,7 @@ Here are some examples of how you can customize the comparison command: - To exclude the large `fct_orders` model from the comparison, use the `--select state:modified --exclude fct_orders` syntax. - To exclude models based on tags, use `--select state modified --exclude tag:tagname_a tag:tagname_b`. -- To include models that were directly modified and also those one step downstream, use `--select state:modified+1`. +- To include models that were directly modified and also those one step downstream, use `--select state:modified+`. #### Job outcome During a job run, the commands are "chained" together and executed as run steps. If one of the run steps in the chain fails, then the subsequent steps aren't executed, and the job will fail. From be7c9d1419e81ed60157cbf9d0fe4f1df4fab9c2 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Wed, 23 Oct 2024 17:36:53 +0100 Subject: [PATCH 009/491] Update website/docs/docs/deploy/job-commands.md --- website/docs/docs/deploy/job-commands.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/deploy/job-commands.md b/website/docs/docs/deploy/job-commands.md index cb5ba5ab2e4..ccb6648a748 100644 --- a/website/docs/docs/deploy/job-commands.md +++ b/website/docs/docs/deploy/job-commands.md @@ -55,7 +55,7 @@ Here are some examples of how you can customize the comparison command: - To exclude the large `fct_orders` model from the comparison, use the `--select state:modified --exclude fct_orders` syntax. - To exclude models based on tags, use `--select state modified --exclude tag:tagname_a tag:tagname_b`. -- To include models that were directly modified and also those one step downstream, use `--select state:modified+`. +- To include models that were directly modified and also those one step downstream, use `--select state:modified+1`. #### Job outcome During a job run, the commands are "chained" together and executed as run steps. If one of the run steps in the chain fails, then the subsequent steps aren't executed, and the job will fail. From 0c3b98377a73a999f566ccf873fb156fe4037feb Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Wed, 23 Oct 2024 17:39:10 +0100 Subject: [PATCH 010/491] add url img --- website/docs/docs/deploy/advanced-ci.md | 1 + 1 file changed, 1 insertion(+) diff --git a/website/docs/docs/deploy/advanced-ci.md b/website/docs/docs/deploy/advanced-ci.md index e3f7cc7c9ae..71938d97301 100644 --- a/website/docs/docs/deploy/advanced-ci.md +++ b/website/docs/docs/deploy/advanced-ci.md @@ -3,6 +3,7 @@ title: "Advanced CI" id: "advanced-ci" sidebar_label: "Advanced CI" description: "Advanced CI enables developers to compare changes by demonstrating the changes the code produces." +image: /img/docs/dbt-cloud/example-ci-compare-changes-tab.png --- # Advanced CI From f6a80cf142c02cbfb71f7b97f6d685eb20cba83b Mon Sep 17 00:00:00 2001 From: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> Date: Thu, 24 Oct 2024 09:13:11 -0400 Subject: [PATCH 011/491] [DRAFT] Athena quickstart --- website/docs/guides/athena-qs.md | 58 ++++++++++++++++++++++++++++++++ 1 file changed, 58 insertions(+) create mode 100644 website/docs/guides/athena-qs.md diff --git a/website/docs/guides/athena-qs.md b/website/docs/guides/athena-qs.md new file mode 100644 index 00000000000..7d70f9bc0b4 --- /dev/null +++ b/website/docs/guides/athena-qs.md @@ -0,0 +1,58 @@ +--- +title: "Quickstart for dbt Cloud and Amazon Athena" +id: "athena" +# time_to_complete: '30 minutes' commenting out until we test +level: 'Beginner' +icon: 'athena' +hide_table_of_contents: true +tags: ['Amazon','Athena', 'dbt Cloud','Quickstart'] +recently_updated: true +--- + +
+ +## Introduction + +In this quickstart guide, you'll learn how to use dbt Cloud with BigQuery. It will show you how to: + +- Create an S3 bucket for Athena query results. +- Creat an Athena database. +- Access sample data in a public dataset. +- Connect dbt Cloud to Amazon Athena. +- Take a sample query and turn it into a model in your dbt project. A model in dbt is a select statement. +- Add tests to your models. +- Document your models. +- Schedule a job to run. + +:::tip Videos for you +You can check out [dbt Fundamentals](https://learn.getdbt.com/courses/dbt-fundamentals) for free if you're interested in course learning with videos. +::: + +### Prerequisites​ + +- You have a [dbt Cloud account](https://www.getdbt.com/signup/). +- You have an [AWS account](https://aws.amazon.com/). +- You have set up [Amazon Athena](https://docs.aws.amazon.com/athena/latest/ug/getting-started.html). + +### Related content + +- Learn more with [dbt Learn courses](https://learn.getdbt.com) +- [CI jobs](/docs/deploy/continuous-integration) +- [Deploy jobs](/docs/deploy/deploy-jobs) +- [Job notifications](/docs/deploy/job-notifications) +- [Source freshness](/docs/deploy/source-freshness) + +## Getting started + +Download these CSV files (the Jaffle Shop sample data) that you will need for this guide: + - [jaffle_shop_customers.csv](https://dbt-tutorial-public.s3-us-west-2.amazonaws.com/jaffle_shop_customers.csv) + - [jaffle_shop_orders.csv](https://dbt-tutorial-public.s3-us-west-2.amazonaws.com/jaffle_shop_orders.csv) + - [stripe_payments.csv](https://dbt-tutorial-public.s3-us-west-2.amazonaws.com/stripe_payments.csv) + +### Set up the S3 bucket + +You can use an existing or create a new S3 bucket for these steps. + +1. Log into your AWS account and navigate to the **Athena console**. + - If this is your first time in the Athena console (in your current AWS Region), click **Explore the query editor** to open the query editor. Otherwise, Athena opens automatically in the query editor. +1. Open **Settings** and find the **Location of query result box** field. \ No newline at end of file From 169fcd798c66dcf2162f7b6aad8802288cf50a89 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Mon, 28 Oct 2024 17:17:53 +0000 Subject: [PATCH 012/491] Update website/docs/docs/deploy/ci-jobs.md --- website/docs/docs/deploy/ci-jobs.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/deploy/ci-jobs.md b/website/docs/docs/deploy/ci-jobs.md index c717279685e..bdfeebb9cf7 100644 --- a/website/docs/docs/deploy/ci-jobs.md +++ b/website/docs/docs/deploy/ci-jobs.md @@ -41,7 +41,7 @@ To make CI job creation easier, many options on the **CI job** page are set to d To review the comparison report, navigate to the [Compare tab](/docs/deploy/run-visibility#compare-tab) in the job run's details. A summary of the report is also available from the pull request in your Git provider (see the [CI report example](#example-ci-report)). :::info Optimization tip - When you enable the **Run compare changes** checkbox, you can customize the comparison command to optimize your CI job. For example, if you have large models that take a long time to compare, you can exclude them to speed up the process using the `--exclude` flag. Use [custom commands](/docs/deploy/job-commands#advanced-ci-compare-changes) to modify the selection criteria. + When you enable the **Run compare changes** checkbox, you can customize the comparison command to optimize your CI job. For example, if you have large models that take a long time to compare, you can exclude them to speed up the process using the [`--exclude` flag](/reference/node-selection/exclude). Use [custom commands](/docs/deploy/job-commands#advanced-ci-compare-changes) to modify the selection criteria. ::: - **Compare changes against an environment (Deferral)** — By default, it’s set to the **Production** environment if you created one. This option allows dbt Cloud to check the state of the code in the PR against the code running in the deferred environment, so as to only check the modified code, instead of building the full table or the entire DAG. From 5a6ed0cdfcbdc8463edae86a33f97ed33102a14a Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Mon, 28 Oct 2024 17:19:45 +0000 Subject: [PATCH 013/491] Update website/docs/docs/deploy/ci-jobs.md --- website/docs/docs/deploy/ci-jobs.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/deploy/ci-jobs.md b/website/docs/docs/deploy/ci-jobs.md index bdfeebb9cf7..f1b0a0fb253 100644 --- a/website/docs/docs/deploy/ci-jobs.md +++ b/website/docs/docs/deploy/ci-jobs.md @@ -41,7 +41,7 @@ To make CI job creation easier, many options on the **CI job** page are set to d To review the comparison report, navigate to the [Compare tab](/docs/deploy/run-visibility#compare-tab) in the job run's details. A summary of the report is also available from the pull request in your Git provider (see the [CI report example](#example-ci-report)). :::info Optimization tip - When you enable the **Run compare changes** checkbox, you can customize the comparison command to optimize your CI job. For example, if you have large models that take a long time to compare, you can exclude them to speed up the process using the [`--exclude` flag](/reference/node-selection/exclude). Use [custom commands](/docs/deploy/job-commands#advanced-ci-compare-changes) to modify the selection criteria. + When you enable the **Run compare changes** checkbox, you can customize the comparison command to optimize your CI job. For example, if you have large models that take a long time to compare, you can exclude them to speed up the process using the [`--exclude` flag](/reference/node-selection/exclude). Use [custom commands](/docs/deploy/job-commands#compare-changes-custom-commands) to modify the selection criteria. ::: - **Compare changes against an environment (Deferral)** — By default, it’s set to the **Production** environment if you created one. This option allows dbt Cloud to check the state of the code in the PR against the code running in the deferred environment, so as to only check the modified code, instead of building the full table or the entire DAG. From 44a9a4053f1c7c93e48160ac50176e6cc181c63b Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Wed, 30 Oct 2024 13:55:13 +0000 Subject: [PATCH 014/491] Update website/docs/docs/deploy/ci-jobs.md --- website/docs/docs/deploy/ci-jobs.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/deploy/ci-jobs.md b/website/docs/docs/deploy/ci-jobs.md index 17568af3c7c..5fe3d460952 100644 --- a/website/docs/docs/deploy/ci-jobs.md +++ b/website/docs/docs/deploy/ci-jobs.md @@ -41,7 +41,7 @@ To make CI job creation easier, many options on the **CI job** page are set to d To review the comparison report, navigate to the [Compare tab](/docs/deploy/run-visibility#compare-tab) in the job run's details. A summary of the report is also available from the pull request in your Git provider (see the [CI report example](#example-ci-report)). :::info Optimization tip - When you enable the **Run compare changes** checkbox, you can customize the comparison command to optimize your CI job. For example, if you have large models that take a long time to compare, you can exclude them to speed up the process using the [`--exclude` flag](/reference/node-selection/exclude). Use [custom commands](/docs/deploy/job-commands#compare-changes-custom-commands) to modify the selection criteria. + When you enable the **dbt compare** checkbox, you can customize the comparison command to optimize your CI job. For example, if you have large models that take a long time to compare, you can exclude them to speed up the process using the [`--exclude` flag](/reference/node-selection/exclude). Use [custom commands](/docs/deploy/job-commands#compare-changes-custom-commands) to modify the selection criteria. ::: - **Compare changes against an environment (Deferral)** — By default, it’s set to the **Production** environment if you created one. This option allows dbt Cloud to check the state of the code in the PR against the code running in the deferred environment, so as to only check the modified code, instead of building the full table or the entire DAG. From a0e441e39302342004efc67324e8c98ec517498a Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Wed, 30 Oct 2024 14:00:53 +0000 Subject: [PATCH 015/491] add rn --- website/docs/docs/dbt-versions/release-notes.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/website/docs/docs/dbt-versions/release-notes.md b/website/docs/docs/dbt-versions/release-notes.md index 2fdb0207774..423ee936049 100644 --- a/website/docs/docs/dbt-versions/release-notes.md +++ b/website/docs/docs/dbt-versions/release-notes.md @@ -18,6 +18,10 @@ Release notes are grouped by month for both multi-tenant and virtual private clo \* The official release date for this new format of release notes is May 15th, 2024. Historical release notes for prior dates may not reflect all available features released earlier this year or their tenancy availability. +## November 2024 + +- **Enhancement**: For users that have Advanced CI's [compare changes](/docs/deploy/advanced-ci#compare-changes) feature enabled, you can use a custom dbt syntax to exclude specific large models (or groups of models with tags) to optimize running the comparison. Refer to [Compare changes custom commands](/docs/deploy/job-commands#compare-changes-custom-commands) for examples of how to customize the comparison command. + ## October 2024 - **Fix:** Previously, POST requests to the Jobs API with invalid `cron` strings would return HTTP response status code 500s but would update the underlying entity. Now, POST requests to the Jobs API with invalid `cron` strings will result in status code 400s, without the underlying entity being updated. From 00ceba84c9ab2e8e8ce6741aafb3a769a92e0f3f Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Mon, 4 Nov 2024 09:52:56 +0000 Subject: [PATCH 016/491] Update website/docs/docs/deploy/job-commands.md Co-authored-by: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> --- website/docs/docs/deploy/job-commands.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/deploy/job-commands.md b/website/docs/docs/deploy/job-commands.md index ccb6648a748..765e0a713b1 100644 --- a/website/docs/docs/deploy/job-commands.md +++ b/website/docs/docs/deploy/job-commands.md @@ -51,7 +51,7 @@ Use [selectors](/reference/node-selection/syntax) as a powerful way to select an #### Compare changes custom commands For users that have Advanced CI's [compare changes](/docs/deploy/advanced-ci#compare-changes) feature enabled, you can use a custom dbt syntax to exclude specific large models (or groups of models with tags) to optimize running the comparison. Running comparisons on large models can significantly increase the time it takes for CI jobs to complete. -Here are some examples of how you can customize the comparison command: +The following examples highlight how you can customize the comparison command: - To exclude the large `fct_orders` model from the comparison, use the `--select state:modified --exclude fct_orders` syntax. - To exclude models based on tags, use `--select state modified --exclude tag:tagname_a tag:tagname_b`. From ccbef5105e9888ce542637223328d288361a304a Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Mon, 4 Nov 2024 09:55:34 +0000 Subject: [PATCH 017/491] Update website/docs/docs/dbt-versions/release-notes.md Co-authored-by: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> --- website/docs/docs/dbt-versions/release-notes.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/dbt-versions/release-notes.md b/website/docs/docs/dbt-versions/release-notes.md index 423ee936049..79e41584926 100644 --- a/website/docs/docs/dbt-versions/release-notes.md +++ b/website/docs/docs/dbt-versions/release-notes.md @@ -20,7 +20,7 @@ Release notes are grouped by month for both multi-tenant and virtual private clo ## November 2024 -- **Enhancement**: For users that have Advanced CI's [compare changes](/docs/deploy/advanced-ci#compare-changes) feature enabled, you can use a custom dbt syntax to exclude specific large models (or groups of models with tags) to optimize running the comparison. Refer to [Compare changes custom commands](/docs/deploy/job-commands#compare-changes-custom-commands) for examples of how to customize the comparison command. +- **Enhancement**: For users that have Advanced CI's [compare changes](/docs/deploy/advanced-ci#compare-changes) feature enabled, you can optimize performance when running comparisons by using custom dbt syntax to exclude specific large models (or groups of models with tags). Refer to [Compare changes custom commands](/docs/deploy/job-commands#compare-changes-custom-commands) for examples of how to customize the comparison command. ## October 2024 From bb4dd651f35c523c2dda6965caadfc2ab032ffac Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Mon, 4 Nov 2024 10:09:11 +0000 Subject: [PATCH 018/491] add more context --- website/docs/docs/deploy/job-commands.md | 17 ++++++++++++++--- 1 file changed, 14 insertions(+), 3 deletions(-) diff --git a/website/docs/docs/deploy/job-commands.md b/website/docs/docs/deploy/job-commands.md index 765e0a713b1..2e1cbc38619 100644 --- a/website/docs/docs/deploy/job-commands.md +++ b/website/docs/docs/deploy/job-commands.md @@ -53,9 +53,20 @@ For users that have Advanced CI's [compare changes](/docs/deploy/advanced-ci#com The following examples highlight how you can customize the comparison command: -- To exclude the large `fct_orders` model from the comparison, use the `--select state:modified --exclude fct_orders` syntax. -- To exclude models based on tags, use `--select state modified --exclude tag:tagname_a tag:tagname_b`. -- To include models that were directly modified and also those one step downstream, use `--select state:modified+1`. +- Exclude the large `fct_orders` model from the comparison to run a CI job on fewer or smaller models and reduce job time/resource consumption. Use the following command: + + ```sql + --select state:modified --exclude fct_orders + ``` +- Exclude models based on tags for scenarios like when models share a common feature or function. Use the following command: + + ```sql + --select state modified --exclude tag:tagname_a tag:tagname_b + ``` +- Include models that were directly modified and also those one step downstream using the `modified+1` selector. Use the following command: + ```sql + --select state:modified+1 + ``` #### Job outcome During a job run, the commands are "chained" together and executed as run steps. If one of the run steps in the chain fails, then the subsequent steps aren't executed, and the job will fail. From 2943d007ba1735c2b30233b0ece1c9aaa91a6e9e Mon Sep 17 00:00:00 2001 From: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> Date: Mon, 4 Nov 2024 12:19:01 -0500 Subject: [PATCH 019/491] Adding more content --- website/docs/guides/athena-qs.md | 293 ++++++++++++++++++++++++++++++- 1 file changed, 288 insertions(+), 5 deletions(-) diff --git a/website/docs/guides/athena-qs.md b/website/docs/guides/athena-qs.md index 7d70f9bc0b4..42861b4e24e 100644 --- a/website/docs/guides/athena-qs.md +++ b/website/docs/guides/athena-qs.md @@ -13,7 +13,7 @@ recently_updated: true ## Introduction -In this quickstart guide, you'll learn how to use dbt Cloud with BigQuery. It will show you how to: +In this quickstart guide, you'll learn how to use dbt Cloud with Amazon Athena. It will show you how to: - Create an S3 bucket for Athena query results. - Creat an Athena database. @@ -49,10 +49,293 @@ Download these CSV files (the Jaffle Shop sample data) that you will need for th - [jaffle_shop_orders.csv](https://dbt-tutorial-public.s3-us-west-2.amazonaws.com/jaffle_shop_orders.csv) - [stripe_payments.csv](https://dbt-tutorial-public.s3-us-west-2.amazonaws.com/stripe_payments.csv) -### Set up the S3 bucket +## Set up an Amazon S3 bucket -You can use an existing or create a new S3 bucket for these steps. +For the following guide you can use an existing S3 bucket or create a new one. + +In either case, download the following CSV files (the Jaffle Shop sample data) and load them into your S3 bucket: +- [jaffle_shop_customers.csv](https://dbt-tutorial-public.s3-us-west-2.amazonaws.com/jaffle_shop_customers.csv) +- [jaffle_shop_orders.csv](https://dbt-tutorial-public.s3-us-west-2.amazonaws.com/jaffle_shop_orders.csv) +- [stripe_payments.csv](https://dbt-tutorial-public.s3-us-west-2.amazonaws.com/stripe_payments.csv) + + +## Configure Amazon Athena 1. Log into your AWS account and navigate to the **Athena console**. - - If this is your first time in the Athena console (in your current AWS Region), click **Explore the query editor** to open the query editor. Otherwise, Athena opens automatically in the query editor. -1. Open **Settings** and find the **Location of query result box** field. \ No newline at end of file + - If this is your first time in the Athena console (in your current AWS Region), click **Explore the query editor** to open the query editor. Otherwise, Athena opens automatically in the query editor and take one of the following actions: +1. Open **Settings** and find the **Location of query result box** field. + 1. Enter the path of the S3 bucket (prefix it with `s3://`). + 2. Navigate to **Browse S3**, select the S3 bucket you created, and click **Choose**. +1. **Save** the settings configuerations +1. In the **query editor**, create a database by running `create database YOUR_DATABASE_NAME`. +1. To make the database you created your current, select it from the **Database** list on the left side menu. +1. There are 2 options to access the Jaffle Shop data in the S3 bucket: + 1. Manually create the tables + 2. Create a glue crawler to recreate the data as external tables (recommended) +1. Once the tables have been created, you will able to `SELECT` from them. + +## Set up security access to Athena + +To setup the security access for Athena, determine which access method you want to use: + 1. The `aws_access_key_id` and `aws_secret_access_key` (recommended) + 2. An `aws_profile_name` that matches your profile defined in your **AWS credentials** file. + +### AWS access key + +To obtain your `aws_access_key_id` and `aws_secret_access_key`: + +1. Open the **AWS Console**. +1. Click on your **username** near the top right and click **Security Credentials**. +1. Click on **Users** in the sidebar. +1. Click on your **username** (or the name of the user for whom to create the key). +1. Click on the **Security Credentials** tab. +1. Click **Create Access Key**. +1. Click **Show User Security Credentials** and + +Save the `aws_access_key_id` and `aws_secret_access_key` for a future step. + +### AWS profile name + +To obtain your AWS credentials file: +1. Follow the instructions for [configuring the credentials file](https://docs.aws.amazon.com/cli/v1/userguide/cli-configure-files.html) usin the AWS CLI +1. Locate the file on your computer + 1. Windows: `%USERPROFILE%\.aws\credentials` + 2. Mac/Linux: `~/.aws/credentials` + +Save the `aws_access_key_id` and `aws_secret_access_key` from the file for a future step. + +## Configure the connection in dbt Cloud + +To configure the Athena connection in dbt Cloud: +1. Click your **account name** on the left-side menu and click **Account settings**. +1. Click **Connections** and click **New connection**. +1. Click **Athena** and fill out the required fields (and any optional fields you want). + 1. **AWS region name** — The AWS region of your environment. + 1. **Database (catalog)** — Enter the database name created in earlier steps (lowercase only). + 1. **AWS S3 staging directory** — Enter the S3 bucket created in earlier steps. +1. Click **Save** + +### Configure your environment + +To configure the Athena credentials in your environment: +1. Click **Deploy** on the left-side menu and click **Environments**. +1. Click **Create environment** and fill out the **General settings**. + - Your **dbt version** must be set to `Versionless` to use the Athena connection. +1. Select the Athena connection from the **Connection** dropdown. +1. Fill out the `aws_access_key` and `aws_access_id` recorded in previous steps, as well as the `Schema` to write to. +1. Click **Test connection** and once it succeeds, **Save** the environment. + +Repeat the process to create a [development environment](https://docs.getdbt.com/docs/dbt-cloud-environments#types-of-environments). + +## Set up a dbt Cloud managed repository + + +## Initialize your dbt project​ and start developing + +Now that you have a repository configured, you can initialize your project and start development in dbt Cloud: + +1. Click **Start developing in the IDE**. It might take a few minutes for your project to spin up for the first time as it establishes your git connection, clones your repo, and tests the connection to the warehouse. +2. Above the file tree to the left, click **Initialize dbt project**. This builds out your folder structure with example models. +3. Make your initial commit by clicking **Commit and sync**. Use the commit message `initial commit` and click **Commit**. This creates the first commit to your managed repo and allows you to open a branch where you can add new dbt code. +4. You can now directly query data from your warehouse and execute `dbt run`. You can try this out now: + - Click **+ Create new file**, add this query to the new file, and click **Save as** to save the new file: + ```sql + select * from jaffle_shop.customers + ``` + - In the command line bar at the bottom, enter `dbt run` and click **Enter**. You should see a `dbt run succeeded` message. + +## Build your first model + +You have two options for working with files in the dbt Cloud IDE: + +- Create a new branch (recommended) — Create a new branch to edit and commit your changes. Navigate to **Version Control** on the left sidebar and click **Create branch**. +- Edit in the protected primary branch — If you prefer to edit, format, or lint files and execute dbt commands directly in your primary git branch. The dbt Cloud IDE prevents commits to the protected branch, so you will be prompted to commit your changes to a new branch. + +Name the new branch `add-customers-model`. + +1. Click the **...** next to the `models` directory, then select **Create file**. +2. Name the file `customers.sql`, then click **Create**. +3. Copy the following query into the file and click **Save**. + +```sql +with customers as ( + + select + id as customer_id, + first_name, + last_name + + from jaffle_shop.customers + +), + +orders as ( + + select + id as order_id, + user_id as customer_id, + order_date, + status + + from jaffle_shop.orders + +), + +customer_orders as ( + + select + customer_id, + + min(order_date) as first_order_date, + max(order_date) as most_recent_order_date, + count(order_id) as number_of_orders + + from orders + + group by 1 + +), + +final as ( + + select + customers.customer_id, + customers.first_name, + customers.last_name, + customer_orders.first_order_date, + customer_orders.most_recent_order_date, + coalesce(customer_orders.number_of_orders, 0) as number_of_orders + + from customers + + left join customer_orders using (customer_id) + +) + +select * from final +``` + +4. Enter `dbt run` in the command prompt at the bottom of the screen. You should get a successful run and see the three models. + +Later, you can connect your business intelligence (BI) tools to these views and tables so they only read cleaned up data rather than raw data in your BI tool. + +#### FAQs + + + + + + + +## Change the way your model is materialized + + + +## Delete the example models + + + +## Build models on top of other models + + + +1. Create a new SQL file, `models/stg_customers.sql`, with the SQL from the `customers` CTE in our original query. +2. Create a second new SQL file, `models/stg_orders.sql`, with the SQL from the `orders` CTE in our original query. + + + + ```sql + select + id as customer_id, + first_name, + last_name + + from jaffle_shop.customers + ``` + + + + + + ```sql + select + id as order_id, + user_id as customer_id, + order_date, + status + + from jaffle_shop.orders + ``` + + + +3. Edit the SQL in your `models/customers.sql` file as follows: + + + + ```sql + with customers as ( + + select * from {{ ref('stg_customers') }} + + ), + + orders as ( + + select * from {{ ref('stg_orders') }} + + ), + + customer_orders as ( + + select + customer_id, + + min(order_date) as first_order_date, + max(order_date) as most_recent_order_date, + count(order_id) as number_of_orders + + from orders + + group by 1 + + ), + + final as ( + + select + customers.customer_id, + customers.first_name, + customers.last_name, + customer_orders.first_order_date, + customer_orders.most_recent_order_date, + coalesce(customer_orders.number_of_orders, 0) as number_of_orders + + from customers + + left join customer_orders using (customer_id) + + ) + + select * from final + + ``` + + + +4. Execute `dbt run`. + + This time, when you performed a `dbt run`, separate views/tables were created for `stg_customers`, `stg_orders` and `customers`. dbt inferred the order to run these models. Because `customers` depends on `stg_customers` and `stg_orders`, dbt builds `customers` last. You do not need to explicitly define these dependencies. + + +#### FAQs {#faq-2} + + + + + +
+ + + + From 17e974adc9de0e6da34b936317f6f2266b6fac76 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Tue, 5 Nov 2024 09:31:45 +0000 Subject: [PATCH 020/491] Update job-commands.md Co-authored-by: Joel Labes --- website/docs/docs/deploy/job-commands.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/deploy/job-commands.md b/website/docs/docs/deploy/job-commands.md index 2e1cbc38619..20b815bec9f 100644 --- a/website/docs/docs/deploy/job-commands.md +++ b/website/docs/docs/deploy/job-commands.md @@ -44,7 +44,7 @@ You can add or remove as many dbt commands as necessary for every job. However, :::tip Using selectors -Use [selectors](/reference/node-selection/syntax) as a powerful way to select and execute portions of your project in a job run. For example, to run tests for one _specific_ model, use the selector: `dbt test --select one_specific_model`. The job will still run if a selector doesn't match any models. +Use [selectors](/reference/node-selection/syntax) as a powerful way to select and execute portions of your project in a job run. For example, to run tests for `one_specific_model`, use the selector: `dbt test --select one_specific_model`. The job will still run if a selector doesn't match any models. ::: From 87429f325ff88a66ba1425ac21118555a4a94b0b Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Tue, 5 Nov 2024 12:52:34 +0000 Subject: [PATCH 021/491] add img --- website/docs/docs/deploy/ci-jobs.md | 4 +++- website/docs/docs/deploy/job-commands.md | 6 ++++-- website/static/img/docs/deploy/dbt-compare.jpg | Bin 0 -> 208824 bytes 3 files changed, 7 insertions(+), 3 deletions(-) create mode 100644 website/static/img/docs/deploy/dbt-compare.jpg diff --git a/website/docs/docs/deploy/ci-jobs.md b/website/docs/docs/deploy/ci-jobs.md index 5fe3d460952..8cc17311e25 100644 --- a/website/docs/docs/deploy/ci-jobs.md +++ b/website/docs/docs/deploy/ci-jobs.md @@ -41,7 +41,9 @@ To make CI job creation easier, many options on the **CI job** page are set to d To review the comparison report, navigate to the [Compare tab](/docs/deploy/run-visibility#compare-tab) in the job run's details. A summary of the report is also available from the pull request in your Git provider (see the [CI report example](#example-ci-report)). :::info Optimization tip - When you enable the **dbt compare** checkbox, you can customize the comparison command to optimize your CI job. For example, if you have large models that take a long time to compare, you can exclude them to speed up the process using the [`--exclude` flag](/reference/node-selection/exclude). Use [custom commands](/docs/deploy/job-commands#compare-changes-custom-commands) to modify the selection criteria. + When you enable the **dbt compare** checkbox, you can customize the comparison command to optimize your CI job. For example, if you have large models that take a long time to compare, you can exclude them to speed up the process using the [`--exclude` flag](/reference/node-selection/exclude). Refer to [compare changes custom commands](/docs/deploy/job-commands#compare-changes-custom-commands) for more details. + + Additionally, if you set [`event_time`](/docs/build/incremental-microbatch#relevant-configs) in your models/seeds/snapshots/sources, it allows you to compare matching date ranges between tables by filtering to overlapping date ranges. This is useful for faster CI workflow or custom sampling set ups. ::: - **Compare changes against an environment (Deferral)** — By default, it’s set to the **Production** environment if you created one. This option allows dbt Cloud to check the state of the code in the PR against the code running in the deferred environment, so as to only check the modified code, instead of building the full table or the entire DAG. diff --git a/website/docs/docs/deploy/job-commands.md b/website/docs/docs/deploy/job-commands.md index 20b815bec9f..88456d22f25 100644 --- a/website/docs/docs/deploy/job-commands.md +++ b/website/docs/docs/deploy/job-commands.md @@ -49,9 +49,11 @@ Use [selectors](/reference/node-selection/syntax) as a powerful way to select an ::: #### Compare changes custom commands -For users that have Advanced CI's [compare changes](/docs/deploy/advanced-ci#compare-changes) feature enabled, you can use a custom dbt syntax to exclude specific large models (or groups of models with tags) to optimize running the comparison. Running comparisons on large models can significantly increase the time it takes for CI jobs to complete. +For users that have Advanced CI's [compare changes](/docs/deploy/advanced-ci#compare-changes) feature enabled and selected the **dbt compare** checkbox, you can add custom dbt commands to optimize running the comparison (for example, to exclude specific large models, or groups of models with tags). Running comparisons on large models can significantly increase the time it takes for CI jobs to complete. -The following examples highlight how you can customize the comparison command: + + +The following examples highlight how you can customize the dbt compare command box: - Exclude the large `fct_orders` model from the comparison to run a CI job on fewer or smaller models and reduce job time/resource consumption. 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Mo ## Compare changes feature {#compare-changes} -For [CI jobs](/docs/deploy/ci-jobs) that have the **dbt compare** option enabled, dbt Cloud compares the changes between the last applied state of the production environment (defaulting to deferral for lower compute costs) and the latest changes from the pull request, whenever a pull request is opened or new commits are pushed. +For [CI jobs](/docs/deploy/ci-jobs) that have the [**dbt compare** option enabled](/docs/deploy/ci-jobs#set-up-ci-jobs), dbt Cloud compares the changes between the last applied state of the production environment (defaulting to deferral for lower compute costs) and the latest changes from the pull request, whenever a pull request is opened or new commits are pushed. dbt reports the comparison differences in: From e7118341cf4ca97c58d6b53abda9e9f559264029 Mon Sep 17 00:00:00 2001 From: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> Date: Thu, 7 Nov 2024 18:39:27 -0500 Subject: [PATCH 023/491] Apply suggestions from code review Co-authored-by: Amy Chen <46451573+amychen1776@users.noreply.github.com> --- website/docs/guides/athena-qs.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/website/docs/guides/athena-qs.md b/website/docs/guides/athena-qs.md index 42861b4e24e..c2191e767fa 100644 --- a/website/docs/guides/athena-qs.md +++ b/website/docs/guides/athena-qs.md @@ -62,13 +62,13 @@ In either case, download the following CSV files (the Jaffle Shop sample data) a ## Configure Amazon Athena 1. Log into your AWS account and navigate to the **Athena console**. - - If this is your first time in the Athena console (in your current AWS Region), click **Explore the query editor** to open the query editor. Otherwise, Athena opens automatically in the query editor and take one of the following actions: + - If this is your first time in the Athena console (in your current AWS Region), click **Explore the query editor** to open the query editor. Otherwise, Athena opens automatically in the query editor. 1. Open **Settings** and find the **Location of query result box** field. 1. Enter the path of the S3 bucket (prefix it with `s3://`). 2. Navigate to **Browse S3**, select the S3 bucket you created, and click **Choose**. -1. **Save** the settings configuerations +1. **Save** the settings configurations 1. In the **query editor**, create a database by running `create database YOUR_DATABASE_NAME`. -1. To make the database you created your current, select it from the **Database** list on the left side menu. +1. To make the database you created the one you `write` into, select it from the **Database** list on the left side menu. 1. There are 2 options to access the Jaffle Shop data in the S3 bucket: 1. Manually create the tables 2. Create a glue crawler to recreate the data as external tables (recommended) From acdbd0c69d83ff0c1abe4e6e897015902ad3cfbc Mon Sep 17 00:00:00 2001 From: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> Date: Thu, 7 Nov 2024 19:44:23 -0500 Subject: [PATCH 024/491] Apply suggestions from code review Co-authored-by: Leona B. Campbell <3880403+runleonarun@users.noreply.github.com> --- website/docs/guides/athena-qs.md | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/website/docs/guides/athena-qs.md b/website/docs/guides/athena-qs.md index c2191e767fa..3fb224b05c4 100644 --- a/website/docs/guides/athena-qs.md +++ b/website/docs/guides/athena-qs.md @@ -66,19 +66,19 @@ In either case, download the following CSV files (the Jaffle Shop sample data) a 1. Open **Settings** and find the **Location of query result box** field. 1. Enter the path of the S3 bucket (prefix it with `s3://`). 2. Navigate to **Browse S3**, select the S3 bucket you created, and click **Choose**. -1. **Save** the settings configurations +1. **Save** these settings. 1. In the **query editor**, create a database by running `create database YOUR_DATABASE_NAME`. 1. To make the database you created the one you `write` into, select it from the **Database** list on the left side menu. -1. There are 2 options to access the Jaffle Shop data in the S3 bucket: - 1. Manually create the tables - 2. Create a glue crawler to recreate the data as external tables (recommended) +1. Access the Jaffle Shop data in the S3 bucket using one of these options: + 1. Manually create the tables. + 2. Create a glue crawler to recreate the data as external tables (recommended). 1. Once the tables have been created, you will able to `SELECT` from them. ## Set up security access to Athena To setup the security access for Athena, determine which access method you want to use: - 1. The `aws_access_key_id` and `aws_secret_access_key` (recommended) - 2. An `aws_profile_name` that matches your profile defined in your **AWS credentials** file. +* Obtain `aws_access_key_id` and `aws_secret_access_key` (recommended) +* Obtain an `aws_profile_name` that matches your profile defined in your **AWS credentials** file. ### AWS access key @@ -109,7 +109,7 @@ Save the `aws_access_key_id` and `aws_secret_access_key` from the file for a fut To configure the Athena connection in dbt Cloud: 1. Click your **account name** on the left-side menu and click **Account settings**. 1. Click **Connections** and click **New connection**. -1. Click **Athena** and fill out the required fields (and any optional fields you want). +1. Click **Athena** and fill out the required fields (and any optional fields). 1. **AWS region name** — The AWS region of your environment. 1. **Database (catalog)** — Enter the database name created in earlier steps (lowercase only). 1. **AWS S3 staging directory** — Enter the S3 bucket created in earlier steps. From 59ceea94c3fc9b9813d9ecf0e7ce6a45edaa1bc6 Mon Sep 17 00:00:00 2001 From: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> Date: Thu, 7 Nov 2024 19:44:34 -0500 Subject: [PATCH 025/491] Update website/docs/guides/athena-qs.md --- website/docs/guides/athena-qs.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/athena-qs.md b/website/docs/guides/athena-qs.md index 3fb224b05c4..3842c15a156 100644 --- a/website/docs/guides/athena-qs.md +++ b/website/docs/guides/athena-qs.md @@ -51,7 +51,7 @@ Download these CSV files (the Jaffle Shop sample data) that you will need for th ## Set up an Amazon S3 bucket -For the following guide you can use an existing S3 bucket or create a new one. +For the following guide you can use an existing S3 bucket or [create a new one](https://docs.aws.amazon.com/AmazonS3/latest/userguide/create-bucket-overview.html). In either case, download the following CSV files (the Jaffle Shop sample data) and load them into your S3 bucket: - [jaffle_shop_customers.csv](https://dbt-tutorial-public.s3-us-west-2.amazonaws.com/jaffle_shop_customers.csv) From 5205b828ba89f9747e3cc1bbff38ec7eae60eb45 Mon Sep 17 00:00:00 2001 From: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> Date: Thu, 7 Nov 2024 19:48:26 -0500 Subject: [PATCH 026/491] Update athena-qs.md Removing duplicate material --- website/docs/guides/athena-qs.md | 9 +-------- 1 file changed, 1 insertion(+), 8 deletions(-) diff --git a/website/docs/guides/athena-qs.md b/website/docs/guides/athena-qs.md index 3842c15a156..70262485639 100644 --- a/website/docs/guides/athena-qs.md +++ b/website/docs/guides/athena-qs.md @@ -44,16 +44,9 @@ You can check out [dbt Fundamentals](https://learn.getdbt.com/courses/dbt-fundam ## Getting started -Download these CSV files (the Jaffle Shop sample data) that you will need for this guide: - - [jaffle_shop_customers.csv](https://dbt-tutorial-public.s3-us-west-2.amazonaws.com/jaffle_shop_customers.csv) - - [jaffle_shop_orders.csv](https://dbt-tutorial-public.s3-us-west-2.amazonaws.com/jaffle_shop_orders.csv) - - [stripe_payments.csv](https://dbt-tutorial-public.s3-us-west-2.amazonaws.com/stripe_payments.csv) - -## Set up an Amazon S3 bucket - For the following guide you can use an existing S3 bucket or [create a new one](https://docs.aws.amazon.com/AmazonS3/latest/userguide/create-bucket-overview.html). -In either case, download the following CSV files (the Jaffle Shop sample data) and load them into your S3 bucket: +Download the following CSV files (the Jaffle Shop sample data) and upload them to your S3 bucket: - [jaffle_shop_customers.csv](https://dbt-tutorial-public.s3-us-west-2.amazonaws.com/jaffle_shop_customers.csv) - [jaffle_shop_orders.csv](https://dbt-tutorial-public.s3-us-west-2.amazonaws.com/jaffle_shop_orders.csv) - [stripe_payments.csv](https://dbt-tutorial-public.s3-us-west-2.amazonaws.com/stripe_payments.csv) From a36e0bdcdf370265dd1f2551372124dbf5fe9b7a Mon Sep 17 00:00:00 2001 From: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> Date: Thu, 7 Nov 2024 20:07:33 -0500 Subject: [PATCH 027/491] Update website/docs/guides/athena-qs.md --- website/docs/guides/athena-qs.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/athena-qs.md b/website/docs/guides/athena-qs.md index 70262485639..335ff85e9ea 100644 --- a/website/docs/guides/athena-qs.md +++ b/website/docs/guides/athena-qs.md @@ -95,7 +95,7 @@ To obtain your AWS credentials file: 1. Windows: `%USERPROFILE%\.aws\credentials` 2. Mac/Linux: `~/.aws/credentials` -Save the `aws_access_key_id` and `aws_secret_access_key` from the file for a future step. +Retrieve the `aws_access_key_id` and `aws_secret_access_key` from the `~/.aws/credentials` file for a future step. ## Configure the connection in dbt Cloud From 5324e97e47146847ac3f44da21af3d54a5c6368b Mon Sep 17 00:00:00 2001 From: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> Date: Thu, 7 Nov 2024 20:09:01 -0500 Subject: [PATCH 028/491] Apply suggestions from code review --- website/docs/guides/athena-qs.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/website/docs/guides/athena-qs.md b/website/docs/guides/athena-qs.md index 335ff85e9ea..ad88b85f4dd 100644 --- a/website/docs/guides/athena-qs.md +++ b/website/docs/guides/athena-qs.md @@ -87,11 +87,11 @@ To obtain your `aws_access_key_id` and `aws_secret_access_key`: Save the `aws_access_key_id` and `aws_secret_access_key` for a future step. -### AWS profile name +### AWS credentials file To obtain your AWS credentials file: 1. Follow the instructions for [configuring the credentials file](https://docs.aws.amazon.com/cli/v1/userguide/cli-configure-files.html) usin the AWS CLI -1. Locate the file on your computer +1. Locate the `~/.aws/credentials` file on your computer 1. Windows: `%USERPROFILE%\.aws\credentials` 2. Mac/Linux: `~/.aws/credentials` From fff29492a9f54c213c5f09c1b39525338ffb4afe Mon Sep 17 00:00:00 2001 From: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> Date: Thu, 7 Nov 2024 20:09:45 -0500 Subject: [PATCH 029/491] Update website/docs/guides/athena-qs.md --- website/docs/guides/athena-qs.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/athena-qs.md b/website/docs/guides/athena-qs.md index ad88b85f4dd..68de2ddf070 100644 --- a/website/docs/guides/athena-qs.md +++ b/website/docs/guides/athena-qs.md @@ -73,7 +73,7 @@ To setup the security access for Athena, determine which access method you want * Obtain `aws_access_key_id` and `aws_secret_access_key` (recommended) * Obtain an `aws_profile_name` that matches your profile defined in your **AWS credentials** file. -### AWS access key +### AWS access key (recommended) To obtain your `aws_access_key_id` and `aws_secret_access_key`: From 968bf2062a54834778279aca9f73e9843f7fb10f Mon Sep 17 00:00:00 2001 From: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> Date: Thu, 7 Nov 2024 20:09:53 -0500 Subject: [PATCH 030/491] Update website/docs/guides/athena-qs.md --- website/docs/guides/athena-qs.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/athena-qs.md b/website/docs/guides/athena-qs.md index 68de2ddf070..b1933bdd076 100644 --- a/website/docs/guides/athena-qs.md +++ b/website/docs/guides/athena-qs.md @@ -71,7 +71,7 @@ Download the following CSV files (the Jaffle Shop sample data) and upload them t To setup the security access for Athena, determine which access method you want to use: * Obtain `aws_access_key_id` and `aws_secret_access_key` (recommended) -* Obtain an `aws_profile_name` that matches your profile defined in your **AWS credentials** file. +* Obtain an **AWS credentials** file. ### AWS access key (recommended) From 6130c0790f8187bb10abb970b6a0ba7ffbd38dd0 Mon Sep 17 00:00:00 2001 From: "Leona B. Campbell" <3880403+runleonarun@users.noreply.github.com> Date: Tue, 12 Nov 2024 15:48:47 -0800 Subject: [PATCH 031/491] Revert "Revert "add behavior flag for microbatch" (#6466)" This reverts commit 9ef32bdd9f0ca15d04b0a7f3f74252424a481a29. --- website/docs/docs/build/incremental-microbatch.md | 4 +++- website/docs/docs/build/incremental-strategy.md | 2 ++ website/docs/docs/dbt-versions/release-notes.md | 1 + .../docs/reference/global-configs/behavior-changes.md | 11 +++++++++++ 4 files changed, 17 insertions(+), 1 deletion(-) diff --git a/website/docs/docs/build/incremental-microbatch.md b/website/docs/docs/build/incremental-microbatch.md index e1c39e6ae47..fc11d3b3a6b 100644 --- a/website/docs/docs/build/incremental-microbatch.md +++ b/website/docs/docs/build/incremental-microbatch.md @@ -8,7 +8,9 @@ id: "incremental-microbatch" :::info Microbatch -The `microbatch` strategy is available in beta for [dbt Cloud Versionless](/docs/dbt-versions/upgrade-dbt-version-in-cloud#versionless) and dbt Core v1.9. We have been developing it behind a flag to prevent unintended interactions with existing custom incremental strategies. To enable this feature, [set the environment variable](/docs/build/environment-variables#setting-and-overriding-environment-variables) `DBT_EXPERIMENTAL_MICROBATCH` to `True` in your dbt Cloud environments or wherever you're running dbt Core. +The `microbatch` strategy is available in beta for [dbt Cloud Versionless](/docs/dbt-versions/upgrade-dbt-version-in-cloud#versionless) and dbt Core v1.9. + +If you use a custom microbatch macro, set a [distinct behavior flag](/reference/global-configs/behavior-changes#custom-microbatch-strategy) in your `dbt_project.yml` to enable batched execution. If you don't have a custom microbatch macro, you don't need to set this flag as dbt will handle microbatching automatically for any model using the [microbatch strategy](#how-microbatch-compares-to-other-incremental-strategies). Read and participate in the discussion: [dbt-core#10672](https://github.com/dbt-labs/dbt-core/discussions/10672) diff --git a/website/docs/docs/build/incremental-strategy.md b/website/docs/docs/build/incremental-strategy.md index 1fb35ba637c..3125b6438e0 100644 --- a/website/docs/docs/build/incremental-strategy.md +++ b/website/docs/docs/build/incremental-strategy.md @@ -289,6 +289,8 @@ For example, a user-defined strategy named `insert_only` can be defined and used +If you use a custom microbatch macro, set a [`require_batched_execution_for_custom_microbatch_strategy` behavior flag](/reference/global-configs/behavior-changes#custom-microbatch-strategy) in your `dbt_project.yml` to enable batched execution of your custom strategy. + ### Custom strategies from a package To use the `merge_null_safe` custom incremental strategy from the `example` package: diff --git a/website/docs/docs/dbt-versions/release-notes.md b/website/docs/docs/dbt-versions/release-notes.md index 6759a026e02..c7fc3ee16d8 100644 --- a/website/docs/docs/dbt-versions/release-notes.md +++ b/website/docs/docs/dbt-versions/release-notes.md @@ -19,6 +19,7 @@ Release notes are grouped by month for both multi-tenant and virtual private clo \* The official release date for this new format of release notes is May 15th, 2024. Historical release notes for prior dates may not reflect all available features released earlier this year or their tenancy availability. ## November 2024 +- **Behavior change**: If you use a custom microbatch macro, set a [`require_batched_execution_for_custom_microbatch_strategy` behavior flag](/reference/global-configs/behavior-changes#custom-microbatch-strategy) in your `dbt_project.yml` to enable batched execution. If you don't have a custom microbatch macro, you don't need to set this flag as dbt will handle microbatching automatically for any model using the [microbatch strategy](/docs/build/incremental-microbatch#how-microbatch-compares-to-other-incremental-strategies). - **Fix**: This update improves [dbt Semantic Layer Tableau integration](/docs/cloud-integrations/semantic-layer/tableau) making query parsing more reliable. Some key fixes include: - Error messages for unsupported joins between saved queries and ALL tables. - Improved handling of queries when multiple tables are selected in a data source. diff --git a/website/docs/reference/global-configs/behavior-changes.md b/website/docs/reference/global-configs/behavior-changes.md index 299674ae9c1..b3162c6478f 100644 --- a/website/docs/reference/global-configs/behavior-changes.md +++ b/website/docs/reference/global-configs/behavior-changes.md @@ -59,6 +59,7 @@ flags: source_freshness_run_project_hooks: False restrict_direct_pg_catalog_access: False require_yaml_configuration_for_mf_time_spines: False + require_batched_execution_for_custom_microbatch_strategy: False ``` @@ -74,6 +75,7 @@ When we use dbt Cloud in the following table, we're referring to accounts that h | [skip_nodes_if_on_run_start_fails](#failures-in-on-run-start-hooks) | 2024.10 | TBD* | 1.9.0 | TBD* | | [state_modified_compare_more_unrendered_values](#source-definitions-for-state) | 2024.10 | TBD* | 1.9.0 | TBD* | | [require_yaml_configuration_for_mf_time_spines](#metricflow-time-spine-yaml) | 2024.10 | TBD* | 1.9.0 | TBD* | +| [require_batched_execution_for_custom_microbatch_strategy](#custom-microbatch-strategy) | 2024.11 | TBD* | 1.9.0 | TBD* | When the dbt Cloud Maturity is "TBD," it means we have not yet determined the exact date when these flags' default values will change. Affected users will see deprecation warnings in the meantime, and they will receive emails providing advance warning ahead of the maturity date. In the meantime, if you are seeing a deprecation warning, you can either: - Migrate your project to support the new behavior, and then set the flag to `True` to stop seeing the warnings. @@ -164,3 +166,12 @@ In previous versions (dbt Core 1.8 and earlier), the MetricFlow time spine confi When the flag is set to `True`, dbt will continue to support the SQL file configuration. When the flag is set to `False`, dbt will raise a deprecation warning if it detects a MetricFlow time spine configured in a SQL file. The MetricFlow YAML file should have the `time_spine:` field. Refer to [MetricFlow timespine](/docs/build/metricflow-time-spine) for more details. + +### Custom microbatch strategy +The `require_batched_execution_for_custom_microbatch_strategy` flag is set to `False` by default and is only relevant if you already have a custom microbatch macro in your project. If you don't have a custom microbatch macro, you don't need to set this flag as dbt will handle microbatching automatically for any model using the [microbatch strategy](/docs/build/incremental-microbatch#how-microbatch-compares-to-other-incremental-strategies). + +Set the flag is set to `True` if you have a custom microbatch macro set up in your project. When the flag is set to `True`, dbt will execute the custom microbatch strategy in batches. + +If you have a custom microbatch macro and the flag is left as `False`, dbt will issue a deprecation warning. + +Previously, users needed to set the `DBT_EXPERIMENTAL_MICROBATCH` environment variable to `True` to prevent unintended interactions with existing custom incremental strategies. But this is no longer necessary, as setting `DBT_EXPERMINENTAL_MICROBATCH` will no longer have an effect on runtime functionality. From 0f654916d8c025c2d65102e931e2f4592f28bcfc Mon Sep 17 00:00:00 2001 From: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> Date: Wed, 13 Nov 2024 19:49:09 -0500 Subject: [PATCH 032/491] Enhancing existing tables --- .../connect-starburst-trino.md | 2 +- website/docs/docs/cloud/git/connect-gitlab.md | 4 +- .../manage-access/self-service-permissions.md | 46 +++++++++---------- 3 files changed, 26 insertions(+), 26 deletions(-) diff --git a/website/docs/docs/cloud/connect-data-platform/connect-starburst-trino.md b/website/docs/docs/cloud/connect-data-platform/connect-starburst-trino.md index db0d3f61728..4c460f0d705 100644 --- a/website/docs/docs/cloud/connect-data-platform/connect-starburst-trino.md +++ b/website/docs/docs/cloud/connect-data-platform/connect-starburst-trino.md @@ -11,7 +11,7 @@ The following are the required fields for setting up a connection with a [Starbu | **Host** | The hostname of your cluster. Don't include the HTTP protocol prefix. | `mycluster.mydomain.com` | | **Port** | The port to connect to your cluster. By default, it's 443 for TLS enabled clusters. | `443` | | **User** | The username (of the account) to log in to your cluster. When connecting to Starburst Galaxy clusters, you must include the role of the user as a suffix to the username.

| Format for Starburst Enterprise or Trino depends on your configured authentication method.
Format for Starburst Galaxy:

  • `user.name@mydomain.com/role`
| -| **Password** | The user's password. | | +| **Password** | The user's password. | - | | **Database** | The name of a catalog in your cluster. | `example_catalog` | | **Schema** | The name of a schema that exists within the specified catalog.  | `example_schema` | diff --git a/website/docs/docs/cloud/git/connect-gitlab.md b/website/docs/docs/cloud/git/connect-gitlab.md index f68f09ae73d..dfde50cf1db 100644 --- a/website/docs/docs/cloud/git/connect-gitlab.md +++ b/website/docs/docs/cloud/git/connect-gitlab.md @@ -60,8 +60,8 @@ In GitLab, when creating your Group Application, input the following: | ------ | ----- | | **Name** | dbt Cloud | | **Redirect URI** | `https://YOUR_ACCESS_URL/complete/gitlab` | -| **Confidential** | ✔️ | -| **Scopes** | ✔️ api | +| **Confidential** | ✅ | +| **Scopes** | ✅ api | Replace `YOUR_ACCESS_URL` with the [appropriate Access URL](/docs/cloud/about-cloud/access-regions-ip-addresses) for your region and plan. diff --git a/website/docs/docs/cloud/manage-access/self-service-permissions.md b/website/docs/docs/cloud/manage-access/self-service-permissions.md index a5bdba825c2..6b326645d44 100644 --- a/website/docs/docs/cloud/manage-access/self-service-permissions.md +++ b/website/docs/docs/cloud/manage-access/self-service-permissions.md @@ -52,33 +52,33 @@ The following tables outline the access that users have if they are assigned a D | Account-level permission| Owner | Member | Read-only license| IT license | |:------------------------|:-----:|:------:|:----------------:|:------------:| -| Account settings | W | W | | W | -| Billing | W | | | W | -| Invitations | W | W | | W | -| Licenses | W | R | | W | -| Users | W | R | | W | -| Project (create) | W | W | | W | -| Connections | W | W | | W | -| Service tokens | W | | | W | -| Webhooks | W | W | | | +| Account settings | W | W | - | W | +| Billing | W | - | - | W | +| Invitations | W | W | - | W | +| Licenses | W | R | - | W | +| Users | W | R | - | W | +| Project (create) | W | W | - | W | +| Connections | W | W | - | W | +| Service tokens | W | - | - | W | +| Webhooks | W | W | - | - | #### Project permissions for account roles |Project-level permission | Owner | Member | Read-only | IT license | |:------------------------|:-----:|:-------:|:---------:|:----------:| -| Adapters | W | W | R | | -| Connections | W | W | R | | -| Credentials | W | W | R | | -| Custom env. variables | W | W | R | | -| Develop (IDE or dbt Cloud CLI)| W | W | | | -| Environments | W | W | R | | -| Jobs | W | W | R | | -| dbt Explorer | W | W | R | | -| Permissions | W | R | | | -| Profile | W | W | R | | -| Projects | W | W | R | | -| Repositories | W | W | R | | -| Runs | W | W | R | | -| Semantic Layer Config | W | W | R | | +| Adapters | W | W | R | - | +| Connections | W | W | R | - | +| Credentials | W | W | R | - | +| Custom env. variables | W | W | R | - | +| Develop (IDE or dbt Cloud CLI)| W | W | - | - | +| Environments | W | W | R | - | +| Jobs | W | W | R | - | +| dbt Explorer | W | W | R | - | +| Permissions | W | R | - | - | +| Profile | W | W | R | - | +| Projects | W | W | R | - | +| Repositories | W | W | R | - | +| Runs | W | W | R | - | +| Semantic Layer Config | W | W | R | - | From 4a7775f67b68b56988be86a60c51020958789051 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Tue, 19 Nov 2024 14:08:23 -0500 Subject: [PATCH 033/491] Update website/docs/docs/deploy/ci-jobs.md --- website/docs/docs/deploy/ci-jobs.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/deploy/ci-jobs.md b/website/docs/docs/deploy/ci-jobs.md index 12db0137ca6..9e9fc540828 100644 --- a/website/docs/docs/deploy/ci-jobs.md +++ b/website/docs/docs/deploy/ci-jobs.md @@ -43,7 +43,7 @@ To make CI job creation easier, many options on the **CI job** page are set to d :::info Optimization tip When you enable the **dbt compare** checkbox, you can customize the comparison command to optimize your CI job. For example, if you have large models that take a long time to compare, you can exclude them to speed up the process using the [`--exclude` flag](/reference/node-selection/exclude). Refer to [compare changes custom commands](/docs/deploy/job-commands#compare-changes-custom-commands) for more details. - Additionally, if you set [`event_time`](/docs/build/incremental-microbatch#relevant-configs) in your models/seeds/snapshots/sources, it allows you to compare matching date ranges between tables by filtering to overlapping date ranges. This is useful for faster CI workflow or custom sampling set ups. + Additionally, if you set [`event_time`](/reference/resource-configs/event-time) in your models/seeds/snapshots/sources, it allows you to compare matching date ranges between tables by filtering to overlapping date ranges. This is useful for faster CI workflow or custom sampling set ups. ::: - **Compare changes against an environment (Deferral)** — By default, it’s set to the **Production** environment if you created one. This option allows dbt Cloud to check the state of the code in the PR against the code running in the deferred environment, so as to only check the modified code, instead of building the full table or the entire DAG. From 7258c4e9dc0e876584da81556bcd89d23c512546 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Wed, 20 Nov 2024 11:34:29 -0500 Subject: [PATCH 034/491] Update website/docs/docs/dbt-versions/release-notes.md --- website/docs/docs/dbt-versions/release-notes.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/dbt-versions/release-notes.md b/website/docs/docs/dbt-versions/release-notes.md index 0f23a8cfc0b..5bd9867d8db 100644 --- a/website/docs/docs/dbt-versions/release-notes.md +++ b/website/docs/docs/dbt-versions/release-notes.md @@ -20,7 +20,7 @@ Release notes are grouped by month for both multi-tenant and virtual private clo ## November 2024 -- **Enhancement**: For users that have Advanced CI's [compare changes](/docs/deploy/advanced-ci#compare-changes) feature enabled, you can optimize performance when running comparisons by using custom dbt syntax to exclude specific large models (or groups of models with tags). Refer to [Compare changes custom commands](/docs/deploy/job-commands#compare-changes-custom-commands) for examples of how to customize the comparison command. +- **Enhancement**: For users that have Advanced CI's [compare changes](/docs/deploy/advanced-ci#compare-changes) feature enabled, you can optimize performance when running comparisons by using custom dbt syntax to customize deferral usage, exclude specific large models (or groups of models with tags), and more. Refer to [Compare changes custom commands](/docs/deploy/job-commands#compare-changes-custom-commands) for examples of how to customize the comparison command. - **New**: Use the [`dbt_valid_to_current`](/reference/resource-configs/dbt_valid_to_current) config to set a custom indicator for the value of `dbt_valid_to` in current snapshot records (like a future date). By default, this value is `NULL`. When configured, dbt will use the specified value instead of `NULL` for `dbt_valid_to` for current records in the snapshot table. This feature is available in dbt Cloud Versionless and dbt Core v1.9 and later. - **New**: Use the [`event_time`](/reference/resource-configs/event-time) configuration to specify "at what time did the row occur." This configuration is required for [Incremental microbatch](/docs/build/incremental-microbatch) and can be added to ensure you're comparing overlapping times in [Advanced CI's compare changes](/docs/deploy/advanced-ci). Available in dbt Cloud Versionless and dbt Core v1.9 and higher. - **Fix**: This update improves [dbt Semantic Layer Tableau integration](/docs/cloud-integrations/semantic-layer/tableau) making query parsing more reliable. Some key fixes include: From 33eb377efd046edd9343c3f203fdf82af237c14e Mon Sep 17 00:00:00 2001 From: Jeremy Yeo Date: Thu, 21 Nov 2024 05:56:36 +1300 Subject: [PATCH 035/491] Update snowflake-privatelink.md (#6511) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit ## What are you changing in this pull request and why? We don't support AWS private internal stages - clear up confusion. https://dbt-labs.slack.com/archives/C03U5QJEWLC/p1731966478738089?thread_ts=1731965485.432319&cid=C03U5QJEWLC ## Checklist - [ ] I have reviewed the [Content style guide](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/content-style-guide.md) so my content adheres to these guidelines. - [ ] The topic I'm writing about is for specific dbt version(s) and I have versioned it according to the [version a whole page](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#adding-a-new-version) and/or [version a block of content](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#versioning-blocks-of-content) guidelines. - [ ] I have added checklist item(s) to this list for anything anything that needs to happen before this PR is merged, such as "needs technical review" or "change base branch." - [ ] The content in this PR requires a dbt release note, so I added one to the [release notes page](https://docs.getdbt.com/docs/dbt-versions/dbt-cloud-release-notes). --- 🚀 Deployment available! Here are the direct links to the updated files: - https://docs-getdbt-com-git-jeremyyeo-patch-3-dbt-labs.vercel.app/docs/cloud/secure/snowflake-privatelink --------- Co-authored-by: Leona B. Campbell <3880403+runleonarun@users.noreply.github.com> Co-authored-by: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> --- .../docs/cloud/secure/snowflake-privatelink.md | 16 ++++++++++------ 1 file changed, 10 insertions(+), 6 deletions(-) diff --git a/website/docs/docs/cloud/secure/snowflake-privatelink.md b/website/docs/docs/cloud/secure/snowflake-privatelink.md index b943791292f..dc0cb64ba31 100644 --- a/website/docs/docs/cloud/secure/snowflake-privatelink.md +++ b/website/docs/docs/cloud/secure/snowflake-privatelink.md @@ -97,12 +97,18 @@ Once dbt Cloud support completes the configuration, you can start creating new c 4. Configure the remaining data platform details. 5. Test your connection and save it. -## Enable the connection in Snowflake +### Enable the connection in Snowflake hosted on Azure + +:::note + +AWS private internal stages are not currently supported. + +::: To complete the setup, follow the remaining steps from the Snowflake setup guides. The instructions vary based on the platform: -- [Snowflake AWS PrivateLink](https://docs.snowflake.com/en/user-guide/admin-security-privatelink) - [Snowflake Azure Private Link](https://docs.snowflake.com/en/user-guide/privatelink-azure) +- [Azure private endpoints for internal stages](https://docs.snowflake.com/en/user-guide/private-internal-stages-azure) There are some nuances for each connection and you will need a Snowflake administrator. As the Snowflake administrator, call the `SYSTEM$AUTHORIZE_STAGE_PRIVATELINK_ACCESS` function using the privateEndpointResourceID value as the function argument. This authorizes access to the Snowflake internal stage through the private endpoint. @@ -110,14 +116,12 @@ There are some nuances for each connection and you will need a Snowflake adminis USE ROLE ACCOUNTADMIN; --- AWS PrivateLink -SELECT SYSTEMS$AUTHORIZE_STATE_PRIVATELINK_ACCESS ( `AWS VPC ID` ); - -- Azure Private Link -SELECT SYSTEMS$AUTHORIZE_STATE_PRIVATELINK_ACCESS ( `AZURE PRIVATE ENDPOINT RESOURCE ID` ); +SELECT SYSTEMS$AUTHORIZE_STAGE_PRIVATELINK_ACCESS ( `AZURE PRIVATE ENDPOINT RESOURCE ID` ); ``` + ## Configuring Network Policies If your organization uses [Snowflake Network Policies](https://docs.snowflake.com/en/user-guide/network-policies) to restrict access to your Snowflake account, you will need to add a network rule for dbt Cloud. From 00ddfc21f0932b03f6bcf746de107cd864e28eb5 Mon Sep 17 00:00:00 2001 From: Pieter Ennes Date: Wed, 20 Nov 2024 18:19:02 +0100 Subject: [PATCH 036/491] Fix materialized view label (#6370) ## What are you changing in this pull request and why? The materialized view materialization is named `materialized_view` in snake case, not `materialized view`, at least for the Postgres adapter. The docs didn't reflect this. ## Checklist - [x] I have reviewed the [Content style guide](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/content-style-guide.md) so my content adheres to these guidelines. - [x] The topic I'm writing about is for specific dbt version(s) and I have versioned it according to the [version a whole page](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#adding-a-new-version) and/or [version a block of content](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#versioning-blocks-of-content) guidelines. - [x] I have added checklist item(s) to this list for anything anything that needs to happen before this PR is merged, such as "needs technical review" or "change base branch." - [ ] The content in this PR requires a dbt release note, so I added one to the [release notes page](https://docs.getdbt.com/docs/dbt-versions/dbt-cloud-release-notes). - [ ] Check whether this is also true for adapters other than Postgres. Co-authored-by: Leona B. Campbell <3880403+runleonarun@users.noreply.github.com> --- website/docs/docs/build/materializations.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/build/materializations.md b/website/docs/docs/build/materializations.md index 5deb1e7ce92..723acf87414 100644 --- a/website/docs/docs/build/materializations.md +++ b/website/docs/docs/build/materializations.md @@ -111,7 +111,7 @@ When using the `table` materialization, your model is rebuilt as a --- 🚀 Deployment available! Here are the direct links to the updated files: - https://docs-getdbt-com-git-bq-custom-dbt-labs.vercel.app/docs/build/incremental-strategy --- website/docs/docs/build/incremental-strategy.md | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/website/docs/docs/build/incremental-strategy.md b/website/docs/docs/build/incremental-strategy.md index 1fb35ba637c..4866279bc01 100644 --- a/website/docs/docs/build/incremental-strategy.md +++ b/website/docs/docs/build/incremental-strategy.md @@ -241,6 +241,12 @@ select * from {{ ref("some_model") }} ### Custom strategies +:::note limited support + +Custom strategies are not currently suppored on the BigQuery and Spark adapters. + +::: + Starting from dbt version 1.2 and onwards, users have an easier alternative to [creating an entirely new materialization](/guides/create-new-materializations). They define and use their own "custom" incremental strategies by: 1. Defining a macro named `get_incremental_STRATEGY_sql`. Note that `STRATEGY` is a placeholder and you should replace it with the name of your custom incremental strategy. From 5494573656c4c35f02ac78703cce24c74db319bf Mon Sep 17 00:00:00 2001 From: Jimmy Zhu Date: Wed, 20 Nov 2024 12:45:16 -0800 Subject: [PATCH 041/491] Mention Snowflake Enterprise or higher is required for query history functionality --- website/docs/docs/collaborate/model-query-history.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/collaborate/model-query-history.md b/website/docs/docs/collaborate/model-query-history.md index 0180757f980..3e85883a86e 100644 --- a/website/docs/docs/collaborate/model-query-history.md +++ b/website/docs/docs/collaborate/model-query-history.md @@ -28,7 +28,7 @@ To access the features, you should meet the following: 1. You have a dbt Cloud account on the [Enterprise plan](https://www.getdbt.com/pricing/). Single-tenant accounts should contact their account representative for setup. 2. You have set up a [production](https://docs.getdbt.com/docs/deploy/deploy-environments#set-as-production-environment) deployment environment for each project you want to explore, with at least one successful job run. 3. You have [admin permissions](/docs/cloud/manage-access/enterprise-permissions) in dbt Cloud to edit project settings or production environment settings. -4. Use Snowflake or BigQuery as your data warehouse and can enable query history permissions or work with an admin to do so. Support for additional data platforms coming soon. +4. Use Snowflake (Enterprise tier or higher) or BigQuery as your data warehouse and can enable query history permissions or work with an admin to do so. Support for additional data platforms coming soon. ## Enable query history in dbt Cloud From 394d55a93ad96c63988e4343ab4aa4c2c02f8174 Mon Sep 17 00:00:00 2001 From: Doug Guthrie Date: Wed, 20 Nov 2024 14:53:46 -0700 Subject: [PATCH 042/491] Update regions-ip-addresses.md for azure us region --- website/docs/docs/cloud/about-cloud/regions-ip-addresses.md | 1 + 1 file changed, 1 insertion(+) diff --git a/website/docs/docs/cloud/about-cloud/regions-ip-addresses.md b/website/docs/docs/cloud/about-cloud/regions-ip-addresses.md index b396ce62feb..d0ba33e95be 100644 --- a/website/docs/docs/cloud/about-cloud/regions-ip-addresses.md +++ b/website/docs/docs/cloud/about-cloud/regions-ip-addresses.md @@ -13,6 +13,7 @@ dbt Cloud is [hosted](/docs/cloud/about-cloud/architecture) in multiple regions | Region | Location | Access URL | IP addresses | Developer plan | Team plan | Enterprise plan | |--------|----------|------------|--------------|----------------|-----------|-----------------| | North America [^1] | AWS us-east-1 (N. Virginia) | **Multi-tenant:** cloud.getdbt.com
**Cell based:** ACCOUNT_PREFIX.us1.dbt.com | 52.45.144.63
54.81.134.249
52.22.161.231
52.3.77.232
3.214.191.130
34.233.79.135 | ✅ | ✅ | ✅ | +| North America [^1] | Azure
East US 2 (Virginia) | **Cell based:** ACCOUNT_PREFIX.us2.dbt.com | 20.10.67.192/26 | ❌ | ❌ | ✅ | | EMEA [^1] | AWS eu-central-1 (Frankfurt) | emea.dbt.com | 3.123.45.39
3.126.140.248
3.72.153.148 | ❌ | ❌ | ✅ | | EMEA [^1] | Azure
North Europe (Ireland) | **Cell based:** ACCOUNT_PREFIX.eu2.dbt.com | 20.13.190.192/26 | ❌ | ❌ | ✅ | | APAC [^1] | AWS ap-southeast-2 (Sydney)| au.dbt.com | 52.65.89.235
3.106.40.33
13.239.155.206
| ❌ | ❌ | ✅ | From 3c63e6f07e98fe6434edfb94c76233f252349f65 Mon Sep 17 00:00:00 2001 From: Katherine Brock <48523663+kbrock91@users.noreply.github.com> Date: Wed, 20 Nov 2024 16:22:12 -0600 Subject: [PATCH 043/491] Update enable-dbt-copilot.md (#6517) CoPilot > Copilot for consistency across docs ## What are you changing in this pull request and why? ## Checklist - [ ] I have reviewed the [Content style guide](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/content-style-guide.md) so my content adheres to these guidelines. - [ ] The topic I'm writing about is for specific dbt version(s) and I have versioned it according to the [version a whole page](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#adding-a-new-version) and/or [version a block of content](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#versioning-blocks-of-content) guidelines. - [ ] I have added checklist item(s) to this list for anything anything that needs to happen before this PR is merged, such as "needs technical review" or "change base branch." - [ ] The content in this PR requires a dbt release note, so I added one to the [release notes page](https://docs.getdbt.com/docs/dbt-versions/dbt-cloud-release-notes). Co-authored-by: Leona B. Campbell <3880403+runleonarun@users.noreply.github.com> --- website/docs/docs/cloud/enable-dbt-copilot.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/website/docs/docs/cloud/enable-dbt-copilot.md b/website/docs/docs/cloud/enable-dbt-copilot.md index 07a9f6294da..67a11fed3fc 100644 --- a/website/docs/docs/cloud/enable-dbt-copilot.md +++ b/website/docs/docs/cloud/enable-dbt-copilot.md @@ -36,7 +36,7 @@ Note: To disable (only after enabled), repeat steps 1 to 3, toggle off in step 4 ### Bringing your own OpenAI API key (BYOK) -Once AI features have been enabled, you can provide your organization's OpenAI API key. dbt Cloud will then leverage your OpenAI account and terms to power dbt CoPilot. This will incur billing charges to your organization from OpenAI for requests made by dbt CoPilot. +Once AI features have been enabled, you can provide your organization's OpenAI API key. dbt Cloud will then leverage your OpenAI account and terms to power dbt Copilot. This will incur billing charges to your organization from OpenAI for requests made by dbt Copilot. Note that Azure OpenAI is not currently supported, but will be in the future. @@ -48,4 +48,4 @@ A dbt Cloud admin can provide their API key by following these steps: 3. Scroll to **AI** and select the toggle for **OpenAI** -4. Enter your API key and click **Save**. \ No newline at end of file +4. Enter your API key and click **Save**. From 4c34faaa8b52553d105c15b804b9dbe539d40c5f Mon Sep 17 00:00:00 2001 From: Jordan Stein Date: Wed, 20 Nov 2024 18:35:51 -0800 Subject: [PATCH 044/491] call out live connection --- .../docs/docs/cloud-integrations/semantic-layer/tableau.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/website/docs/docs/cloud-integrations/semantic-layer/tableau.md b/website/docs/docs/cloud-integrations/semantic-layer/tableau.md index 15a0a92cf39..adf92496ed3 100644 --- a/website/docs/docs/cloud-integrations/semantic-layer/tableau.md +++ b/website/docs/docs/cloud-integrations/semantic-layer/tableau.md @@ -46,8 +46,8 @@ Alternatively, you can follow these steps to install the Connector: ## Using the integration 1. **Authentication** — Once you authenticate, the system will direct you to the data source page. -2. **Access all Semantic Layer Objects** — Use the "ALL" data source to access all the metrics, dimensions, and entities configured in your dbt Semantic Layer. Note that the "METRICS_AND_DIMENSIONS" data source has been deprecated and replaced by "ALL". -3. **Access saved queries** — You can optionally access individual [saved queries](/docs/build/saved-queries) that you've defined. These will also show up as unique data sources when you log in. +2. **Access all Semantic Layer Objects** — Use the "ALL" data source to access all the metrics, dimensions, and entities configured in your dbt Semantic Layer. Note that the "METRICS_AND_DIMENSIONS" data source has been deprecated and replaced by "ALL". Be sure to use a Live connection as Extracts are not supported at this time. +3. **Access saved queries** — You can optionally access individual [saved queries](/docs/build/saved-queries) that you've defined. These will also show up as unique data sources when you log in. 4. **Access worksheet** — From your data source selection, go directly to a worksheet in the bottom left-hand corner. 5. **Query metrics and dimensions** — Then, you'll find all the metrics, dimensions, and entities that are available to query on the left side of your window based on your selection. From af30a1f773ad4a0e50d0b640031c62c8f603ce93 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Wed, 20 Nov 2024 22:01:32 -0500 Subject: [PATCH 045/491] Update tableau.md --- website/docs/docs/cloud-integrations/semantic-layer/tableau.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/cloud-integrations/semantic-layer/tableau.md b/website/docs/docs/cloud-integrations/semantic-layer/tableau.md index adf92496ed3..1f6755c38fa 100644 --- a/website/docs/docs/cloud-integrations/semantic-layer/tableau.md +++ b/website/docs/docs/cloud-integrations/semantic-layer/tableau.md @@ -46,7 +46,7 @@ Alternatively, you can follow these steps to install the Connector: ## Using the integration 1. **Authentication** — Once you authenticate, the system will direct you to the data source page. -2. **Access all Semantic Layer Objects** — Use the "ALL" data source to access all the metrics, dimensions, and entities configured in your dbt Semantic Layer. Note that the "METRICS_AND_DIMENSIONS" data source has been deprecated and replaced by "ALL". Be sure to use a Live connection as Extracts are not supported at this time. +2. **Access all Semantic Layer Objects** — Use the "ALL" data source to access all the metrics, dimensions, and entities configured in your dbt Semantic Layer. Note that the "METRICS_AND_DIMENSIONS" data source has been deprecated and replaced by "ALL". Be sure to use a live connection since extracts are not supported at this time. 3. **Access saved queries** — You can optionally access individual [saved queries](/docs/build/saved-queries) that you've defined. These will also show up as unique data sources when you log in. 4. **Access worksheet** — From your data source selection, go directly to a worksheet in the bottom left-hand corner. 5. **Query metrics and dimensions** — Then, you'll find all the metrics, dimensions, and entities that are available to query on the left side of your window based on your selection. From befa7b52a03bdd47329bbef13efb03b3646af91a Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Thu, 21 Nov 2024 17:06:48 -0500 Subject: [PATCH 046/491] add callout for net new --- website/docs/reference/snapshot-configs.md | 21 ++++++++++++++------- 1 file changed, 14 insertions(+), 7 deletions(-) diff --git a/website/docs/reference/snapshot-configs.md b/website/docs/reference/snapshot-configs.md index 7b3c0f8e5b1..22c5ebf86cc 100644 --- a/website/docs/reference/snapshot-configs.md +++ b/website/docs/reference/snapshot-configs.md @@ -13,11 +13,6 @@ import ConfigGeneral from '/snippets/_config-description-general.md'; * [Snapshots](/docs/build/snapshots) * The `dbt snapshot` [command](/reference/commands/snapshot) - ## Available configurations ### Snapshot-specific configurations @@ -125,7 +120,7 @@ snapshots: -Configurations can be applied to snapshots using the [YAML syntax](/docs/build/snapshots), available in Versionless and dbt v1.9 and higher, in the `snapshot` directory file. +Configurations can be applied to snapshots using the [YAML syntax](/docs/build/snapshots#configuring-snapshots), available in Versionless and dbt v1.9 and higher, in the `snapshot` directory file. @@ -155,6 +150,17 @@ Configurations can be applied to snapshots using the [YAML syntax](/docs/build/s +:::tip + +Configuring snapshots in YAML is recommended for new snapshot configurations. If you have existing snapshots using the `.sql` config, they'll continue to work as expected. When you're ready to migrate to YAML, we recommend: +1. Creating a backup copy of your snapshots (or using version control) +2. Converting the configurations one at a time, testing as you go +3. Using `alter` statements as needed to ensure table consistency or using a script to apply the `alter` statements + +The YAML configuration offers improved maintainability and consistency, but there's no pressure to migrate existing snapshots immediately — feel free to do so at your own pace while ensuring data quality is maintained. +::: + + + ```yaml snapshots: [](/reference/resource-configs/resource-path): @@ -256,7 +263,7 @@ snapshots: -Configurations can be applied to snapshots using [YAML syntax](/docs/build/snapshots), available in Versionless and dbt v1.9 and higher, in the `snapshot` directory file. +Configurations can be applied to snapshots using [YAML syntax](/docs/build/snapshots#configuring-snapshots), available in Versionless and dbt v1.9 and higher, in the `snapshot` directory file. From 50278b6d248d778b679b88d44eeffedb1dc274d2 Mon Sep 17 00:00:00 2001 From: Joel Labes Date: Fri, 22 Nov 2024 16:29:11 +1300 Subject: [PATCH 047/491] Update sample code to handle new dbt log line --- website/docs/guides/zapier-slack.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/guides/zapier-slack.md b/website/docs/guides/zapier-slack.md index e11da493b67..9746fee7f41 100644 --- a/website/docs/guides/zapier-slack.md +++ b/website/docs/guides/zapier-slack.md @@ -134,7 +134,7 @@ for step in run_data_results['run_steps']: # Remove timestamp and any colour tags full_log = re.sub('\x1b?\[[0-9]+m[0-9:]*', '', full_log) - summary_start = re.search('(?:Completed with \d+ errors? and \d+ warnings?:|Database Error|Compilation Error|Runtime Error)', full_log) + summary_start = re.search('(?:Completed with \d+ error.* and \d+ warnings?:|Database Error|Compilation Error|Runtime Error)', full_log) line_items = re.findall('(^.*(?:Failure|Error) in .*\n.*\n.*)', full_log, re.MULTILINE) From b472c037609f8f551f2e733105d99ded29967eda Mon Sep 17 00:00:00 2001 From: Joel Labes Date: Fri, 22 Nov 2024 16:31:06 +1300 Subject: [PATCH 048/491] Fix other instances --- website/docs/guides/zapier-ms-teams.md | 2 +- website/docs/guides/zapier-slack.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/website/docs/guides/zapier-ms-teams.md b/website/docs/guides/zapier-ms-teams.md index 500ae4bf9e5..e52205d315f 100644 --- a/website/docs/guides/zapier-ms-teams.md +++ b/website/docs/guides/zapier-ms-teams.md @@ -136,7 +136,7 @@ for step in run_data_results['run_steps']: # Remove timestamp and any colour tags full_log = re.sub('\x1b?\[[0-9]+m[0-9:]*', '', full_log) - summary_start = re.search('(?:Completed with \d+ errors? and \d+ warnings?:|Database Error|Compilation Error|Runtime Error)', full_log) + summary_start = re.search('(?:Completed with \d+ error.* and \d+ warnings?:|Database Error|Compilation Error|Runtime Error)', full_log) line_items = re.findall('(^.*(?:Failure|Error) in .*\n.*\n.*)', full_log, re.MULTILINE) diff --git a/website/docs/guides/zapier-slack.md b/website/docs/guides/zapier-slack.md index 9746fee7f41..99c8347424a 100644 --- a/website/docs/guides/zapier-slack.md +++ b/website/docs/guides/zapier-slack.md @@ -277,7 +277,7 @@ for step in results['run_steps']: # Remove timestamp and any colour tags full_log = re.sub('\x1b?\[[0-9]+m[0-9:]*', '', full_log) - summary_start = re.search('(?:Completed with \d+ errors? and \d+ warnings?:|Database Error|Compilation Error|Runtime Error)', full_log) + summary_start = re.search('(?:Completed with \d+ error.* and \d+ warnings?:|Database Error|Compilation Error|Runtime Error)', full_log) line_items = re.findall('(^.*(?:Failure|Error) in .*\n.*\n.*)', full_log, re.MULTILINE) if not summary_start: From f070dfca4fab1932e3ae7b0454e0f96deb1d5fd1 Mon Sep 17 00:00:00 2001 From: hengm3467 <100685635+hengm3467@users.noreply.github.com> Date: Fri, 22 Nov 2024 13:21:14 +0800 Subject: [PATCH 049/491] fix broken links on this page. Due to a recent doc infra upgrade, a few broken links were introduced. I'm fixing these broken links in this PR. --- .../connect-data-platform/risingwave-setup.md | 20 +++++++++---------- 1 file changed, 10 insertions(+), 10 deletions(-) diff --git a/website/docs/docs/core/connect-data-platform/risingwave-setup.md b/website/docs/docs/core/connect-data-platform/risingwave-setup.md index 29ebc378c4e..320ba2a506d 100644 --- a/website/docs/docs/core/connect-data-platform/risingwave-setup.md +++ b/website/docs/docs/core/connect-data-platform/risingwave-setup.md @@ -28,7 +28,7 @@ import SetUpPages from '/snippets/_setup-pages-intro.md'; ## Connecting to RisingWave with dbt-risingwave -Before connecting to RisingWave, ensure that RisingWave is installed and running. For more information about how to get RisingWave up and running, see the [RisingWave quick start guide](https://docs.risingwave.com/docs/dev/get-started/). +Before connecting to RisingWave, ensure that RisingWave is installed and running. For more information about how to get RisingWave up and running, see the [RisingWave quick start guide](https://docs.risingwave.com/get-started/quickstart). To connect to RisingWave with dbt, you need to add a RisingWave profile to your dbt profile file (`~/.dbt/profiles.yml`). Below is an example RisingWave profile. Revise the field values when necessary. @@ -71,17 +71,17 @@ The dbt models for managing data transformations in RisingWave are similar to ty |Materializations| Supported|Notes| |----|----|----| -|`table` |Yes |Creates a [table](https://docs.risingwave.com/docs/dev/sql-create-table/). To use this materialization, add `{{ config(materialized='table') }}` to your model SQL files. | -|`view`|Yes | Creates a [view](https://docs.risingwave.com/docs/dev/sql-create-view/). To use this materialization, add `{{ config(materialized='view') }}` to your model SQL files. | -|`ephemeral`|Yes| This materialization uses [common table expressions](https://docs.risingwave.com/docs/dev/query-syntax-with-clause/) in RisingWave under the hood. To use this materialization, add `{{ config(materialized='ephemeral') }}` to your model SQL files.| +|`table` |Yes |Creates a [table](https://docs.risingwave.com/sql/commands/sql-create-table). To use this materialization, add `{{ config(materialized='table') }}` to your model SQL files. | +|`view`|Yes | Creates a [view](https://docs.risingwave.com/sql/commands/sql-create-view). To use this materialization, add `{{ config(materialized='view') }}` to your model SQL files. | +|`ephemeral`|Yes| This materialization uses [common table expressions](https://docs.risingwave.com/sql/query-syntax/with-clause) in RisingWave under the hood. To use this materialization, add `{{ config(materialized='ephemeral') }}` to your model SQL files.| |`materializedview`| To be deprecated. |It is available only for backward compatibility purposes (for v1.5.1 of the dbt-risingwave adapter plugin). If you are using v1.6.0 and later versions of the dbt-risingwave adapter plugin, use `materialized_view` instead.| -|`materialized_view`| Yes| Creates a [materialized view](https://docs.risingwave.com/docs/dev/sql-create-mv/). This materialization corresponds the `incremental` one in dbt. To use this materialization, add `{{ config(materialized='materialized_view') }}` to your model SQL files.| +|`materialized_view`| Yes| Creates a [materialized view](https://docs.risingwave.com/sql/commands/sql-create-mv). This materialization corresponds the `incremental` one in dbt. To use this materialization, add `{{ config(materialized='materialized_view') }}` to your model SQL files.| | `incremental`|No|Please use `materialized_view` instead. Since RisingWave is designed to use materialized view to manage data transformation in an incremental way, you can just use the `materialized_view` materialization.| -|`source`| Yes| Creates a [source](https://docs.risingwave.com/docs/dev/sql-create-source/). To use this materialization, add \{\{ config(materialized='source') \}\} to your model SQL files. You need to provide your create source statement as a whole in this model. See [Example model files](https://docs.risingwave.com/docs/dev/use-dbt/#example-model-files) for details.| -|`table_with_connector`| Yes| Creates a table with connector settings. In RisingWave, a table with connector settings is similar to a source. The difference is that a table object with connector settings persists raw streaming data in the source, while a source object does not. To use this materialization, add `{{ config(materialized='table_with_connector') }}` to your model SQL files. You need to provide your create table with connector statement as a whole in this model (see [Example model files](https://docs.risingwave.com/docs/dev/use-dbt/#example-model-files) for details). Because dbt tables have their own semantics, RisingWave use `table_with_connector` to distinguish itself from a dbt table.| -|`sink`| Yes| Creates a [sink](https://docs.risingwave.com/docs/dev/sql-create-sink/). To use this materialization, add `{{ config(materialized='sink') }}` to your SQL files. You need to provide your create sink statement as a whole in this model. See [Example model files](https://docs.risingwave.com/docs/dev/use-dbt/#example-model-files) for details.| +|`source`| Yes| Creates a [source](https://docs.risingwave.com/sql/commands/sql-create-source). To use this materialization, add \{\{ config(materialized='source') \}\} to your model SQL files. You need to provide your create source statement as a whole in this model. See [Example model files](https://docs.risingwave.com/integrations/other/dbt#example-model-files) for details.| +|`table_with_connector`| Yes| Creates a table with connector settings. In RisingWave, a table with connector settings is similar to a source. The difference is that a table object with connector settings persists raw streaming data in the source, while a source object does not. To use this materialization, add `{{ config(materialized='table_with_connector') }}` to your model SQL files. You need to provide your create table with connector statement as a whole in this model (see [Example model files](https://docs.risingwave.com/integrations/other/dbt#example-model-files) for details). Because dbt tables have their own semantics, RisingWave use `table_with_connector` to distinguish itself from a dbt table.| +|`sink`| Yes| Creates a [sink](https://docs.risingwave.com/sql/commands/sql-create-sink). To use this materialization, add `{{ config(materialized='sink') }}` to your SQL files. You need to provide your create sink statement as a whole in this model. See [Example model files](https://docs.risingwave.com/integrations/other/dbt#example-model-files) for details.| ## Resources -- [RisingWave's guide about using dbt for data transformations](https://docs.risingwave.com/docs/dev/use-dbt/) -- [A demo project using dbt to manage Nexmark benchmark queries in RisingWave](https://docs.risingwave.com/docs/dev/use-dbt/) +- [RisingWave's guide about using dbt for data transformations](https://docs.risingwave.com/integrations/other/dbt) +- [A demo project using dbt to manage Nexmark benchmark queries in RisingWave](https://github.com/risingwavelabs/dbt_rw_nexmark) From b2029d1133c205a21419a9d1127e88c389c489ad Mon Sep 17 00:00:00 2001 From: wusanny <141895372+wusanny@users.noreply.github.com> Date: Fri, 22 Nov 2024 20:08:28 +1100 Subject: [PATCH 050/491] Update model-query-history.md Following the change by Jimmy (thank you!) - customer mentioned that while it is great documentation now reflects the minimum tier requirement in Snowflake - they felt it "is kinda buried". The only improvement I can think of is to bold it. --- website/docs/docs/collaborate/model-query-history.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/collaborate/model-query-history.md b/website/docs/docs/collaborate/model-query-history.md index 3e85883a86e..a005794f0ab 100644 --- a/website/docs/docs/collaborate/model-query-history.md +++ b/website/docs/docs/collaborate/model-query-history.md @@ -28,7 +28,7 @@ To access the features, you should meet the following: 1. You have a dbt Cloud account on the [Enterprise plan](https://www.getdbt.com/pricing/). Single-tenant accounts should contact their account representative for setup. 2. You have set up a [production](https://docs.getdbt.com/docs/deploy/deploy-environments#set-as-production-environment) deployment environment for each project you want to explore, with at least one successful job run. 3. You have [admin permissions](/docs/cloud/manage-access/enterprise-permissions) in dbt Cloud to edit project settings or production environment settings. -4. Use Snowflake (Enterprise tier or higher) or BigQuery as your data warehouse and can enable query history permissions or work with an admin to do so. Support for additional data platforms coming soon. +4. Use Snowflake **(Enterprise tier or higher)** or BigQuery as your data warehouse and can enable query history permissions or work with an admin to do so. Support for additional data platforms coming soon. ## Enable query history in dbt Cloud From 722339ade8cc5290827d5ad4ce86fad85bedb1e6 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Fri, 22 Nov 2024 08:18:35 -0500 Subject: [PATCH 051/491] Update incremental-strategy.md fix typo --- website/docs/docs/build/incremental-strategy.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/website/docs/docs/build/incremental-strategy.md b/website/docs/docs/build/incremental-strategy.md index 4866279bc01..86b6a89edc6 100644 --- a/website/docs/docs/build/incremental-strategy.md +++ b/website/docs/docs/build/incremental-strategy.md @@ -243,11 +243,11 @@ select * from {{ ref("some_model") }} :::note limited support -Custom strategies are not currently suppored on the BigQuery and Spark adapters. +Custom strategies are not currently supported on the BigQuery and Spark adapters. ::: -Starting from dbt version 1.2 and onwards, users have an easier alternative to [creating an entirely new materialization](/guides/create-new-materializations). They define and use their own "custom" incremental strategies by: +From dbt v1.2 and onwards, users have an easier alternative to [creating an entirely new materialization](/guides/create-new-materializations). They define and use their own "custom" incremental strategies by: 1. Defining a macro named `get_incremental_STRATEGY_sql`. Note that `STRATEGY` is a placeholder and you should replace it with the name of your custom incremental strategy. 2. Configuring `incremental_strategy: STRATEGY` within an incremental model. From 6ebdeeea8c7039136cdf34f4ef00a129314083a2 Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Fri, 22 Nov 2024 09:09:59 -0500 Subject: [PATCH 052/491] turn snowflake into callout --- .../docs/docs/collaborate/model-query-history.md | 14 +++++++++++--- 1 file changed, 11 insertions(+), 3 deletions(-) diff --git a/website/docs/docs/collaborate/model-query-history.md b/website/docs/docs/collaborate/model-query-history.md index a005794f0ab..872a5a295da 100644 --- a/website/docs/docs/collaborate/model-query-history.md +++ b/website/docs/docs/collaborate/model-query-history.md @@ -13,12 +13,19 @@ Model query history allows you to: - Provides data teams insight, so they can focus their time and infrastructure spend on the worthwhile used data products. - Enable analysts to find the most popular models used by other people. -Model query history is powered by a single consumption query of the query log table in your data warehouse aggregated on a daily basis. It currently supports Snowflake and BigQuery only, with additional platforms coming soon. +Model query history is powered by a single consumption query of the query log table in your data warehouse aggregated on a daily basis. + + -:::info What is a consumption query? Consumption query is a metric of queries in your dbt project that has used the model in a given time. It filters down to `select` statements only to gauge model consumption and excludes dbt model build and test executions. So for example, if `model_super_santi` was queried 10 times in the past week, it would count as having 10 consumption queries for that particular time period. + + + +:::info Support for Snowflake (Enterprise tier or higher) and BigQuery + +Model query history for Snowflake users is **only available for Enterprise tier or higher**. The feature also supports BigQuery. Additional platforms coming soon. ::: ## Prerequisites @@ -28,7 +35,8 @@ To access the features, you should meet the following: 1. You have a dbt Cloud account on the [Enterprise plan](https://www.getdbt.com/pricing/). Single-tenant accounts should contact their account representative for setup. 2. You have set up a [production](https://docs.getdbt.com/docs/deploy/deploy-environments#set-as-production-environment) deployment environment for each project you want to explore, with at least one successful job run. 3. You have [admin permissions](/docs/cloud/manage-access/enterprise-permissions) in dbt Cloud to edit project settings or production environment settings. -4. Use Snowflake **(Enterprise tier or higher)** or BigQuery as your data warehouse and can enable query history permissions or work with an admin to do so. Support for additional data platforms coming soon. +4. Use Snowflake or BigQuery as your data warehouse and can enable query history permissions or work with an admin to do so. Support for additional data platforms coming soon. + - For Snowflake users: You **must** have a Snowflake Enterprise tier or higher subscription. ## Enable query history in dbt Cloud From fc86a55e38c30020e7006669ce25041bd53d9546 Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Fri, 22 Nov 2024 10:05:27 -0500 Subject: [PATCH 053/491] add allowlist' --- .../docs/cloud-integrations/configure-auto-exposures.md | 1 + website/docs/docs/collaborate/auto-exposures.md | 7 ++++++- 2 files changed, 7 insertions(+), 1 deletion(-) diff --git a/website/docs/docs/cloud-integrations/configure-auto-exposures.md b/website/docs/docs/cloud-integrations/configure-auto-exposures.md index 42e36e572b3..51a776ffe6b 100644 --- a/website/docs/docs/cloud-integrations/configure-auto-exposures.md +++ b/website/docs/docs/cloud-integrations/configure-auto-exposures.md @@ -25,6 +25,7 @@ To access the features, you should meet the following: 3. You have set up a [production](/docs/deploy/deploy-environments#set-as-production-environment) deployment environment for each project you want to explore, with at least one successful job run. 4. You have [admin permissions](/docs/cloud/manage-access/enterprise-permissions) in dbt Cloud to edit project settings or production environment settings. 5. Use Tableau as your BI tool and enable metadata permissions or work with an admin to do so. Compatible with Tableau Cloud or Tableau Server with the Metadata API enabled. + - If you're using Tableau Server, you need to [allowlist dbt Cloud's IP addresses](/docs/cloud/about-cloud/access-regions-ip-addresses) for your dbt Cloud region. ## Set up in Tableau diff --git a/website/docs/docs/collaborate/auto-exposures.md b/website/docs/docs/collaborate/auto-exposures.md index 9b25a2fb305..0e393c911cc 100644 --- a/website/docs/docs/collaborate/auto-exposures.md +++ b/website/docs/docs/collaborate/auto-exposures.md @@ -13,7 +13,12 @@ As a data team, it’s critical that you have context into the downstream use ca Auto-exposures helps users understand how their models are used in downstream analytics tools to inform investments and reduce incidents — ultimately building trust and confidence in data products. It imports and auto-generates exposures based on Tableau dashboards, with user-defined curation. -Auto-exposures is available on [Versionless](/docs/dbt-versions/versionless-cloud) and on [dbt Cloud Enterprise](https://www.getdbt.com/pricing/) plans. +## Supported plans +Auto-exposures is available on [Versionless](/docs/dbt-versions/versionless-cloud) and for [dbt Cloud Enterprise](https://www.getdbt.com/pricing/) plans. + +:::info Tableau Server +If you're using Tableau Server, you need to [allowlist dbt Cloud's IP addresses](/docs/cloud/about-cloud/access-regions-ip-addresses) for your dbt Cloud region. +::: For more information on how to set up auto-exposures, prerequisites, and more — refer to [configure auto-exposures in Tableau and dbt Cloud](/docs/cloud-integrations/configure-auto-exposures). From f37a0d4ad7d841c9c58b28954e3e3a6069ece4f2 Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Fri, 22 Nov 2024 13:59:02 -0500 Subject: [PATCH 054/491] update guide --- .../docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md b/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md index aaa85e4ecef..363d7ca8e87 100644 --- a/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md +++ b/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md @@ -63,6 +63,7 @@ Beginning in dbt Core 1.9, we've streamlined snapshot configuration and added a - `target_schema` is now optional for snapshots: When omitted, snapshots will use the schema defined for the current environment. - Standard `schema` and `database` configs supported: Snapshots will now be consistent with other dbt resource types. You can specify where environment-aware snapshots should be stored. - Warning for incorrect `updated_at` data type: To ensure data integrity, you'll see a warning if the `updated_at` field specified in the snapshot configuration is not the proper data type or timestamp. +- Set a custom indicator for the value of `dbt_valid_to`: Use the [`dbt_valid_to_current` config](/reference/resource-configs/dbt_valid_to_current) to set a custom indicator for the value of `dbt_valid_to` in current snapshot records (like a future date). By default, this value is `NULL`. When configured, dbt will use the specified value instead of `NULL` for `dbt_valid_to` for current records in the snapshot table. Read more about [Snapshots meta fields](/docs/build/snapshots#snapshot-meta-fields). @@ -107,6 +108,6 @@ You can read more about each of these behavior changes in the following links: We also made some quality-of-life improvements in Core 1.9, enabling you to: - Maintain data quality now that dbt returns an an error (versioned models) or warning (unversioned models) when someone [removes a contracted model by deleting, renaming, or disabling](/docs/collaborate/govern/model-contracts#how-are-breaking-changes-handled) it. -- Document [singular data tests](/docs/build/data-tests#singular-data-tests). +- Document [data tests](/docs/build/data-tests#singular-data-tests). - Use `ref` and `source` in [foreign key constraints](/reference/resource-properties/constraints). - Use `dbt test` with the `--resource-type` / `--exclude-resource-type` flag, making it possible to include or exclude data tests (`test`) or unit tests (`unit_test`). From 4d0256b1b863ee19a6154e31597488ec83f93f03 Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Fri, 22 Nov 2024 14:06:26 -0500 Subject: [PATCH 055/491] add link --- website/docs/docs/build/snapshots.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/build/snapshots.md b/website/docs/docs/build/snapshots.md index 7c74b48b296..3b21549a3c7 100644 --- a/website/docs/docs/build/snapshots.md +++ b/website/docs/docs/build/snapshots.md @@ -404,7 +404,7 @@ Snapshot tables will be created as a clone of your sourc Starting in 1.9 or with [dbt Cloud Versionless](/docs/dbt-versions/upgrade-dbt-version-in-cloud#versionless): - These column names can be customized to your team or organizational conventions using the [`snapshot_meta_column_names`](/reference/resource-configs/snapshot_meta_column_names) config. -- Use the `dbt_valid_to_current` config to set a custom indicator for the value of `dbt_valid_to` in current snapshot records (like a future date such as `9999-12-31`). By default, this value is `NULL`. When set, dbt will use this specified value instead of `NULL` for `dbt_valid_to` for current records in the snapshot table. +- Use the [`dbt_valid_to_current` config](/reference/resource-configs/dbt_valid_to_current) to set a custom indicator for the value of `dbt_valid_to` in current snapshot records (like a future date such as `9999-12-31`). By default, this value is `NULL`. When set, dbt will use this specified value instead of `NULL` for `dbt_valid_to` for current records in the snapshot table. | Field | Meaning | Usage | | -------------- | ------- | ----- | From 4bf9f9414e471fcc581376e62ad69c10707bd2ce Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Fri, 22 Nov 2024 14:11:12 -0500 Subject: [PATCH 056/491] Update website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md Co-authored-by: Grace Goheen <53586774+graciegoheen@users.noreply.github.com> --- .../docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md b/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md index 363d7ca8e87..fb27ee6ef70 100644 --- a/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md +++ b/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md @@ -63,7 +63,7 @@ Beginning in dbt Core 1.9, we've streamlined snapshot configuration and added a - `target_schema` is now optional for snapshots: When omitted, snapshots will use the schema defined for the current environment. - Standard `schema` and `database` configs supported: Snapshots will now be consistent with other dbt resource types. You can specify where environment-aware snapshots should be stored. - Warning for incorrect `updated_at` data type: To ensure data integrity, you'll see a warning if the `updated_at` field specified in the snapshot configuration is not the proper data type or timestamp. -- Set a custom indicator for the value of `dbt_valid_to`: Use the [`dbt_valid_to_current` config](/reference/resource-configs/dbt_valid_to_current) to set a custom indicator for the value of `dbt_valid_to` in current snapshot records (like a future date). By default, this value is `NULL`. When configured, dbt will use the specified value instead of `NULL` for `dbt_valid_to` for current records in the snapshot table. +- Set a custom current indicator for the value of `dbt_valid_to`: Use the [`dbt_valid_to_current` config](/reference/resource-configs/dbt_valid_to_current) to set a custom indicator for the value of `dbt_valid_to` in current snapshot records (like a future date). By default, this value is `NULL`. When configured, dbt will use the specified value instead of `NULL` for `dbt_valid_to` for current records in the snapshot table. Read more about [Snapshots meta fields](/docs/build/snapshots#snapshot-meta-fields). From 14aab68a4019f0db00523a9de37cb94382665c03 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Fri, 22 Nov 2024 14:11:43 -0500 Subject: [PATCH 057/491] Update website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md --- .../docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md b/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md index fb27ee6ef70..7ac5a743995 100644 --- a/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md +++ b/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md @@ -108,6 +108,6 @@ You can read more about each of these behavior changes in the following links: We also made some quality-of-life improvements in Core 1.9, enabling you to: - Maintain data quality now that dbt returns an an error (versioned models) or warning (unversioned models) when someone [removes a contracted model by deleting, renaming, or disabling](/docs/collaborate/govern/model-contracts#how-are-breaking-changes-handled) it. -- Document [data tests](/docs/build/data-tests#singular-data-tests). +- Document [data tests](/reference/resource-properties/description). - Use `ref` and `source` in [foreign key constraints](/reference/resource-properties/constraints). - Use `dbt test` with the `--resource-type` / `--exclude-resource-type` flag, making it possible to include or exclude data tests (`test`) or unit tests (`unit_test`). From 81b1711d6c5c22ada9899191058e5064517950ad Mon Sep 17 00:00:00 2001 From: ClaytonMain Date: Fri, 22 Nov 2024 13:08:24 -0700 Subject: [PATCH 058/491] Update long-descriptions.md Remove stray "b". --- website/docs/faqs/Docs/long-descriptions.md | 1 - 1 file changed, 1 deletion(-) diff --git a/website/docs/faqs/Docs/long-descriptions.md b/website/docs/faqs/Docs/long-descriptions.md index ef410df0517..e984a6e78c8 100644 --- a/website/docs/faqs/Docs/long-descriptions.md +++ b/website/docs/faqs/Docs/long-descriptions.md @@ -32,4 +32,3 @@ If you need more than a sentence to explain a model, you can: ``` 3. Use a [docs block](/docs/build/documentation#using-docs-blocks) to write the description in a separate Markdown file. -b From 73496c2cda29b14a00b95b9bc838aecca95fe961 Mon Sep 17 00:00:00 2001 From: Adrian Pasek <99073144+adrian-pasek-prv@users.noreply.github.com> Date: Sat, 23 Nov 2024 20:42:13 +0100 Subject: [PATCH 059/491] Fix compiled name of DBT_ENV_CUSTOM_ENV_MY_FAVORITE_NUMBER DBT_ENV_CUSTOM_ENV prefix is stripped during compilation --- website/docs/reference/dbt-jinja-functions/env_var.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/reference/dbt-jinja-functions/env_var.md b/website/docs/reference/dbt-jinja-functions/env_var.md index 28feccc30e4..7e85ed9797a 100644 --- a/website/docs/reference/dbt-jinja-functions/env_var.md +++ b/website/docs/reference/dbt-jinja-functions/env_var.md @@ -91,7 +91,7 @@ $ DBT_ENV_CUSTOM_ENV_MY_FAVORITE_COLOR=indigo DBT_ENV_CUSTOM_ENV_MY_FAVORITE_NUM ``` Compiles to: ```sql --- {'MY_FAVORITE_COLOR': 'indigo', 'DBT_ENV_CUSTOM_ENV_MY_FAVORITE_NUMBER': '6'} +-- {'MY_FAVORITE_COLOR': 'indigo', 'MY_FAVORITE_NUMBER': '6'} select 1 as id ``` From 87240eb57b3acd6a2b57a96a1ed020e1e867874d Mon Sep 17 00:00:00 2001 From: Jeremy Yeo Date: Mon, 25 Nov 2024 14:42:53 +1300 Subject: [PATCH 060/491] Update failed-snowflake-oauth-connection.md --- .../failed-snowflake-oauth-connection.md | 15 +++++++++++++++ 1 file changed, 15 insertions(+) diff --git a/website/docs/faqs/Troubleshooting/failed-snowflake-oauth-connection.md b/website/docs/faqs/Troubleshooting/failed-snowflake-oauth-connection.md index 5d2a2f671c9..20db2930701 100644 --- a/website/docs/faqs/Troubleshooting/failed-snowflake-oauth-connection.md +++ b/website/docs/faqs/Troubleshooting/failed-snowflake-oauth-connection.md @@ -20,3 +20,18 @@ ALTER INTEGRATION SET EXTERNAL_OAUTH_SCOPE_MAPPING_ATTRIBUTE = 'sc ``` You can read more about this error in [Snowflake's documentation](https://community.snowflake.com/s/article/external-custom-oauth-error-the-role-requested-in-the-connection-is-not-listed-in-the-access-token). + +---- + +1. If you see this error: + + ```shell + + Failed to connect to DB: xxxxxxx.snowflakecomputing.com:443. Incorrect username or password was specified. + + ``` + +2. Double check that: + +* There is not more than a single Snowflake user that shares the same email identifier. For example - there exist a human user that authenticates to Snowflake with the email `alice@acme.com` but at the same time there also exist a separate service account user that also authenticates with `alice@acme.com`. +* The email address of your user in Snowflake is identical to the email address you use to authenticate in your IdP. For example - if your Snowflake users email address is `alice@acme.com` but you authenticate in Entra/Okta with `alice_adm@acme.com` - then those email addresses are not the same and you may see this error. From e3be400c084253591efe3bcf2092671b0dd75f1d Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Mon, 25 Nov 2024 11:03:47 +0000 Subject: [PATCH 061/491] tweak --- .../failed-snowflake-oauth-connection.md | 24 +++++++------------ 1 file changed, 9 insertions(+), 15 deletions(-) diff --git a/website/docs/faqs/Troubleshooting/failed-snowflake-oauth-connection.md b/website/docs/faqs/Troubleshooting/failed-snowflake-oauth-connection.md index 20db2930701..753f96bfe48 100644 --- a/website/docs/faqs/Troubleshooting/failed-snowflake-oauth-connection.md +++ b/website/docs/faqs/Troubleshooting/failed-snowflake-oauth-connection.md @@ -4,34 +4,28 @@ description: "Edit your OAuth Security integration when you see error" sidebar_label: 'Receiving `Failed to connect to database` error' --- -1. If you see this error: +1. If you see the following error: - ```shell - + ```text Failed to connect to DB: xxxxxxx.snowflakecomputing.com:443. The role requested in the connection, or the default role if none was requested in the connection ('xxxxx'), is not listed in the Access Token or was filtered. Please specify another role, or contact your OAuth Authorization server administrator. - ``` 2. Edit your OAuth Security integration and explicitly specify this scope mapping attribute: - ```sql -ALTER INTEGRATION SET EXTERNAL_OAUTH_SCOPE_MAPPING_ATTRIBUTE = 'scp'; -``` + ```sql + ALTER INTEGRATION SET EXTERNAL_OAUTH_SCOPE_MAPPING_ATTRIBUTE = 'scp'; + ``` You can read more about this error in [Snowflake's documentation](https://community.snowflake.com/s/article/external-custom-oauth-error-the-role-requested-in-the-connection-is-not-listed-in-the-access-token). ---- -1. If you see this error: +1. If you see the following error: - ```shell - + ```text Failed to connect to DB: xxxxxxx.snowflakecomputing.com:443. Incorrect username or password was specified. - ``` -2. Double check that: - -* There is not more than a single Snowflake user that shares the same email identifier. For example - there exist a human user that authenticates to Snowflake with the email `alice@acme.com` but at the same time there also exist a separate service account user that also authenticates with `alice@acme.com`. -* The email address of your user in Snowflake is identical to the email address you use to authenticate in your IdP. For example - if your Snowflake users email address is `alice@acme.com` but you authenticate in Entra/Okta with `alice_adm@acme.com` - then those email addresses are not the same and you may see this error. + * **Unique email addresses** — Each user in Snowflake must have a unique email address. You can't have multiple users (for example, a human user and a service account) using the same email, such as `alice@acme.com`, to authenticate to Snowflake. + * **Match email addresses with identity provider** — The email address of your Snowflake user must exactly match the email address you use to authenticate with your Identity Provider (IdP). For example, if your Snowflake user's email is alice@acme.com but you log in to Entra or Okta with alice_adm@acme.com, this mismatch can cause an error. From fab2e89c6cdcc5f2461516562573182c4a67f894 Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Mon, 25 Nov 2024 11:04:10 +0000 Subject: [PATCH 062/491] add backticks --- .../faqs/Troubleshooting/failed-snowflake-oauth-connection.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/faqs/Troubleshooting/failed-snowflake-oauth-connection.md b/website/docs/faqs/Troubleshooting/failed-snowflake-oauth-connection.md index 753f96bfe48..84ef49d212c 100644 --- a/website/docs/faqs/Troubleshooting/failed-snowflake-oauth-connection.md +++ b/website/docs/faqs/Troubleshooting/failed-snowflake-oauth-connection.md @@ -28,4 +28,4 @@ You can read more about this error in [Snowflake's documentation](https://commun ``` * **Unique email addresses** — Each user in Snowflake must have a unique email address. You can't have multiple users (for example, a human user and a service account) using the same email, such as `alice@acme.com`, to authenticate to Snowflake. - * **Match email addresses with identity provider** — The email address of your Snowflake user must exactly match the email address you use to authenticate with your Identity Provider (IdP). For example, if your Snowflake user's email is alice@acme.com but you log in to Entra or Okta with alice_adm@acme.com, this mismatch can cause an error. + * **Match email addresses with identity provider** — The email address of your Snowflake user must exactly match the email address you use to authenticate with your Identity Provider (IdP). For example, if your Snowflake user's email is `alice@acme.com` but you log in to Entra or Okta with `alice_adm@acme.com`, this mismatch can cause an error. From 75f070852acdace11f19496888b19803035e8c4f Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Mon, 25 Nov 2024 11:55:25 +0000 Subject: [PATCH 063/491] Update python-models.md This PR addresses issue below which adds alternatives to python model debugging Resolves #3327 --- website/docs/docs/build/python-models.md | 28 ++++++++++++++++++++++++ 1 file changed, 28 insertions(+) diff --git a/website/docs/docs/build/python-models.md b/website/docs/docs/build/python-models.md index 28136f91e9c..cea7fbc89fe 100644 --- a/website/docs/docs/build/python-models.md +++ b/website/docs/docs/build/python-models.md @@ -598,6 +598,34 @@ Python models have capabilities that SQL models do not. They also have some draw - **These capabilities are very new.** As data warehouses develop new features, we expect them to offer cheaper, faster, and more intuitive mechanisms for deploying Python transformations. **We reserve the right to change the underlying implementation for executing Python models in future releases.** Our commitment to you is around the code in your model `.py` files, following the documented capabilities and guidance we're providing here. - **Lack of `print()` support.** The data platform runs and compiles your Python model without dbt's oversight. This means it doesn't display the output of commands such as Python's built-in [`print()`](https://docs.python.org/3/library/functions.html#print) function in dbt's logs. + + +The following explains other methods you can use for debugging, such as writing messages to a dataframe column: + +- Using platform logs: Use your data platform's logs to debug your Python models. +- Return logs as a dataframe: Create a dataframe containing your logs and build it into the warehouse. +- Develop locally with DuckDB: Test and debug your models locally using DuckDB before deploying them. + +Here's an example of debugging in a Python model: + +```python +def model(dbt, session): + dbt.config( + materialized = "table" + ) + + df = dbt.ref("my_source_table").df() + + # One option for debugging: write messages to temporary table column + # Pros: visibility + # Cons: won't work if table isn't building for some reason + msg = "something" + df["debugging"] = f"My debug message here: {msg}" + + return df +``` + + As a general rule, if there's a transformation you could write equally well in SQL or Python, we believe that well-written SQL is preferable: it's more accessible to a greater number of colleagues, and it's easier to write code that's performant at scale. If there's a transformation you _can't_ write in SQL, or where ten lines of elegant and well-annotated Python could save you 1000 lines of hard-to-read Jinja-SQL, Python is the way to go. ## Specific data platforms {#specific-data-platforms} From b676724297cfe96079de8e49d809944ba0d2ceab Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Mon, 25 Nov 2024 12:11:38 +0000 Subject: [PATCH 064/491] Update query-comment.md add clarifying detail that only --vars variables are accessible in query-comment function. not variables defined in dbt_projec.yml Resolves #2835 --- website/docs/reference/project-configs/query-comment.md | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/website/docs/reference/project-configs/query-comment.md b/website/docs/reference/project-configs/query-comment.md index 7e654350306..9e352c534fa 100644 --- a/website/docs/reference/project-configs/query-comment.md +++ b/website/docs/reference/project-configs/query-comment.md @@ -30,7 +30,7 @@ query-comment: ## Definition -A string to inject as a comment in each query that dbt runs against your database. This comment can be used to attribute SQL statements to specific dbt resources like models and tests. +A string to inject as a comment in each query that dbt runs against your database. This comment can attribute SQL statements to specific dbt resources like models and tests. The `query-comment` configuration can also call a macro that returns a string. @@ -51,7 +51,7 @@ create view analytics.analytics.orders as ( ## Using the dictionary syntax The dictionary syntax includes two keys: - * `comment` (optional, see above for default): The string to be injected to a query as a comment. + * `comment` (optional, see above for default): The string to be injected into a query as a comment. * `append` (optional, default=`false`): Whether a comment should be appended (added to the bottom of a query) or not (i.e. added to the top of a query). By default, comments are added to the top of queries (i.e. `append: false`). This syntax is useful on databases like Snowflake which [remove leading SQL comments](https://docs.snowflake.com/en/release-notes/2017-04.html#queries-leading-comments-removed-during-execution). @@ -275,4 +275,6 @@ The following context variables are available when generating a query comment: | var | See [var](/reference/dbt-jinja-functions/var) | | target | See [target](/reference/dbt-jinja-functions/target) | | connection_name | A string representing the internal name for the connection. This string is generated by dbt. | -| node | A dictionary representation of the parsed node object. Use `node.unique_id`, `node.database`, `node.schema`, etc | +| node | A dictionary representation of the parsed node object. Use `node.unique_id`, `node.database`, `node.schema`, and so on. | + +Note: The `var()` function in `query-comment` macros only accesses variables passed through the `--vars` argument in the CLI. Variables defined in the vars block of your `dbt_project.yml` are not accessible when generating query comments. From 685a0c3db7a0d478efc3cc8e128678242aead3a0 Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Mon, 25 Nov 2024 12:21:09 +0000 Subject: [PATCH 065/491] update schema config --- website/docs/reference/resource-configs/schema.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/website/docs/reference/resource-configs/schema.md b/website/docs/reference/resource-configs/schema.md index 1e2ff47729c..b239e26bd87 100644 --- a/website/docs/reference/resource-configs/schema.md +++ b/website/docs/reference/resource-configs/schema.md @@ -108,7 +108,9 @@ This would result in the test results being stored in the `test_results` schema. Refer to [Usage](#usage) for more examples. ## Definition -Optionally specify a custom schema for a [model](/docs/build/sql-models) or [seed](/docs/build/seeds). (To specify a schema for a [snapshot](/docs/build/snapshots), use the [`target_schema` config](/reference/resource-configs/target_schema)). +Optionally specify a custom schema for a [model](/docs/build/sql-models), [seed](/docs/build/seeds), [snapshot](/docs/build/snapshots), [saved query](/docs/build/saved-queries), or [test](/docs/build/data-tests). + +For users on dbt Cloud v1.8 or earlier, use the [`target_schema` config](/reference/resource-configs/target_schema) to specify a custom schema for a snapshot. When dbt creates a relation (/) in a database, it creates it as: `{{ database }}.{{ schema }}.{{ identifier }}`, e.g. `analytics.finance.payments` From 53fce07c2ec0359200747d949158a71a2d0744db Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Mon, 25 Nov 2024 13:00:35 +0000 Subject: [PATCH 066/491] add required and type --- website/docs/docs/build/conversion-metrics.md | 46 +++++++++---------- website/docs/docs/build/cumulative-metrics.md | 30 ++++++------ website/docs/docs/build/derived-metrics.md | 24 +++++----- website/docs/docs/build/dimensions.md | 16 +++---- website/docs/docs/build/metrics-overview.md | 38 +++++++-------- website/docs/docs/build/ratio-metrics.md | 22 ++++----- website/docs/docs/build/semantic-models.md | 24 +++++----- website/docs/docs/build/simple.md | 22 ++++----- website/snippets/_sl-measures-parameters.md | 22 ++++----- 9 files changed, 122 insertions(+), 122 deletions(-) diff --git a/website/docs/docs/build/conversion-metrics.md b/website/docs/docs/build/conversion-metrics.md index 2ef2c3910b9..6e50df38439 100644 --- a/website/docs/docs/build/conversion-metrics.md +++ b/website/docs/docs/build/conversion-metrics.md @@ -20,28 +20,28 @@ The specification for conversion metrics is as follows: Note that we use the double colon (::) to indicate whether a parameter is nested within another parameter. So for example, `query_params::metrics` means the `metrics` parameter is nested under `query_params`. ::: -| Parameter | Description | Type | -| --- | --- | --- | -| `name` | The name of the metric. | Required | -| `description` | The description of the metric. | Optional | -| `type` | The type of metric (such as derived, ratio, and so on.). In this case, set as 'conversion' | Required | -| `label` | Required string that defines the display value in downstream tools. Accepts plain text, spaces, and quotes (such as `orders_total` or `"orders_total"`). | Required | -| `type_params` | Specific configurations for each metric type. | Required | -| `conversion_type_params` | Additional configuration specific to conversion metrics. | Required | -| `entity` | The entity for each conversion event. | Required | -| `calculation` | Method of calculation. Either `conversion_rate` or `conversions`. Defaults to `conversion_rate`. | Optional | -| `base_measure` | A list of base measure inputs | Required | -| `base_measure:name` | The base conversion event measure. | Required | -| `base_measure:fill_nulls_with` | Set the value in your metric definition instead of null (such as zero). | Optional | -| `base_measure:join_to_timespine` | Boolean that indicates if the aggregated measure should be joined to the time spine table to fill in missing dates. Default `false`. | Optional | -| `conversion_measure` | A list of conversion measure inputs. | Required | -| `conversion_measure:name` | The base conversion event measure.| Required | -| `conversion_measure:fill_nulls_with` | Set the value in your metric definition instead of null (such as zero). | Optional | -| `conversion_measure:join_to_timespine` | Boolean that indicates if the aggregated measure should be joined to the time spine table to fill in missing dates. Default `false`. | Optional | -| `window` | The time window for the conversion event, such as 7 days, 1 week, 3 months. Defaults to infinity. | Optional | -| `constant_properties` | List of constant properties. | Optional | -| `base_property` | The property from the base semantic model that you want to hold constant. | Optional | -| `conversion_property` | The property from the conversion semantic model that you want to hold constant. | Optional | +| Parameter | Description | Required | Type | +| --- | --- | --- | --- | +| `name` | The name of the metric. | Required | String | +| `description` | The description of the metric. | Optional | String | +| `type` | The type of metric (such as derived, ratio, and so on.). In this case, set as 'conversion' | Required | String | +| `label` | Required string that defines the display value in downstream tools. Accepts plain text, spaces, and quotes (such as `orders_total` or `"orders_total"`). | Required | String | +| `type_params` | Specific configurations for each metric type. | Required | Dict | +| `conversion_type_params` | Additional configuration specific to conversion metrics. | Required | Dict | +| `entity` | The entity for each conversion event. | Required | String | +| `calculation` | Method of calculation. Either `conversion_rate` or `conversions`. Defaults to `conversion_rate`. | Optional | String | +| `base_measure` | A list of base measure inputs | Required | Dict | +| `base_measure:name` | The base conversion event measure. | Required | String | +| `base_measure:fill_nulls_with` | Set the value in your metric definition instead of null (such as zero). | Optional | String | +| `base_measure:join_to_timespine` | Boolean that indicates if the aggregated measure should be joined to the time spine table to fill in missing dates. Default `false`. | Optional | Boolean | +| `conversion_measure` | A list of conversion measure inputs. | Required | Dict | +| `conversion_measure:name` | The base conversion event measure.| Required | String | +| `conversion_measure:fill_nulls_with` | Set the value in your metric definition instead of null (such as zero). | Optional | String | +| `conversion_measure:join_to_timespine` | Boolean that indicates if the aggregated measure should be joined to the time spine table to fill in missing dates. Default `false`. | Optional | Boolean | +| `window` | The time window for the conversion event, such as 7 days, 1 week, 3 months. Defaults to infinity. | Optional | String | +| `constant_properties` | List of constant properties. | Optional | List | +| `base_property` | The property from the base semantic model that you want to hold constant. | Optional | String | +| `conversion_property` | The property from the conversion semantic model that you want to hold constant. | Optional | String | Refer to [additional settings](#additional-settings) to learn how to customize conversion metrics with settings for null values, calculation type, and constant properties. @@ -111,7 +111,7 @@ Next, define a conversion metric as follows: base_measure: name: visits fill_nulls_with: 0 - conversion_measure: sellers + conversion_measure: name: sellers entity: user window: 7 days diff --git a/website/docs/docs/build/cumulative-metrics.md b/website/docs/docs/build/cumulative-metrics.md index b44918d2fbd..24596be8b3d 100644 --- a/website/docs/docs/build/cumulative-metrics.md +++ b/website/docs/docs/build/cumulative-metrics.md @@ -18,21 +18,21 @@ Note that we use the double colon (::) to indicate whether a parameter is nested -| Parameter |
Description
| Type | -|-------------|---------------------------------------------------|-----------| -| `name` | The name of the metric. | Required | -| `description` | The description of the metric. | Optional | -| `type` | The type of the metric (cumulative, derived, ratio, or simple). | Required | -| `label` | Required string that defines the display value in downstream tools. Accepts plain text, spaces, and quotes (such as `orders_total` or `"orders_total"`). | Required | -| `type_params` | The type parameters of the metric. Supports nested parameters indicated by the double colon, such as `type_params::measure`. | Required | -| `type_params::measure` | The measure associated with the metric. Supports both shorthand (string) and object syntax. The shorthand is used if only the name is needed, while the object syntax allows specifying additional attributes. | Required | -| `measure::name` | The name of the measure being referenced. Required if using object syntax for `type_params::measure`. | Optional | -| `measure::fill_nulls_with` | Sets a value (for example, 0) to replace nulls in the metric definition. | Optional | -| `measure::join_to_timespine` | Boolean indicating if the aggregated measure should be joined to the time spine table to fill in missing dates. Default is `false`. | Optional | -| `type_params::cumulative_type_params` | Configures the attributes like `window`, `period_agg`, and `grain_to_date` for cumulative metrics. | Optional | -| `cumulative_type_params::window` | Specifies the accumulation window, such as `1 month`, `7 days`, or `1 year`. Cannot be used with `grain_to_date`. | Optional | -| `cumulative_type_params::grain_to_date` | Sets the accumulation grain, such as `month`, restarting accumulation at the beginning of each specified grain period. Cannot be used with `window`. | Optional | -| `cumulative_type_params::period_agg` | Defines how to aggregate the cumulative metric when summarizing data to a different granularity: `first`, `last`, or `average`. Defaults to `first` if `window` is not specified. | Optional | +| Parameter |
Description
| Required | Type | +|-------------|---------------------------------------------------|----------|-----------| +| `name` | The name of the metric. | Required | String | +| `description` | The description of the metric. | Optional | String | +| `type` | The type of the metric (cumulative, derived, ratio, or simple). | Required | String | +| `label` | Required string that defines the display value in downstream tools. Accepts plain text, spaces, and quotes (such as `orders_total` or `"orders_total"`). | Required | String | +| `type_params` | The type parameters of the metric. Supports nested parameters indicated by the double colon, such as `type_params::measure`. | Required | Dict | +| `type_params::measure` | The measure associated with the metric. Supports both shorthand (string) and object syntax. The shorthand is used if only the name is needed, while the object syntax allows specifying additional attributes. | Required | Dict | +| `measure::name` | The name of the measure being referenced. Required if using object syntax for `type_params::measure`. | Optional | String | +| `measure::fill_nulls_with` | Sets a value (for example, 0) to replace nulls in the metric definition. | Optional | Integer or string | +| `measure::join_to_timespine` | Boolean indicating if the aggregated measure should be joined to the time spine table to fill in missing dates. Default is `false`. | Optional | Boolean | +| `type_params::cumulative_type_params` | Configures the attributes like `window`, `period_agg`, and `grain_to_date` for cumulative metrics. | Optional | Dict | +| `cumulative_type_params::window` | Specifies the accumulation window, such as `1 month`, `7 days`, or `1 year`. Cannot be used with `grain_to_date`. | Optional | String | +| `cumulative_type_params::grain_to_date` | Sets the accumulation grain, such as `month`, restarting accumulation at the beginning of each specified grain period. Cannot be used with `window`. | Optional | String | +| `cumulative_type_params::period_agg` | Defines how to aggregate the cumulative metric when summarizing data to a different granularity: `first`, `last`, or `average`. Defaults to `first` if `window` is not specified. | Optional | String |
diff --git a/website/docs/docs/build/derived-metrics.md b/website/docs/docs/build/derived-metrics.md index d5f2221907e..a5e3222b5a4 100644 --- a/website/docs/docs/build/derived-metrics.md +++ b/website/docs/docs/build/derived-metrics.md @@ -10,18 +10,18 @@ In MetricFlow, derived metrics are metrics created by defining an expression usi The parameters, description, and type for derived metrics are: -| Parameter | Description | Type | -| --------- | ----------- | ---- | -| `name` | The name of the metric. | Required | -| `description` | The description of the metric. | Optional | -| `type` | The type of the metric (cumulative, derived, ratio, or simple). | Required | -| `label` | Required string that defines the display value in downstream tools. Accepts plain text, spaces, and quotes (such as `orders_total` or `"orders_total"`). | Required | -| `type_params` | The type parameters of the metric. | Required | -| `expr` | The derived expression. You see validation warnings when the derived metric is missing an `expr` or the `expr` does not use all the input metrics. | Required | -| `metrics` | The list of metrics used in the derived metrics. | Required | -| `alias` | Optional alias for the metric that you can use in the expr. | Optional | -| `filter` | Optional filter to apply to the metric. | Optional | -| `offset_window` | Set the period for the offset window, such as 1 month. This will return the value of the metric one month from the metric time. | Optional | +| Parameter | Description | Required | Type | +| --------- | ----------- | ---- | ---- | +| `name` | The name of the metric. | Required | String | +| `description` | The description of the metric. | Optional | String | +| `type` | The type of the metric (cumulative, derived, ratio, or simple). | Required | String | +| `label` | Defines the display value in downstream tools. Accepts plain text, spaces, and quotes (such as `orders_total` or `"orders_total"`). | Required | String | +| `type_params` | The type parameters of the metric. | Required | Dict | +| `expr` | The derived expression. You see validation warnings when the derived metric is missing an `expr` or the `expr` does not use all the input metrics. | Required | String | +| `metrics` | The list of metrics used in the derived metrics. Each entry can include optional fields like `alias`, `filter`, or `offset_window`. | Required | List | +| `alias` | Optional alias for the metric that you can use in the expr. | Optional | String | +| `filter` | Optional filter to apply to the metric. | Optional | String | +| `offset_window` | Set the period for the offset window, such as 1 month. This will return the value of the metric one month from the metric time. | Optional | String | The following displays the complete specification for derived metrics, along with an example. diff --git a/website/docs/docs/build/dimensions.md b/website/docs/docs/build/dimensions.md index 5026f4c45cd..f42e9b1aef6 100644 --- a/website/docs/docs/build/dimensions.md +++ b/website/docs/docs/build/dimensions.md @@ -14,14 +14,14 @@ Groups are defined within semantic models, alongside entities and measures, and All dimensions require a `name`, `type`, and can optionally include an `expr` parameter. The `name` for your Dimension must be unique within the same semantic model. -| Parameter | Description | Type | -| --------- | ----------- | ---- | -| `name` | Refers to the name of the group that will be visible to the user in downstream tools. It can also serve as an alias if the column name or SQL query reference is different and provided in the `expr` parameter.

Dimension names should be unique within a semantic model, but they can be non-unique across different models as MetricFlow uses [joins](/docs/build/join-logic) to identify the right dimension. | Required | -| `type` | Specifies the type of group created in the semantic model. There are two types:

- **Categorical**: Describe attributes or features like geography or sales region.
- **Time**: Time-based dimensions like timestamps or dates. | Required | -| `type_params` | Specific type params such as if the time is primary or used as a partition | Required | -| `description` | A clear description of the dimension | Optional | -| `expr` | Defines the underlying column or SQL query for a dimension. If no `expr` is specified, MetricFlow will use the column with the same name as the group. You can use the column name itself to input a SQL expression. | Optional | -| `label` | A recommended string that defines the display value in downstream tools. Accepts plain text, spaces, and quotes (such as `orders_total` or `"orders_total"`). | Optional | +| Parameter | Description | Required | Type | +| --------- | ----------- | ---- | ---- | +| `name` | Refers to the name of the group that will be visible to the user in downstream tools. It can also serve as an alias if the column name or SQL query reference is different and provided in the `expr` parameter.

Dimension names should be unique within a semantic model, but they can be non-unique across different models as MetricFlow uses [joins](/docs/build/join-logic) to identify the right dimension. | Required | String | +| `type` | Specifies the type of group created in the semantic model. There are two types:

- **Categorical**: Describe attributes or features like geography or sales region.
- **Time**: Time-based dimensions like timestamps or dates. | Required | String | +| `type_params` | Specific type params such as if the time is primary or used as a partition | Required | Dict | +| `description` | A clear description of the dimension | Optional | String | +| `expr` | Defines the underlying column or SQL query for a dimension. If no `expr` is specified, MetricFlow will use the column with the same name as the group. You can use the column name itself to input a SQL expression. | Optional | String | +| `label` | Defines the display value in downstream tools. Accepts plain text, spaces, and quotes (such as `orders_total` or `"orders_total"`). | Optional | String | Refer to the following for the complete specification for dimensions: diff --git a/website/docs/docs/build/metrics-overview.md b/website/docs/docs/build/metrics-overview.md index 7021a6d7330..f1afa1f37b3 100644 --- a/website/docs/docs/build/metrics-overview.md +++ b/website/docs/docs/build/metrics-overview.md @@ -15,15 +15,15 @@ This article explains the different supported metric types you can add to your d -| Parameter | Description | Type | -| --------- | ----------- | ---- | -| `name` | Provide the reference name for the metric. This name must be a unique metric name and can consist of lowercase letters, numbers, and underscores. | Required | -| `description` | Describe your metric. | Optional | -| `type` | Define the type of metric, which can be `conversion`, `cumulative`, `derived`, `ratio`, or `simple`. | Required | -| `type_params` | Additional parameters used to configure metrics. `type_params` are different for each metric type. | Required | -| `label` | Required string that defines the display value in downstream tools. Accepts plain text, spaces, and quotes (such as `orders_total` or `"orders_total"`). | Required | -| `config` | Use the [`config`](/reference/resource-properties/config) property to specify configurations for your metric. Supports [`meta`](/reference/resource-configs/meta), [`group`](/reference/resource-configs/group), and [`enabled`](/reference/resource-configs/enabled) configurations. | Optional | -| `filter` | You can optionally add a [filter](#filters) string to any metric type, applying filters to dimensions, entities, time dimensions, or other metrics during metric computation. Consider it as your WHERE clause. | Optional | +| Parameter | Description | Required | Type | +| --------- | ----------- | ---- | ---- | +| `name` | Provide the reference name for the metric. This name must be a unique metric name and can consist of lowercase letters, numbers, and underscores. | Required | String | +| `description` | Describe your metric. | Optional | String | +| `type` | Define the type of metric, which can be `conversion`, `cumulative`, `derived`, `ratio`, or `simple`. | Required | String | +| `type_params` | Additional parameters used to configure metrics. `type_params` are different for each metric type. | Required | Dict | +| `label` | Required string that defines the display value in downstream tools. Accepts plain text, spaces, and quotes (such as `orders_total` or `"orders_total"`). | Required | String | +| `config` | Use the [`config`](/reference/resource-properties/config) property to specify configurations for your metric. Supports [`meta`](/reference/resource-configs/meta), [`group`](/reference/resource-configs/group), and [`enabled`](/reference/resource-configs/enabled) configurations. | Optional | Dict | +| `filter` | You can optionally add a [filter](#filters) string to any metric type, applying filters to dimensions, entities, time dimensions, or other metrics during metric computation. Consider it as your WHERE clause. | Optional | String | Here's a complete example of the metrics spec configuration: @@ -52,16 +52,16 @@ metrics: -| Parameter | Description | Type | -| --------- | ----------- | ---- | -| `name` | Provide the reference name for the metric. This name must be unique amongst all metrics. | Required | -| `description` | Describe your metric. | Optional | -| `type` | Define the type of metric, which can be `simple`, `ratio`, `cumulative`, or `derived`. | Required | -| `type_params` | Additional parameters used to configure metrics. `type_params` are different for each metric type. | Required | -| `config` | Provide the specific configurations for your metric. | Optional | -| `meta` | Use the [`meta` config](/reference/resource-configs/meta) to set metadata for a resource. | Optional | -| `label` | Required string that defines the display value in downstream tools. Accepts plain text, spaces, and quotes (such as `orders_total` or `"orders_total"`). | Required | -| `filter` | You can optionally add a filter string to any metric type, applying filters to dimensions, entities, or time dimensions during metric computation. Consider it as your WHERE clause. | Optional | +| Parameter | Description | Required | Type | +| --------- | ----------- | ---- | ---- | +| `name` | Provide the reference name for the metric. This name must be unique amongst all metrics. | Required | String | +| `description` | Describe your metric. | Optional | String | +| `type` | Define the type of metric, which can be `simple`, `ratio`, `cumulative`, or `derived`. | Required | String | +| `type_params` | Additional parameters used to configure metrics. `type_params` are different for each metric type. | Required | Dict | +| `config` | Provide the specific configurations for your metric. | Optional | Dict | +| `meta` | Use the [`meta` config](/reference/resource-configs/meta) to set metadata for a resource. | Optional | String | +| `label` | Required string that defines the display value in downstream tools. Accepts plain text, spaces, and quotes (such as `orders_total` or `"orders_total"`). | Required | String | +| `filter` | You can optionally add a filter string to any metric type, applying filters to dimensions, entities, or time dimensions during metric computation. Consider it as your WHERE clause. | Optional | String | Here's a complete example of the metrics spec configuration: diff --git a/website/docs/docs/build/ratio-metrics.md b/website/docs/docs/build/ratio-metrics.md index fdaeb878450..a34dec29d71 100644 --- a/website/docs/docs/build/ratio-metrics.md +++ b/website/docs/docs/build/ratio-metrics.md @@ -10,17 +10,17 @@ Ratio allows you to create a ratio between two metrics. You simply specify a num The parameters, description, and type for ratio metrics are: -| Parameter | Description | Type | -| --------- | ----------- | ---- | -| `name` | The name of the metric. | Required | -| `description` | The description of the metric. | Optional | -| `type` | The type of the metric (cumulative, derived, ratio, or simple). | Required | -| `label` | Required string that defines the display value in downstream tools. Accepts plain text, spaces, and quotes (such as `orders_total` or `"orders_total"`). | Required | -| `type_params` | The type parameters of the metric. | Required | -| `numerator` | The name of the metric used for the numerator, or structure of properties. | Required | -| `denominator` | The name of the metric used for the denominator, or structure of properties. | Required | -| `filter` | Optional filter for the numerator or denominator. | Optional | -| `alias` | Optional alias for the numerator or denominator. | Optional | +| Parameter | Description | Required | Type | +| --------- | ----------- | ---- | ---- | +| `name` | The name of the metric. | Required | String | +| `description` | The description of the metric. | Optional | String | +| `type` | The type of the metric (cumulative, derived, ratio, or simple). | Required | String | +| `label` | Defines the display value in downstream tools. Accepts plain text, spaces, and quotes (such as `orders_total` or `"orders_total"`). | Required | String | +| `type_params` | The type parameters of the metric. | Required | Dict | +| `numerator` | The name of the metric used for the numerator, or structure of properties. | Required | String or dict | +| `denominator` | The name of the metric used for the denominator, or structure of properties. | Required | String or dict | +| `filter` | Optional filter for the numerator or denominator. | Optional | String | +| `alias` | Optional alias for the numerator or denominator. | Optional | String | The following displays the complete specification for ratio metrics, along with an example. diff --git a/website/docs/docs/build/semantic-models.md b/website/docs/docs/build/semantic-models.md index 609d7f1ff8d..6fe896a3223 100644 --- a/website/docs/docs/build/semantic-models.md +++ b/website/docs/docs/build/semantic-models.md @@ -26,18 +26,18 @@ import SLCourses from '/snippets/\_sl-course.md'; Here we describe the Semantic model components with examples: -| Component | Description | Type | -| --------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | -------- | -| [Name](#name) | Choose a unique name for the semantic model. Avoid using double underscores (\_\_) in the name as they're not supported. | Required | -| [Description](#description) | Includes important details in the description | Optional | -| [Model](#model) | Specifies the dbt model for the semantic model using the `ref` function | Required | -| [Defaults](#defaults) | The defaults for the model, currently only `agg_time_dimension` is supported. | Required | -| [Entities](#entities) | Uses the columns from entities as join keys and indicate their type as primary, foreign, or unique keys with the `type` parameter | Required | -| [Primary Entity](#primary-entity) | If a primary entity exists, this component is Optional. If the semantic model has no primary entity, then this property is required. | Optional | -| [Dimensions](#dimensions) | Different ways to group or slice data for a metric, they can be `time` or `categorical` | Required | -| [Measures](#measures) | Aggregations applied to columns in your data model. They can be the final metric or used as building blocks for more complex metrics | Optional | -| Label | The display name for your semantic model `node`, `dimension`, `entity`, and/or `measures` | Optional | -| `config` | Use the [`config`](/reference/resource-properties/config) property to specify configurations for your metric. Supports [`meta`](/reference/resource-configs/meta), [`group`](/reference/resource-configs/group), and [`enabled`](/reference/resource-configs/enabled) configs. | Optional | +| Component | Description | Required | Type | +| ------------ | ---------------- | -------- | -------- | +| [Name](#name) | Choose a unique name for the semantic model. Avoid using double underscores (\_\_) in the name as they're not supported. | Required | String | +| [Description](#description) | Includes important details in the description | Optional | String | +| [Model](#model) | Specifies the dbt model for the semantic model using the `ref` function | Required | String | +| [Defaults](#defaults) | The defaults for the model, currently only `agg_time_dimension` is supported. | Required | Dict | +| [Entities](#entities) | Uses the columns from entities as join keys and indicate their type as primary, foreign, or unique keys with the `type` parameter | Required | List | +| [Primary Entity](#primary-entity) | If a primary entity exists, this component is Optional. If the semantic model has no primary entity, then this property is required. | Optional | String | +| [Dimensions](#dimensions) | Different ways to group or slice data for a metric, they can be `time` or `categorical` | Required | List | +| [Measures](#measures) | Aggregations applied to columns in your data model. They can be the final metric or used as building blocks for more complex metrics | Optional | List | +| [Label](#label) | The display name for your semantic model `node`, `dimension`, `entity`, and/or `measures` | Optional | String | +| `config` | Use the [`config`](/reference/resource-properties/config) property to specify configurations for your metric. Supports [`meta`](/reference/resource-configs/meta), [`group`](/reference/resource-configs/group), and [`enabled`](/reference/resource-configs/enabled) configs. | Optional | Dict | ## Semantic models components diff --git a/website/docs/docs/build/simple.md b/website/docs/docs/build/simple.md index f57d498d290..02664508bda 100644 --- a/website/docs/docs/build/simple.md +++ b/website/docs/docs/build/simple.md @@ -15,17 +15,17 @@ Simple metrics are metrics that directly reference a single measure, without any Note that we use the double colon (::) to indicate whether a parameter is nested within another parameter. So for example, `query_params::metrics` means the `metrics` parameter is nested under `query_params`. ::: -| Parameter | Description | Type | -| --------- | ----------- | ---- | -| `name` | The name of the metric. | Required | -| `description` | The description of the metric. | Optional | -| `type` | The type of the metric (cumulative, derived, ratio, or simple). | Required | -| `label` | Required string that defines the display value in downstream tools. Accepts plain text, spaces, and quotes (such as `orders_total` or `"orders_total"`). | Required | -| `type_params` | The type parameters of the metric. | Required | -| `measure` | A list of measure inputs | Required | -| `measure:name` | The measure you're referencing. | Required | -| `measure:fill_nulls_with` | Set the value in your metric definition instead of null (such as zero). | Optional | -| `measure:join_to_timespine` | Boolean that indicates if the aggregated measure should be joined to the time spine table to fill in missing dates. Default `false`. | Optional | +| Parameter | Description | Required | Type | +| --------- | ----------- | ---- | ---- | +| `name` | The name of the metric. | Required | String | +| `description` | The description of the metric. | Optional | String | +| `type` | The type of the metric (cumulative, derived, ratio, or simple). | Required | String | +| `label` | Defines the display value in downstream tools. Accepts plain text, spaces, and quotes (such as `orders_total` or `"orders_total"`). | Required | String | +| `type_params` | The type parameters of the metric. | Required | Dict | +| `measure` | A list of measure inputs | Required | List | +| `measure:name` | The measure you're referencing. | Required | String | +| `measure:fill_nulls_with` | Set the value in your metric definition instead of null (such as zero). | Optional | String | +| `measure:join_to_timespine` | Indicates if the aggregated measure should be joined to the time spine table to fill in missing dates. Default `false`. | Optional | Boolean | The following displays the complete specification for simple metrics, along with an example. diff --git a/website/snippets/_sl-measures-parameters.md b/website/snippets/_sl-measures-parameters.md index 728d63c6b4f..8d6b84a71dd 100644 --- a/website/snippets/_sl-measures-parameters.md +++ b/website/snippets/_sl-measures-parameters.md @@ -1,11 +1,11 @@ -| Parameter | Description | | -| --- | --- | --- | -| [`name`](/docs/build/measures#name) | Provide a name for the measure, which must be unique and can't be repeated across all semantic models in your dbt project. | Required | -| [`description`](/docs/build/measures#description) | Describes the calculated measure. | Optional | -| [`agg`](/docs/build/measures#aggregation) | dbt supports the following aggregations: `sum`, `max`, `min`, `average`, `median`, `count_distinct`, `percentile`, and `sum_boolean`. | Required | -| [`expr`](/docs/build/measures#expr) | Either reference an existing column in the table or use a SQL expression to create or derive a new one. | Optional | -| [`non_additive_dimension`](/docs/build/measures#non-additive-dimensions) | Non-additive dimensions can be specified for measures that cannot be aggregated over certain dimensions, such as bank account balances, to avoid producing incorrect results. | Optional | -| `agg_params` | Specific aggregation properties, such as a percentile. | Optional | -| `agg_time_dimension` | The time field. Defaults to the default agg time dimension for the semantic model. | Optional | 1.6 and higher | -| `label` | String that defines the display value in downstream tools. Accepts plain text, spaces, and quotes (such as orders_total or "orders_total"). Available in dbt version 1.7 or higher. | Optional -| `create_metric` | Create a `simple` metric from a measure by setting `create_metric: True`. The `label` and `description` attributes will be automatically propagated to the created metric. Available in dbt version 1.7 or higher. | Optional | +| Parameter | Description | Required | Type | +| --- | --- | --- | --- | +| [`name`](/docs/build/measures#name) | Provide a name for the measure, which must be unique and can't be repeated across all semantic models in your dbt project. | Required | String | +| [`description`](/docs/build/measures#description) | Describes the calculated measure. | Optional | String | +| [`agg`](/docs/build/measures#aggregation) | dbt supports the following aggregations: `sum`, `max`, `min`, `average`, `median`, `count_distinct`, `percentile`, and `sum_boolean`. | Required | String | +| [`expr`](/docs/build/measures#expr) | Either reference an existing column in the table or use a SQL expression to create or derive a new one. | Optional | String | +| [`non_additive_dimension`](/docs/build/measures#non-additive-dimensions) | Non-additive dimensions can be specified for measures that cannot be aggregated over certain dimensions, such as bank account balances, to avoid producing incorrect results. | Optional | String | +| `agg_params` | Specific aggregation properties, such as a percentile. | Optional | Dict | +| `agg_time_dimension` | The time field. Defaults to the default agg time dimension for the semantic model. | Optional | String | +| `label` | String that defines the display value in downstream tools. Accepts plain text, spaces, and quotes (such as `orders_total` or `"orders_total"`). Available in dbt version 1.7 or higher. | Optional | String | +| `create_metric` | Create a `simple` metric from a measure by setting `create_metric: True`. The `label` and `description` attributes will be automatically propagated to the created metric. Available in dbt version 1.7 or higher. | Optional | Boolean | From eb2a69616b0aa1932186cb13a8e0a24f51cdfb52 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Mon, 25 Nov 2024 13:11:07 +0000 Subject: [PATCH 067/491] Update python-models.md --- website/docs/docs/build/python-models.md | 50 ++++++++++++------------ 1 file changed, 25 insertions(+), 25 deletions(-) diff --git a/website/docs/docs/build/python-models.md b/website/docs/docs/build/python-models.md index cea7fbc89fe..2267da192a9 100644 --- a/website/docs/docs/build/python-models.md +++ b/website/docs/docs/build/python-models.md @@ -598,33 +598,33 @@ Python models have capabilities that SQL models do not. They also have some draw - **These capabilities are very new.** As data warehouses develop new features, we expect them to offer cheaper, faster, and more intuitive mechanisms for deploying Python transformations. **We reserve the right to change the underlying implementation for executing Python models in future releases.** Our commitment to you is around the code in your model `.py` files, following the documented capabilities and guidance we're providing here. - **Lack of `print()` support.** The data platform runs and compiles your Python model without dbt's oversight. This means it doesn't display the output of commands such as Python's built-in [`print()`](https://docs.python.org/3/library/functions.html#print) function in dbt's logs. - +- -The following explains other methods you can use for debugging, such as writing messages to a dataframe column: - -- Using platform logs: Use your data platform's logs to debug your Python models. -- Return logs as a dataframe: Create a dataframe containing your logs and build it into the warehouse. -- Develop locally with DuckDB: Test and debug your models locally using DuckDB before deploying them. - -Here's an example of debugging in a Python model: - -```python -def model(dbt, session): - dbt.config( - materialized = "table" - ) - - df = dbt.ref("my_source_table").df() - - # One option for debugging: write messages to temporary table column - # Pros: visibility - # Cons: won't work if table isn't building for some reason - msg = "something" - df["debugging"] = f"My debug message here: {msg}" + The following explains other methods you can use for debugging, such as writing messages to a dataframe column: + + - Using platform logs: Use your data platform's logs to debug your Python models. + - Return logs as a dataframe: Create a dataframe containing your logs and build it into the warehouse. + - Develop locally with DuckDB: Test and debug your models locally using DuckDB before deploying them. + + Here's an example of debugging in a Python model: - return df -``` - + ```python + def model(dbt, session): + dbt.config( + materialized = "table" + ) + + df = dbt.ref("my_source_table").df() + + # One option for debugging: write messages to temporary table column + # Pros: visibility + # Cons: won't work if table isn't building for some reason + msg = "something" + df["debugging"] = f"My debug message here: {msg}" + + return df + ``` + As a general rule, if there's a transformation you could write equally well in SQL or Python, we believe that well-written SQL is preferable: it's more accessible to a greater number of colleagues, and it's easier to write code that's performant at scale. If there's a transformation you _can't_ write in SQL, or where ten lines of elegant and well-annotated Python could save you 1000 lines of hard-to-read Jinja-SQL, Python is the way to go. From ed90e2a76aaaa738a5c680978748d13e49533405 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Mon, 25 Nov 2024 15:07:23 +0000 Subject: [PATCH 068/491] Update website/docs/docs/build/conversion-metrics.md --- website/docs/docs/build/conversion-metrics.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/build/conversion-metrics.md b/website/docs/docs/build/conversion-metrics.md index 6e50df38439..620f6cc771a 100644 --- a/website/docs/docs/build/conversion-metrics.md +++ b/website/docs/docs/build/conversion-metrics.md @@ -24,7 +24,7 @@ Note that we use the double colon (::) to indicate whether a parameter is nested | --- | --- | --- | --- | | `name` | The name of the metric. | Required | String | | `description` | The description of the metric. | Optional | String | -| `type` | The type of metric (such as derived, ratio, and so on.). In this case, set as 'conversion' | Required | String | +| `type` | The type of metric (such as derived, ratio, and so on.). In this case, set as 'conversion'. | Required | String | | `label` | Required string that defines the display value in downstream tools. Accepts plain text, spaces, and quotes (such as `orders_total` or `"orders_total"`). | Required | String | | `type_params` | Specific configurations for each metric type. | Required | Dict | | `conversion_type_params` | Additional configuration specific to conversion metrics. | Required | Dict | From efb80f0ae1acc5299a90c79556a13a1ada316991 Mon Sep 17 00:00:00 2001 From: nataliefiann <120089939+nataliefiann@users.noreply.github.com> Date: Mon, 25 Nov 2024 15:08:37 +0000 Subject: [PATCH 069/491] Update website/docs/docs/build/conversion-metrics.md --- website/docs/docs/build/conversion-metrics.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/build/conversion-metrics.md b/website/docs/docs/build/conversion-metrics.md index 620f6cc771a..97809a13a76 100644 --- a/website/docs/docs/build/conversion-metrics.md +++ b/website/docs/docs/build/conversion-metrics.md @@ -30,7 +30,7 @@ Note that we use the double colon (::) to indicate whether a parameter is nested | `conversion_type_params` | Additional configuration specific to conversion metrics. | Required | Dict | | `entity` | The entity for each conversion event. | Required | String | | `calculation` | Method of calculation. Either `conversion_rate` or `conversions`. Defaults to `conversion_rate`. | Optional | String | -| `base_measure` | A list of base measure inputs | Required | Dict | +| `base_measure` | A list of base measure inputs. | Required | Dict | | `base_measure:name` | The base conversion event measure. | Required | String | | `base_measure:fill_nulls_with` | Set the value in your metric definition instead of null (such as zero). | Optional | String | | `base_measure:join_to_timespine` | Boolean that indicates if the aggregated measure should be joined to the time spine table to fill in missing dates. Default `false`. | Optional | Boolean | From dff2ca9c76f9cbaf28b077ce39a0070ed27cb768 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Mon, 25 Nov 2024 15:13:13 +0000 Subject: [PATCH 070/491] Update website/docs/reference/project-configs/query-comment.md Co-authored-by: nataliefiann <120089939+nataliefiann@users.noreply.github.com> --- website/docs/reference/project-configs/query-comment.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/reference/project-configs/query-comment.md b/website/docs/reference/project-configs/query-comment.md index 9e352c534fa..d8cbaf75641 100644 --- a/website/docs/reference/project-configs/query-comment.md +++ b/website/docs/reference/project-configs/query-comment.md @@ -277,4 +277,4 @@ The following context variables are available when generating a query comment: | connection_name | A string representing the internal name for the connection. This string is generated by dbt. | | node | A dictionary representation of the parsed node object. Use `node.unique_id`, `node.database`, `node.schema`, and so on. | -Note: The `var()` function in `query-comment` macros only accesses variables passed through the `--vars` argument in the CLI. Variables defined in the vars block of your `dbt_project.yml` are not accessible when generating query comments. +Note: The `var()` function in `query-comment` macros only access variables passed through the `--vars` argument in the CLI. Variables defined in the vars block of your `dbt_project.yml` are not accessible when generating query comments. From 4943a76c7ca538374648cbb633f4b232a5a0f4dc Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Mon, 25 Nov 2024 15:15:20 +0000 Subject: [PATCH 071/491] Update website/docs/reference/project-configs/query-comment.md Co-authored-by: nataliefiann <120089939+nataliefiann@users.noreply.github.com> --- website/docs/reference/project-configs/query-comment.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/reference/project-configs/query-comment.md b/website/docs/reference/project-configs/query-comment.md index d8cbaf75641..f7f9472e947 100644 --- a/website/docs/reference/project-configs/query-comment.md +++ b/website/docs/reference/project-configs/query-comment.md @@ -51,7 +51,7 @@ create view analytics.analytics.orders as ( ## Using the dictionary syntax The dictionary syntax includes two keys: - * `comment` (optional, see above for default): The string to be injected into a query as a comment. + * `comment` (optional, for more information, refer to the [default](#default) section): The string to be injected into a query as a comment. * `append` (optional, default=`false`): Whether a comment should be appended (added to the bottom of a query) or not (i.e. added to the top of a query). By default, comments are added to the top of queries (i.e. `append: false`). This syntax is useful on databases like Snowflake which [remove leading SQL comments](https://docs.snowflake.com/en/release-notes/2017-04.html#queries-leading-comments-removed-during-execution). From 5915797e3ba1ba021068cdee4415edaae986c5a7 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Mon, 25 Nov 2024 15:55:19 +0000 Subject: [PATCH 072/491] Update website/docs/docs/build/derived-metrics.md Co-authored-by: nataliefiann <120089939+nataliefiann@users.noreply.github.com> --- website/docs/docs/build/derived-metrics.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/build/derived-metrics.md b/website/docs/docs/build/derived-metrics.md index a5e3222b5a4..c6bc4691609 100644 --- a/website/docs/docs/build/derived-metrics.md +++ b/website/docs/docs/build/derived-metrics.md @@ -19,7 +19,7 @@ In MetricFlow, derived metrics are metrics created by defining an expression usi | `type_params` | The type parameters of the metric. | Required | Dict | | `expr` | The derived expression. You see validation warnings when the derived metric is missing an `expr` or the `expr` does not use all the input metrics. | Required | String | | `metrics` | The list of metrics used in the derived metrics. Each entry can include optional fields like `alias`, `filter`, or `offset_window`. | Required | List | -| `alias` | Optional alias for the metric that you can use in the expr. | Optional | String | +| `alias` | Optional alias for the metric that you can use in the `expr`. | Optional | String | | `filter` | Optional filter to apply to the metric. | Optional | String | | `offset_window` | Set the period for the offset window, such as 1 month. This will return the value of the metric one month from the metric time. | Optional | String | From f76b1bcac8708c2be292e8e3276e9b295c51519b Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Mon, 25 Nov 2024 15:55:26 +0000 Subject: [PATCH 073/491] Update website/docs/docs/build/dimensions.md Co-authored-by: nataliefiann <120089939+nataliefiann@users.noreply.github.com> --- website/docs/docs/build/dimensions.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/build/dimensions.md b/website/docs/docs/build/dimensions.md index f42e9b1aef6..39eb81cf4a5 100644 --- a/website/docs/docs/build/dimensions.md +++ b/website/docs/docs/build/dimensions.md @@ -18,7 +18,7 @@ All dimensions require a `name`, `type`, and can optionally include an `expr` pa | --------- | ----------- | ---- | ---- | | `name` | Refers to the name of the group that will be visible to the user in downstream tools. It can also serve as an alias if the column name or SQL query reference is different and provided in the `expr` parameter.

Dimension names should be unique within a semantic model, but they can be non-unique across different models as MetricFlow uses [joins](/docs/build/join-logic) to identify the right dimension. | Required | String | | `type` | Specifies the type of group created in the semantic model. There are two types:

- **Categorical**: Describe attributes or features like geography or sales region.
- **Time**: Time-based dimensions like timestamps or dates. | Required | String | -| `type_params` | Specific type params such as if the time is primary or used as a partition | Required | Dict | +| `type_params` | Specific type params such as if the time is primary or used as a partition. | Required | Dict | | `description` | A clear description of the dimension | Optional | String | | `expr` | Defines the underlying column or SQL query for a dimension. If no `expr` is specified, MetricFlow will use the column with the same name as the group. You can use the column name itself to input a SQL expression. | Optional | String | | `label` | Defines the display value in downstream tools. Accepts plain text, spaces, and quotes (such as `orders_total` or `"orders_total"`). | Optional | String | From b26c53b3d89293f376b4c77dc1f6ca6fa111a3b5 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Mon, 25 Nov 2024 15:55:32 +0000 Subject: [PATCH 074/491] Update website/docs/docs/build/semantic-models.md Co-authored-by: nataliefiann <120089939+nataliefiann@users.noreply.github.com> --- website/docs/docs/build/semantic-models.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/build/semantic-models.md b/website/docs/docs/build/semantic-models.md index 6fe896a3223..cc8b9b7954b 100644 --- a/website/docs/docs/build/semantic-models.md +++ b/website/docs/docs/build/semantic-models.md @@ -29,7 +29,7 @@ Here we describe the Semantic model components with examples: | Component | Description | Required | Type | | ------------ | ---------------- | -------- | -------- | | [Name](#name) | Choose a unique name for the semantic model. Avoid using double underscores (\_\_) in the name as they're not supported. | Required | String | -| [Description](#description) | Includes important details in the description | Optional | String | +| [Description](#description) | Includes important details in the description. | Optional | String | | [Model](#model) | Specifies the dbt model for the semantic model using the `ref` function | Required | String | | [Defaults](#defaults) | The defaults for the model, currently only `agg_time_dimension` is supported. | Required | Dict | | [Entities](#entities) | Uses the columns from entities as join keys and indicate their type as primary, foreign, or unique keys with the `type` parameter | Required | List | From e1c870d905e36ef161616add0beb7bd5b5b39ace Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Mon, 25 Nov 2024 15:55:38 +0000 Subject: [PATCH 075/491] Update website/docs/docs/build/dimensions.md Co-authored-by: nataliefiann <120089939+nataliefiann@users.noreply.github.com> --- website/docs/docs/build/dimensions.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/build/dimensions.md b/website/docs/docs/build/dimensions.md index 39eb81cf4a5..975ae4d3160 100644 --- a/website/docs/docs/build/dimensions.md +++ b/website/docs/docs/build/dimensions.md @@ -19,7 +19,7 @@ All dimensions require a `name`, `type`, and can optionally include an `expr` pa | `name` | Refers to the name of the group that will be visible to the user in downstream tools. It can also serve as an alias if the column name or SQL query reference is different and provided in the `expr` parameter.

Dimension names should be unique within a semantic model, but they can be non-unique across different models as MetricFlow uses [joins](/docs/build/join-logic) to identify the right dimension. | Required | String | | `type` | Specifies the type of group created in the semantic model. There are two types:

- **Categorical**: Describe attributes or features like geography or sales region.
- **Time**: Time-based dimensions like timestamps or dates. | Required | String | | `type_params` | Specific type params such as if the time is primary or used as a partition. | Required | Dict | -| `description` | A clear description of the dimension | Optional | String | +| `description` | A clear description of the dimension. | Optional | String | | `expr` | Defines the underlying column or SQL query for a dimension. If no `expr` is specified, MetricFlow will use the column with the same name as the group. You can use the column name itself to input a SQL expression. | Optional | String | | `label` | Defines the display value in downstream tools. Accepts plain text, spaces, and quotes (such as `orders_total` or `"orders_total"`). | Optional | String | From 45b9755491246db5c9f7ada9c37abd4101277e36 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Mon, 25 Nov 2024 15:55:44 +0000 Subject: [PATCH 076/491] Update website/docs/docs/build/semantic-models.md Co-authored-by: nataliefiann <120089939+nataliefiann@users.noreply.github.com> --- website/docs/docs/build/semantic-models.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/build/semantic-models.md b/website/docs/docs/build/semantic-models.md index cc8b9b7954b..1ab0418c20a 100644 --- a/website/docs/docs/build/semantic-models.md +++ b/website/docs/docs/build/semantic-models.md @@ -32,7 +32,7 @@ Here we describe the Semantic model components with examples: | [Description](#description) | Includes important details in the description. | Optional | String | | [Model](#model) | Specifies the dbt model for the semantic model using the `ref` function | Required | String | | [Defaults](#defaults) | The defaults for the model, currently only `agg_time_dimension` is supported. | Required | Dict | -| [Entities](#entities) | Uses the columns from entities as join keys and indicate their type as primary, foreign, or unique keys with the `type` parameter | Required | List | +| [Entities](#entities) | Uses the columns from entities as join keys and indicate their type as primary, foreign, or unique keys with the `type` parameter. | Required | List | | [Primary Entity](#primary-entity) | If a primary entity exists, this component is Optional. If the semantic model has no primary entity, then this property is required. | Optional | String | | [Dimensions](#dimensions) | Different ways to group or slice data for a metric, they can be `time` or `categorical` | Required | List | | [Measures](#measures) | Aggregations applied to columns in your data model. They can be the final metric or used as building blocks for more complex metrics | Optional | List | From 9dd1c6c885811bd4a0159b5f19e7469e2b4fff8d Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Mon, 25 Nov 2024 15:56:35 +0000 Subject: [PATCH 077/491] Update website/docs/docs/build/semantic-models.md Co-authored-by: nataliefiann <120089939+nataliefiann@users.noreply.github.com> --- website/docs/docs/build/semantic-models.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/build/semantic-models.md b/website/docs/docs/build/semantic-models.md index 1ab0418c20a..891cd9d591a 100644 --- a/website/docs/docs/build/semantic-models.md +++ b/website/docs/docs/build/semantic-models.md @@ -30,7 +30,7 @@ Here we describe the Semantic model components with examples: | ------------ | ---------------- | -------- | -------- | | [Name](#name) | Choose a unique name for the semantic model. Avoid using double underscores (\_\_) in the name as they're not supported. | Required | String | | [Description](#description) | Includes important details in the description. | Optional | String | -| [Model](#model) | Specifies the dbt model for the semantic model using the `ref` function | Required | String | +| [Model](#model) | Specifies the dbt model for the semantic model using the `ref` function. | Required | String | | [Defaults](#defaults) | The defaults for the model, currently only `agg_time_dimension` is supported. | Required | Dict | | [Entities](#entities) | Uses the columns from entities as join keys and indicate their type as primary, foreign, or unique keys with the `type` parameter. | Required | List | | [Primary Entity](#primary-entity) | If a primary entity exists, this component is Optional. If the semantic model has no primary entity, then this property is required. | Optional | String | From 52759e79f7b266305d2c835cc2d35f1d1f952a29 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Mon, 25 Nov 2024 15:56:43 +0000 Subject: [PATCH 078/491] Update website/docs/docs/build/simple.md Co-authored-by: nataliefiann <120089939+nataliefiann@users.noreply.github.com> --- website/docs/docs/build/simple.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/build/simple.md b/website/docs/docs/build/simple.md index 02664508bda..872a4d34fa8 100644 --- a/website/docs/docs/build/simple.md +++ b/website/docs/docs/build/simple.md @@ -22,7 +22,7 @@ Note that we use the double colon (::) to indicate whether a parameter is nested | `type` | The type of the metric (cumulative, derived, ratio, or simple). | Required | String | | `label` | Defines the display value in downstream tools. Accepts plain text, spaces, and quotes (such as `orders_total` or `"orders_total"`). | Required | String | | `type_params` | The type parameters of the metric. | Required | Dict | -| `measure` | A list of measure inputs | Required | List | +| `measure` | A list of measure inputs. | Required | List | | `measure:name` | The measure you're referencing. | Required | String | | `measure:fill_nulls_with` | Set the value in your metric definition instead of null (such as zero). | Optional | String | | `measure:join_to_timespine` | Indicates if the aggregated measure should be joined to the time spine table to fill in missing dates. Default `false`. | Optional | Boolean | From e028cdd6b8c9b1879c2fd46a77d1a11a2d73c2af Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Mon, 25 Nov 2024 15:56:50 +0000 Subject: [PATCH 079/491] Update website/docs/docs/build/semantic-models.md Co-authored-by: nataliefiann <120089939+nataliefiann@users.noreply.github.com> --- website/docs/docs/build/semantic-models.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/build/semantic-models.md b/website/docs/docs/build/semantic-models.md index 891cd9d591a..012663f0006 100644 --- a/website/docs/docs/build/semantic-models.md +++ b/website/docs/docs/build/semantic-models.md @@ -36,7 +36,7 @@ Here we describe the Semantic model components with examples: | [Primary Entity](#primary-entity) | If a primary entity exists, this component is Optional. If the semantic model has no primary entity, then this property is required. | Optional | String | | [Dimensions](#dimensions) | Different ways to group or slice data for a metric, they can be `time` or `categorical` | Required | List | | [Measures](#measures) | Aggregations applied to columns in your data model. They can be the final metric or used as building blocks for more complex metrics | Optional | List | -| [Label](#label) | The display name for your semantic model `node`, `dimension`, `entity`, and/or `measures` | Optional | String | +| [Label](#label) | The display name for your semantic model `node`, `dimension`, `entity`, and/or `measures`. | Optional | String | | `config` | Use the [`config`](/reference/resource-properties/config) property to specify configurations for your metric. Supports [`meta`](/reference/resource-configs/meta), [`group`](/reference/resource-configs/group), and [`enabled`](/reference/resource-configs/enabled) configs. | Optional | Dict | ## Semantic models components From 72008edd7c3a3cd80a098dbbc6160c34ad14a6f4 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Mon, 25 Nov 2024 15:56:55 +0000 Subject: [PATCH 080/491] Update website/docs/docs/build/semantic-models.md Co-authored-by: nataliefiann <120089939+nataliefiann@users.noreply.github.com> --- website/docs/docs/build/semantic-models.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/build/semantic-models.md b/website/docs/docs/build/semantic-models.md index 012663f0006..2e21a650d0f 100644 --- a/website/docs/docs/build/semantic-models.md +++ b/website/docs/docs/build/semantic-models.md @@ -35,7 +35,7 @@ Here we describe the Semantic model components with examples: | [Entities](#entities) | Uses the columns from entities as join keys and indicate their type as primary, foreign, or unique keys with the `type` parameter. | Required | List | | [Primary Entity](#primary-entity) | If a primary entity exists, this component is Optional. If the semantic model has no primary entity, then this property is required. | Optional | String | | [Dimensions](#dimensions) | Different ways to group or slice data for a metric, they can be `time` or `categorical` | Required | List | -| [Measures](#measures) | Aggregations applied to columns in your data model. They can be the final metric or used as building blocks for more complex metrics | Optional | List | +| [Measures](#measures) | Aggregations applied to columns in your data model. They can be the final metric or used as building blocks for more complex metrics. | Optional | List | | [Label](#label) | The display name for your semantic model `node`, `dimension`, `entity`, and/or `measures`. | Optional | String | | `config` | Use the [`config`](/reference/resource-properties/config) property to specify configurations for your metric. Supports [`meta`](/reference/resource-configs/meta), [`group`](/reference/resource-configs/group), and [`enabled`](/reference/resource-configs/enabled) configs. | Optional | Dict | From 6038fbd1954c7e2ae2c1f4078f24e7e1516b25c7 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Mon, 25 Nov 2024 15:57:01 +0000 Subject: [PATCH 081/491] Update website/docs/docs/build/semantic-models.md Co-authored-by: nataliefiann <120089939+nataliefiann@users.noreply.github.com> --- website/docs/docs/build/semantic-models.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/build/semantic-models.md b/website/docs/docs/build/semantic-models.md index 2e21a650d0f..5ff363dd44c 100644 --- a/website/docs/docs/build/semantic-models.md +++ b/website/docs/docs/build/semantic-models.md @@ -34,7 +34,7 @@ Here we describe the Semantic model components with examples: | [Defaults](#defaults) | The defaults for the model, currently only `agg_time_dimension` is supported. | Required | Dict | | [Entities](#entities) | Uses the columns from entities as join keys and indicate their type as primary, foreign, or unique keys with the `type` parameter. | Required | List | | [Primary Entity](#primary-entity) | If a primary entity exists, this component is Optional. If the semantic model has no primary entity, then this property is required. | Optional | String | -| [Dimensions](#dimensions) | Different ways to group or slice data for a metric, they can be `time` or `categorical` | Required | List | +| [Dimensions](#dimensions) | Different ways to group or slice data for a metric, they can be `time` or `categorical`. | Required | List | | [Measures](#measures) | Aggregations applied to columns in your data model. They can be the final metric or used as building blocks for more complex metrics. | Optional | List | | [Label](#label) | The display name for your semantic model `node`, `dimension`, `entity`, and/or `measures`. | Optional | String | | `config` | Use the [`config`](/reference/resource-properties/config) property to specify configurations for your metric. Supports [`meta`](/reference/resource-configs/meta), [`group`](/reference/resource-configs/group), and [`enabled`](/reference/resource-configs/enabled) configs. | Optional | Dict | From 7cf7fb69f8fc78ee93c142443f525f85bded701b Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Mon, 25 Nov 2024 15:57:08 +0000 Subject: [PATCH 082/491] Update website/docs/docs/build/derived-metrics.md Co-authored-by: nataliefiann <120089939+nataliefiann@users.noreply.github.com> --- website/docs/docs/build/derived-metrics.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/build/derived-metrics.md b/website/docs/docs/build/derived-metrics.md index c6bc4691609..b6184aaeebf 100644 --- a/website/docs/docs/build/derived-metrics.md +++ b/website/docs/docs/build/derived-metrics.md @@ -17,7 +17,7 @@ In MetricFlow, derived metrics are metrics created by defining an expression usi | `type` | The type of the metric (cumulative, derived, ratio, or simple). | Required | String | | `label` | Defines the display value in downstream tools. Accepts plain text, spaces, and quotes (such as `orders_total` or `"orders_total"`). | Required | String | | `type_params` | The type parameters of the metric. | Required | Dict | -| `expr` | The derived expression. You see validation warnings when the derived metric is missing an `expr` or the `expr` does not use all the input metrics. | Required | String | +| `expr` | The derived expression. You'll see validation warnings when the derived metric is missing an `expr` or the `expr` does not use all the input metrics. | Required | String | | `metrics` | The list of metrics used in the derived metrics. Each entry can include optional fields like `alias`, `filter`, or `offset_window`. | Required | List | | `alias` | Optional alias for the metric that you can use in the `expr`. | Optional | String | | `filter` | Optional filter to apply to the metric. | Optional | String | From 0347fd3d174d81b5b738976b82a97e26e722bf66 Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Mon, 25 Nov 2024 16:20:27 +0000 Subject: [PATCH 083/491] turn to snippet --- website/docs/reference/snapshot-configs.md | 6 ++++-- website/snippets/_snapshots-yaml-config.md | 2 ++ 2 files changed, 6 insertions(+), 2 deletions(-) create mode 100644 website/snippets/_snapshots-yaml-config.md diff --git a/website/docs/reference/snapshot-configs.md b/website/docs/reference/snapshot-configs.md index 22c5ebf86cc..4a3541c2d51 100644 --- a/website/docs/reference/snapshot-configs.md +++ b/website/docs/reference/snapshot-configs.md @@ -7,6 +7,7 @@ meta: import ConfigResource from '/snippets/_config-description-resource.md'; import ConfigGeneral from '/snippets/_config-description-general.md'; +import SnapshotsYamlConfig from '/snippets/_snapshots-yaml-config.md'; ## Related documentation @@ -120,7 +121,8 @@ snapshots: -Configurations can be applied to snapshots using the [YAML syntax](/docs/build/snapshots#configuring-snapshots), available in Versionless and dbt v1.9 and higher, in the `snapshot` directory file. + + @@ -263,7 +265,7 @@ snapshots: -Configurations can be applied to snapshots using [YAML syntax](/docs/build/snapshots#configuring-snapshots), available in Versionless and dbt v1.9 and higher, in the `snapshot` directory file. + diff --git a/website/snippets/_snapshots-yaml-config.md b/website/snippets/_snapshots-yaml-config.md new file mode 100644 index 00000000000..68ccd7c0bc2 --- /dev/null +++ b/website/snippets/_snapshots-yaml-config.md @@ -0,0 +1,2 @@ +Configurations can be applied to snapshots using the [YAML syntax](/docs/build/snapshots#configuring-snapshots), available in Versionless and dbt v1.9 and higher, in the `snapshot` directory file. + From 576af99f2d7654c733a884e415a3629e628ff4ae Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Mon, 25 Nov 2024 16:22:10 +0000 Subject: [PATCH 084/491] Update website/docs/reference/snapshot-configs.md Co-authored-by: Grace Goheen <53586774+graciegoheen@users.noreply.github.com> --- website/docs/reference/snapshot-configs.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/reference/snapshot-configs.md b/website/docs/reference/snapshot-configs.md index 4a3541c2d51..5f5e88c9776 100644 --- a/website/docs/reference/snapshot-configs.md +++ b/website/docs/reference/snapshot-configs.md @@ -154,7 +154,7 @@ snapshots: :::tip -Configuring snapshots in YAML is recommended for new snapshot configurations. If you have existing snapshots using the `.sql` config, they'll continue to work as expected. When you're ready to migrate to YAML, we recommend: +Configuring snapshots in YAML is recommended for new snapshots. If you have existing snapshots using the `.sql` config, they'll continue to work as expected. When you're ready to migrate to YAML, we recommend: 1. Creating a backup copy of your snapshots (or using version control) 2. Converting the configurations one at a time, testing as you go 3. Using `alter` statements as needed to ensure table consistency or using a script to apply the `alter` statements From 2532cad5b35d9c6ebd0d3e8e964eb1d00ebdd34d Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Mon, 25 Nov 2024 16:24:41 +0000 Subject: [PATCH 085/491] update grace feedback --- website/docs/reference/snapshot-configs.md | 2 +- website/snippets/_snapshots-yaml-config.md | 3 +-- 2 files changed, 2 insertions(+), 3 deletions(-) diff --git a/website/docs/reference/snapshot-configs.md b/website/docs/reference/snapshot-configs.md index 4a3541c2d51..e9ba021403d 100644 --- a/website/docs/reference/snapshot-configs.md +++ b/website/docs/reference/snapshot-configs.md @@ -155,7 +155,7 @@ snapshots: :::tip Configuring snapshots in YAML is recommended for new snapshot configurations. If you have existing snapshots using the `.sql` config, they'll continue to work as expected. When you're ready to migrate to YAML, we recommend: -1. Creating a backup copy of your snapshots (or using version control) +1. Creating a backup copy of your snapshots. 2. Converting the configurations one at a time, testing as you go 3. Using `alter` statements as needed to ensure table consistency or using a script to apply the `alter` statements diff --git a/website/snippets/_snapshots-yaml-config.md b/website/snippets/_snapshots-yaml-config.md index 68ccd7c0bc2..10eb8fed17c 100644 --- a/website/snippets/_snapshots-yaml-config.md +++ b/website/snippets/_snapshots-yaml-config.md @@ -1,2 +1 @@ -Configurations can be applied to snapshots using the [YAML syntax](/docs/build/snapshots#configuring-snapshots), available in Versionless and dbt v1.9 and higher, in the `snapshot` directory file. - +Define snapshots using the latest [YAML syntax](/docs/build/snapshots#configuring-snapshots), available in Versionless and dbt v1.9 and higher, in the `snapshot` directory file. From 130e00a3a2d915c7503760f1dc04398da5738e97 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Mon, 25 Nov 2024 17:10:15 +0000 Subject: [PATCH 086/491] Update 06-upgrading-to-v1.9.md update upgrade guide! --- .../dbt-versions/core-upgrade/06-upgrading-to-v1.9.md | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md b/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md index 7ac5a743995..2f027ac3c45 100644 --- a/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md +++ b/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md @@ -29,7 +29,8 @@ Features and functionality new in dbt v1.9. ### Microbatch `incremental_strategy` :::info -While microbatch is in "beta", this functionality is still gated behind an env var, which will change to a behavior flag when 1.9 is GA. To use microbatch, set `DBT_EXPERIMENTAL_MICROBATCH` to `true` wherever you're running dbt Core. + +If you use a custom microbatch macro, set the [`require_batched_execution_for_custom_microbatch_strategy`](/reference/global-configs/behavior-changes#custom-microbatch-strategy) behavior flag in your `dbt_project.yml` to enable batched execution. If you don't have a custom microbatch macro, you don't need to set this flag as dbt will handle microbatching automatically for any model using the microbatch strategy. ::: Incremental models are, and have always been, a *performance optimization* — for datasets that are too large to be dropped and recreated from scratch every time you do a `dbt run`. Learn more about [incremental models](/docs/build/incremental-models-overview). @@ -83,6 +84,7 @@ You can read more about each of these behavior changes in the following links: - (Introduced, disabled by default) [`skip_nodes_if_on_run_start_fails` project config flag](/reference/global-configs/behavior-changes#behavior-change-flags). If the flag is set and **any** `on-run-start` hook fails, mark all selected nodes as skipped. - `on-run-start/end` hooks are **always** run, regardless of whether they passed or failed last time. - (Introduced, disabled by default) [[Redshift] `restrict_direct_pg_catalog_access`](/reference/global-configs/behavior-changes#redshift-restrict_direct_pg_catalog_access). If the flag is set the adapter will use the Redshift API (through the Python client) if available, or query Redshift's `information_schema` tables instead of using `pg_` tables. +- (Introduced, disabled by default) [`require_batched_execution_for_custom_microbatch_strategy`](/reference/global-configs/behavior-changes#custom-microbatch-strategy). Set to `True` in your `dbt_project.yml` if you use a custom microbatch macro to enable batched execution. If you don't have a custom microbatch macro, you don't need to set this flag as dbt will handle microbatching automatically for any model using the microbatch strategy. ## Adapter specific features and functionalities @@ -92,7 +94,7 @@ You can read more about each of these behavior changes in the following links: ### Snowflake -- Iceberg Table Format support will be available on three out of the box materializations: table, incremental, dynamic tables. +- Iceberg Table Format support will be available on three out-of-the-box materializations: table, incremental, dynamic tables. ### Bigquery @@ -107,7 +109,7 @@ You can read more about each of these behavior changes in the following links: We also made some quality-of-life improvements in Core 1.9, enabling you to: -- Maintain data quality now that dbt returns an an error (versioned models) or warning (unversioned models) when someone [removes a contracted model by deleting, renaming, or disabling](/docs/collaborate/govern/model-contracts#how-are-breaking-changes-handled) it. +- Maintain data quality now that dbt returns an error (versioned models) or warning (unversioned models) when someone [removes a contracted model by deleting, renaming, or disabling](/docs/collaborate/govern/model-contracts#how-are-breaking-changes-handled) it. - Document [data tests](/reference/resource-properties/description). - Use `ref` and `source` in [foreign key constraints](/reference/resource-properties/constraints). - Use `dbt test` with the `--resource-type` / `--exclude-resource-type` flag, making it possible to include or exclude data tests (`test`) or unit tests (`unit_test`). From d687274ba77dc9474a5b71ffda195aea4750f99b Mon Sep 17 00:00:00 2001 From: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> Date: Mon, 25 Nov 2024 12:45:00 -0500 Subject: [PATCH 087/491] Core v1.9 RC updates --- website/dbt-versions.js | 1 - .../docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md | 2 +- website/snippets/core-versions-table.md | 3 ++- 3 files changed, 3 insertions(+), 3 deletions(-) diff --git a/website/dbt-versions.js b/website/dbt-versions.js index 825af8ac6ee..f84184a486c 100644 --- a/website/dbt-versions.js +++ b/website/dbt-versions.js @@ -20,7 +20,6 @@ exports.versions = [ }, { version: "1.9", - isPrerelease: true, }, { version: "1.8", diff --git a/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md b/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md index 7ac5a743995..64e7c2dc05e 100644 --- a/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md +++ b/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md @@ -1,5 +1,5 @@ --- -title: "Upgrading to v1.9 (beta)" +title: "Upgrading to v1.9" id: upgrading-to-v1.9 description: New features and changes in dbt Core v1.9 displayed_sidebar: "docs" diff --git a/website/snippets/core-versions-table.md b/website/snippets/core-versions-table.md index 743b59c6bb7..c1fa718e83e 100644 --- a/website/snippets/core-versions-table.md +++ b/website/snippets/core-versions-table.md @@ -2,7 +2,8 @@ | dbt Core | Initial release | Support level and end date | |:-------------------------------------------------------------:|:---------------:|:-------------------------------------:| -| [**v1.8**](/docs/dbt-versions/core-upgrade/upgrading-to-v1.8) | May 9 2024 | Active Support — May 8, 2025 | +| [**v1.9**](/docs/dbt-versions/core-upgrade/upgrading-to-v1.9) | Release candidate | TBA | +| [**v1.8**](/docs/dbt-versions/core-upgrade/upgrading-to-v1.8) | May 9 2024 | Active Support — May 8, 2025| | [**v1.7**](/docs/dbt-versions/core-upgrade/upgrading-to-v1.7) | Nov 2, 2023 |
**dbt Core and dbt Cloud Developer & Team customers:** End of Life
**dbt Cloud Enterprise customers:** Critical Support until further notice 1
| | [**v1.6**](/docs/dbt-versions/core-upgrade/upgrading-to-v1.6) | Jul 31, 2023 | End of Life ⚠️ | | [**v1.5**](/docs/dbt-versions/core-upgrade/upgrading-to-v1.5) | Apr 27, 2023 | End of Life ⚠️ | From cb12b636f5506b0166c7a9563dfeeff2f58535ee Mon Sep 17 00:00:00 2001 From: Aeriel Soriano <27873562+aerielsoriano@users.noreply.github.com> Date: Tue, 26 Nov 2024 04:28:02 +0000 Subject: [PATCH 088/491] Update metricflow-time-spine.md (#6539) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Updated the WHERE clause for the BigQuery Daily code block. It throws an error when using the original suggestion. ## What are you changing in this pull request and why? ## Checklist - [ ] I have reviewed the [Content style guide](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/content-style-guide.md) so my content adheres to these guidelines. - [ ] The topic I'm writing about is for specific dbt version(s) and I have versioned it according to the [version a whole page](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#adding-a-new-version) and/or [version a block of content](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#versioning-blocks-of-content) guidelines. - [ ] I have added checklist item(s) to this list for anything anything that needs to happen before this PR is merged, such as "needs technical review" or "change base branch." - [ ] The content in this PR requires a dbt release note, so I added one to the [release notes page](https://docs.getdbt.com/docs/dbt-versions/dbt-cloud-release-notes). --- 🚀 Deployment available! Here are the direct links to the updated files: - https://docs-getdbt-com-git-aerielsoriano-patch-1-dbt-labs.vercel.app/docs/build/metricflow-time-spine --- website/docs/docs/build/metricflow-time-spine.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/website/docs/docs/build/metricflow-time-spine.md b/website/docs/docs/build/metricflow-time-spine.md index 5f16af38023..48e46caeec2 100644 --- a/website/docs/docs/build/metricflow-time-spine.md +++ b/website/docs/docs/build/metricflow-time-spine.md @@ -179,8 +179,8 @@ final as ( select * from final -- filter the time spine to a specific range -where date_day > dateadd(year, -4, current_timestamp()) -and date_day < dateadd(day, 30, current_timestamp()) +where date_day > date_add(DATE(current_timestamp()), INTERVAL -4 YEAR) +and date_day < date_add(DATE(current_timestamp()), INTERVAL 30 DAY) ``` From 127cc4a7e4d592f33379b2cf95a50f7ddc0c396d Mon Sep 17 00:00:00 2001 From: Joel Labes Date: Tue, 26 Nov 2024 18:00:13 +1300 Subject: [PATCH 089/491] Update python-models.md to reflect changed default behaviour --- website/docs/docs/build/python-models.md | 13 +------------ 1 file changed, 1 insertion(+), 12 deletions(-) diff --git a/website/docs/docs/build/python-models.md b/website/docs/docs/build/python-models.md index 2267da192a9..8e4b1d46451 100644 --- a/website/docs/docs/build/python-models.md +++ b/website/docs/docs/build/python-models.md @@ -673,18 +673,7 @@ def model(dbt, session: snowpark.Session):
-**About "sprocs":** dbt submits Python models to run as _stored procedures_, which some people call _sprocs_ for short. By default, dbt will create a named sproc containing your model's compiled Python code, and then _call_ it to execute. Snowpark has an Open Preview feature for _temporary_ or _anonymous_ stored procedures ([docs](https://docs.snowflake.com/en/sql-reference/sql/call-with.html)), which are faster and leave a cleaner query history. You can switch this feature on for your models by configuring `use_anonymous_sproc: True`. We plan to switch this on for all dbt + Snowpark Python models starting with the release of dbt Core version 1.4. - - - -```yml -# I asked Snowflake Support to enable this Private Preview feature, -# and now my dbt-py models run even faster! -models: - use_anonymous_sproc: True -``` - - +**About "sprocs":** dbt submits Python models to run as _stored procedures_, which some people call _sprocs_ for short. By default, dbt will use Snowpark's _temporary_ or _anonymous_ stored procedures ([docs](https://docs.snowflake.com/en/sql-reference/sql/call-with.html)), which are faster and leave a cleaner query history than creating and then calling a named sproc containing your model's compiled Python code. You can switch this feature off for your models by configuring `use_anonymous_sproc: False`. **Docs:** ["Developer Guide: Snowpark Python"](https://docs.snowflake.com/en/developer-guide/snowpark/python/index.html) From f928147a1e565990aa299e3fd79ea5641cc3ed00 Mon Sep 17 00:00:00 2001 From: Joel Labes Date: Tue, 26 Nov 2024 18:02:24 +1300 Subject: [PATCH 090/491] remove extra space --- website/docs/docs/build/python-models.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/build/python-models.md b/website/docs/docs/build/python-models.md index 8e4b1d46451..131bf48cdda 100644 --- a/website/docs/docs/build/python-models.md +++ b/website/docs/docs/build/python-models.md @@ -673,7 +673,7 @@ def model(dbt, session: snowpark.Session):
-**About "sprocs":** dbt submits Python models to run as _stored procedures_, which some people call _sprocs_ for short. By default, dbt will use Snowpark's _temporary_ or _anonymous_ stored procedures ([docs](https://docs.snowflake.com/en/sql-reference/sql/call-with.html)), which are faster and leave a cleaner query history than creating and then calling a named sproc containing your model's compiled Python code. You can switch this feature off for your models by configuring `use_anonymous_sproc: False`. +**About "sprocs":** dbt submits Python models to run as _stored procedures_, which some people call _sprocs_ for short. By default, dbt will use Snowpark's _temporary_ or _anonymous_ stored procedures ([docs](https://docs.snowflake.com/en/sql-reference/sql/call-with.html)), which are faster and leave a cleaner query history than creating and then calling a named sproc containing your model's compiled Python code. You can switch this feature off for your models by configuring `use_anonymous_sproc: False`. **Docs:** ["Developer Guide: Snowpark Python"](https://docs.snowflake.com/en/developer-guide/snowpark/python/index.html) From 41cd75e6ad95c22bca2a596b93ee3bf155c5e5d4 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Tue, 26 Nov 2024 09:57:46 +0000 Subject: [PATCH 091/491] Update website/docs/docs/build/python-models.md --- website/docs/docs/build/python-models.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/build/python-models.md b/website/docs/docs/build/python-models.md index 131bf48cdda..c3222fb76b8 100644 --- a/website/docs/docs/build/python-models.md +++ b/website/docs/docs/build/python-models.md @@ -673,7 +673,7 @@ def model(dbt, session: snowpark.Session): -**About "sprocs":** dbt submits Python models to run as _stored procedures_, which some people call _sprocs_ for short. By default, dbt will use Snowpark's _temporary_ or _anonymous_ stored procedures ([docs](https://docs.snowflake.com/en/sql-reference/sql/call-with.html)), which are faster and leave a cleaner query history than creating and then calling a named sproc containing your model's compiled Python code. You can switch this feature off for your models by configuring `use_anonymous_sproc: False`. +**About "sprocs":** dbt submits Python models to run as _stored procedures_, which some people call _sprocs_ for short. By default, dbt will use Snowpark's _temporary_ or _anonymous_ stored procedures ([docs](https://docs.snowflake.com/en/sql-reference/sql/call-with.html)), which are faster and keep query history cleaner than named sprocs containing your model's compiled Python code. To disable this feature, set `use_anonymous_sproc: False` in your model configuration. **Docs:** ["Developer Guide: Snowpark Python"](https://docs.snowflake.com/en/developer-guide/snowpark/python/index.html) From 0c43c6d729c6787bb4f0688b932b72fce9bc5e83 Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Tue, 26 Nov 2024 10:16:03 +0000 Subject: [PATCH 092/491] add entry --- website/docs/docs/dbt-versions/release-notes.md | 1 + 1 file changed, 1 insertion(+) diff --git a/website/docs/docs/dbt-versions/release-notes.md b/website/docs/docs/dbt-versions/release-notes.md index 536c45ea045..55116db68ba 100644 --- a/website/docs/docs/dbt-versions/release-notes.md +++ b/website/docs/docs/dbt-versions/release-notes.md @@ -19,6 +19,7 @@ Release notes are grouped by month for both multi-tenant and virtual private clo \* The official release date for this new format of release notes is May 15th, 2024. Historical release notes for prior dates may not reflect all available features released earlier this year or their tenancy availability. ## November 2024 +- **Fix**: Job environment variable overrides in credentials are now respected for Exports. Previously, they were ignored. - **Behavior change**: If you use a custom microbatch macro, set a [`require_batched_execution_for_custom_microbatch_strategy` behavior flag](/reference/global-configs/behavior-changes#custom-microbatch-strategy) in your `dbt_project.yml` to enable batched execution. If you don't have a custom microbatch macro, you don't need to set this flag as dbt will handle microbatching automatically for any model using the [microbatch strategy](/docs/build/incremental-microbatch#how-microbatch-compares-to-other-incremental-strategies). - **Enhancement**: For users that have Advanced CI's [compare changes](/docs/deploy/advanced-ci#compare-changes) feature enabled, you can optimize performance when running comparisons by using custom dbt syntax to customize deferral usage, exclude specific large models (or groups of models with tags), and more. Refer to [Compare changes custom commands](/docs/deploy/job-commands#compare-changes-custom-commands) for examples of how to customize the comparison command. - **New**: SQL linting in CI jobs is now generally available in dbt Cloud. You can enable SQL linting in your CI jobs, using [SQLFluff](https://sqlfluff.com/), to automatically lint all SQL files in your project as a run step before your CI job builds. SQLFluff linting is available on [dbt Cloud Versionless](/docs/dbt-versions/versionless-cloud) and to dbt Cloud [Team or Enterprise](https://www.getdbt.com/pricing/) accounts. Refer to [SQL linting](/docs/deploy/continuous-integration#sql-linting) for more information. From 3f6c668047b91fcf9847a0c701199ec3d10afe23 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Tue, 26 Nov 2024 10:40:00 +0000 Subject: [PATCH 093/491] Update configure-auto-exposures.md add clarifying info about connecting to single tableau site. raised in community slack --- website/docs/docs/cloud-integrations/configure-auto-exposures.md | 1 + 1 file changed, 1 insertion(+) diff --git a/website/docs/docs/cloud-integrations/configure-auto-exposures.md b/website/docs/docs/cloud-integrations/configure-auto-exposures.md index 51a776ffe6b..746bef62e44 100644 --- a/website/docs/docs/cloud-integrations/configure-auto-exposures.md +++ b/website/docs/docs/cloud-integrations/configure-auto-exposures.md @@ -26,6 +26,7 @@ To access the features, you should meet the following: 4. You have [admin permissions](/docs/cloud/manage-access/enterprise-permissions) in dbt Cloud to edit project settings or production environment settings. 5. Use Tableau as your BI tool and enable metadata permissions or work with an admin to do so. Compatible with Tableau Cloud or Tableau Server with the Metadata API enabled. - If you're using Tableau Server, you need to [allowlist dbt Cloud's IP addresses](/docs/cloud/about-cloud/access-regions-ip-addresses) for your dbt Cloud region. + - Currently, you can only connect to a single Tableau site on the same server. ## Set up in Tableau From c850706723a3faff80198d352484e553bceaa1e7 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Tue, 26 Nov 2024 10:41:05 +0000 Subject: [PATCH 094/491] Update auto-exposures.md --- website/docs/docs/collaborate/auto-exposures.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/website/docs/docs/collaborate/auto-exposures.md b/website/docs/docs/collaborate/auto-exposures.md index 0e393c911cc..a4518a7cba1 100644 --- a/website/docs/docs/collaborate/auto-exposures.md +++ b/website/docs/docs/collaborate/auto-exposures.md @@ -9,12 +9,12 @@ image: /img/docs/cloud-integrations/auto-exposures/explorer-lineage.jpg # Auto-exposures -As a data team, it’s critical that you have context into the downstream use cases and users of your data products. Auto-exposures integrates natively with Tableau (Power BI coming soon) and auto-generates downstream lineage in dbt Explorer for a richer experience. +As a data team, it’s critical that you have context into the downstream use cases and users of your data products. Auto-exposures integrate natively with Tableau (Power BI coming soon) and auto-generate downstream lineage in dbt Explorer for a richer experience. -Auto-exposures helps users understand how their models are used in downstream analytics tools to inform investments and reduce incidents — ultimately building trust and confidence in data products. It imports and auto-generates exposures based on Tableau dashboards, with user-defined curation. +Auto-exposures help users understand how their models are used in downstream analytics tools to inform investments and reduce incidents — ultimately building trust and confidence in data products. It imports and auto-generates exposures based on Tableau dashboards, with user-defined curation. ## Supported plans -Auto-exposures is available on [Versionless](/docs/dbt-versions/versionless-cloud) and for [dbt Cloud Enterprise](https://www.getdbt.com/pricing/) plans. +Auto-exposures is available on [Versionless](/docs/dbt-versions/versionless-cloud) and for [dbt Cloud Enterprise](https://www.getdbt.com/pricing/) plans. Currently, you can only connect to a single Tableau site on the same server. :::info Tableau Server If you're using Tableau Server, you need to [allowlist dbt Cloud's IP addresses](/docs/cloud/about-cloud/access-regions-ip-addresses) for your dbt Cloud region. From a93b4978a43e0de1660cf12734820966bd9c209b Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Tue, 26 Nov 2024 11:20:33 +0000 Subject: [PATCH 095/491] Update website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md Co-authored-by: Grace Goheen <53586774+graciegoheen@users.noreply.github.com> --- .../docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md b/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md index b9dbfc92d78..8b809877870 100644 --- a/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md +++ b/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md @@ -84,7 +84,7 @@ You can read more about each of these behavior changes in the following links: - (Introduced, disabled by default) [`skip_nodes_if_on_run_start_fails` project config flag](/reference/global-configs/behavior-changes#behavior-change-flags). If the flag is set and **any** `on-run-start` hook fails, mark all selected nodes as skipped. - `on-run-start/end` hooks are **always** run, regardless of whether they passed or failed last time. - (Introduced, disabled by default) [[Redshift] `restrict_direct_pg_catalog_access`](/reference/global-configs/behavior-changes#redshift-restrict_direct_pg_catalog_access). If the flag is set the adapter will use the Redshift API (through the Python client) if available, or query Redshift's `information_schema` tables instead of using `pg_` tables. -- (Introduced, disabled by default) [`require_batched_execution_for_custom_microbatch_strategy`](/reference/global-configs/behavior-changes#custom-microbatch-strategy). Set to `True` in your `dbt_project.yml` if you use a custom microbatch macro to enable batched execution. If you don't have a custom microbatch macro, you don't need to set this flag as dbt will handle microbatching automatically for any model using the microbatch strategy. +- (Introduced, disabled by default) [`require_batched_execution_for_custom_microbatch_strategy`](/reference/global-configs/behavior-changes#custom-microbatch-strategy). Set to `True` if you use a custom microbatch macro to enable batched execution. If you don't have a custom microbatch macro, you don't need to set this flag as dbt will handle microbatching automatically for any model using the microbatch strategy. ## Adapter specific features and functionalities From 2dafcfce982b9a478e55478167c4757dd189d5e4 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Tue, 26 Nov 2024 12:34:51 +0000 Subject: [PATCH 096/491] Update website/docs/docs/collaborate/auto-exposures.md Co-authored-by: nataliefiann <120089939+nataliefiann@users.noreply.github.com> --- website/docs/docs/collaborate/auto-exposures.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/collaborate/auto-exposures.md b/website/docs/docs/collaborate/auto-exposures.md index a4518a7cba1..28bf5bd37b1 100644 --- a/website/docs/docs/collaborate/auto-exposures.md +++ b/website/docs/docs/collaborate/auto-exposures.md @@ -14,7 +14,7 @@ As a data team, it’s critical that you have context into the downstream use ca Auto-exposures help users understand how their models are used in downstream analytics tools to inform investments and reduce incidents — ultimately building trust and confidence in data products. It imports and auto-generates exposures based on Tableau dashboards, with user-defined curation. ## Supported plans -Auto-exposures is available on [Versionless](/docs/dbt-versions/versionless-cloud) and for [dbt Cloud Enterprise](https://www.getdbt.com/pricing/) plans. Currently, you can only connect to a single Tableau site on the same server. +Auto-exposures is available on [Versionless](/docs/dbt-versions/versionless-cloud) and [dbt Cloud Enterprise](https://www.getdbt.com/pricing/) plans. Currently, you can only connect to a single Tableau site on the same server. :::info Tableau Server If you're using Tableau Server, you need to [allowlist dbt Cloud's IP addresses](/docs/cloud/about-cloud/access-regions-ip-addresses) for your dbt Cloud region. From 8cb3b7cb041291d19525d82d728109b42f9e4dfa Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Tue, 26 Nov 2024 13:11:31 +0000 Subject: [PATCH 097/491] bela's feedback --- .../docs/docs/build/incremental-microbatch.md | 29 ++++++++++++++----- 1 file changed, 22 insertions(+), 7 deletions(-) diff --git a/website/docs/docs/build/incremental-microbatch.md b/website/docs/docs/build/incremental-microbatch.md index 30070834ff9..987b467d75f 100644 --- a/website/docs/docs/build/incremental-microbatch.md +++ b/website/docs/docs/build/incremental-microbatch.md @@ -8,7 +8,7 @@ id: "incremental-microbatch" :::info Microbatch -The `microbatch` strategy is available in beta for [dbt Cloud Versionless](/docs/dbt-versions/upgrade-dbt-version-in-cloud#versionless) and dbt Core v1.9. +The new `microbatch` strategy is available in beta for [dbt Cloud Versionless](/docs/dbt-versions/upgrade-dbt-version-in-cloud#versionless) and dbt Core v1.9. If you use a custom microbatch macro, set a [distinct behavior flag](/reference/global-configs/behavior-changes#custom-microbatch-strategy) in your `dbt_project.yml` to enable batched execution. If you don't have a custom microbatch macro, you don't need to set this flag as dbt will handle microbatching automatically for any model using the [microbatch strategy](#how-microbatch-compares-to-other-incremental-strategies). @@ -22,17 +22,32 @@ Refer to [Supported incremental strategies by adapter](/docs/build/incremental-s Incremental models in dbt are a [materialization](/docs/build/materializations) designed to efficiently update your data warehouse tables by only transforming and loading _new or changed data_ since the last run. Instead of reprocessing an entire dataset every time, incremental models process a smaller number of rows, and then append, update, or replace those rows in the existing table. This can significantly reduce the time and resources required for your data transformations. -Microbatch incremental models make it possible to process transformations on very large time-series datasets with efficiency and resiliency. When dbt runs a microbatch model — whether for the first time, during incremental runs, or in specified backfills — it will split the processing into multiple queries (or "batches"), based on the [`event_time`](/reference/resource-configs/event-time) and `batch_size` you configure. +Microbatch is a new incremental strategy designed for large time-series datasets: +- It complements, rather than replaces, existing incremental strategies by focusing on efficiency and simplicity in batch processing. +- Unlike traditional incremental strategies, microbatch doesn't require managing uniqueness constraints or implementing complex conditional logic for [backfilling](#backfills). +- It relies solely on a time column ([`event_time`](/reference/resource-configs/event-time)) to handle data partitioning and filtering. +- Note, microbatch might not be the best strategy for all use cases. Consider other strategies for use cases such as not having a reliable `event_time` column or if you want more control over the incremental logic. Read more in [How `microbatch` compares to other incremental strategies](#how-microbatch-compares-to-other-incremental-strategies). -Each "batch" corresponds to a single bounded time period (by default, a single day of data). Where other incremental strategies operate only on "old" and "new" data, microbatch models treat every batch as an atomic unit that can be built or replaced on its own. Each batch is independent and . This is a powerful abstraction that makes it possible for dbt to run batches separately — in the future, concurrently — and to retry them independently. +### How microbatch works + +When dbt runs a microbatch model — whether for the first time, during incremental runs, or in specified backfills — it will split the processing into multiple queries (or "batches"), based on the `event_time` and `batch_size` you configure. + +Each "batch" corresponds to a single bounded time period (by default, a single day of data). Where other incremental strategies operate only on "old" and "new" data, microbatch models treat every batch as an atomic unit that can be built or replaced on its own. Each batch is independent and . This is a powerful abstraction that makes it possible for dbt to run batches [separately](#backfills) — in the future, concurrently — and to [retry](#retry) them independently. ### Example -A `sessions` model aggregates and enriches data that comes from two other models. -- `page_views` is a large, time-series table. It contains many rows, new records almost always arrive after existing ones, and existing records rarely update. -- `customers` is a relatively small dimensional table. Customer attributes update often, and not in a time-based manner — that is, older customers are just as likely to change column values as newer customers. +A `sessions` model aggregates and enriches data that comes from two other models: +- `page_views` is a large, time-series table. It contains many rows, new records almost always arrive after existing ones, and existing records rarely update. It uses the `page_view_start` column as its `event_time`. +- `customers` is a relatively small dimensional table. Customer attributes update often, and not in a time-based manner — that is, older customers are just as likely to change column values as newer customers. The customers model doesn't configure an `event_time` column. + +As a result: -The `page_view_start` column in `page_views` is configured as that model's `event_time`. The `customers` model does not configure an `event_time`. Therefore, each batch of `sessions` will filter `page_views` to the equivalent time-bounded batch, and it will not filter `customers` (a full scan for every batch). +- Each batch of `sessions` will filter `page_views` to the equivalent time-bounded batch. +- The `customers` table isn't filtered, resulting in a full scan for every batch. + +:::tip +In addition to configuring `event_time` for the target table, you can also specify it for any upstream models that you want to filter, even if they have different time columns. +::: From 2eb0ff9f5f66e1973a0f6d9d8d23ebd0463b243d Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Tue, 26 Nov 2024 13:15:19 +0000 Subject: [PATCH 098/491] Update website/docs/docs/build/incremental-microbatch.md --- website/docs/docs/build/incremental-microbatch.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/build/incremental-microbatch.md b/website/docs/docs/build/incremental-microbatch.md index 987b467d75f..1a545a2254f 100644 --- a/website/docs/docs/build/incremental-microbatch.md +++ b/website/docs/docs/build/incremental-microbatch.md @@ -22,7 +22,7 @@ Refer to [Supported incremental strategies by adapter](/docs/build/incremental-s Incremental models in dbt are a [materialization](/docs/build/materializations) designed to efficiently update your data warehouse tables by only transforming and loading _new or changed data_ since the last run. Instead of reprocessing an entire dataset every time, incremental models process a smaller number of rows, and then append, update, or replace those rows in the existing table. This can significantly reduce the time and resources required for your data transformations. -Microbatch is a new incremental strategy designed for large time-series datasets: +Microbatch is an incremental strategy designed for large time-series datasets: - It complements, rather than replaces, existing incremental strategies by focusing on efficiency and simplicity in batch processing. - Unlike traditional incremental strategies, microbatch doesn't require managing uniqueness constraints or implementing complex conditional logic for [backfilling](#backfills). - It relies solely on a time column ([`event_time`](/reference/resource-configs/event-time)) to handle data partitioning and filtering. From e4a8ef115eabf42dbd2bb6aaf3fa6c9bc41b8e4d Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Tue, 26 Nov 2024 14:19:52 +0000 Subject: [PATCH 099/491] add full unified --- website/docs/reference/dbt-classes.md | 9 +++++++-- 1 file changed, 7 insertions(+), 2 deletions(-) diff --git a/website/docs/reference/dbt-classes.md b/website/docs/reference/dbt-classes.md index 13f9263e545..5c9f72209c1 100644 --- a/website/docs/reference/dbt-classes.md +++ b/website/docs/reference/dbt-classes.md @@ -98,9 +98,14 @@ col.numeric_type('numeric', 12, 4) # numeric(12,4) ### Properties -- **name**: Returns the name of the column +- **char_size**: Returns the maximum size for character varying columns +- **column**: Returns the name of the column +- **data_type**: Returns the data type of the column (with size/precision/scale included) +- **dtype**: Returns the data type of the column (without any size/precision/scale included) +- **name**: Returns the name of the column (alias for column) +- **numeric_precision**: Returns the maximum precision for fixed decimal columns +- **numeric_scale**: Returns the maximum scale for fixed decimal columns - **quoted**: Returns the name of the column wrapped in quotes -- **data_type**: Returns the data type of the column ### Instance methods From 2404d28dd631695fb6e717571db68ea6eedd50ef Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Tue, 26 Nov 2024 14:47:40 +0000 Subject: [PATCH 100/491] add log level file --- website/docs/reference/global-configs/logs.md | 25 +++++++++++++------ 1 file changed, 17 insertions(+), 8 deletions(-) diff --git a/website/docs/reference/global-configs/logs.md b/website/docs/reference/global-configs/logs.md index 682b9fc8393..e9363561339 100644 --- a/website/docs/reference/global-configs/logs.md +++ b/website/docs/reference/global-configs/logs.md @@ -66,19 +66,28 @@ See [structured logging](/reference/events-logging#structured-logging) for more The `LOG_LEVEL` config sets the minimum severity of events captured in the console and file logs. This is a more flexible alternative to the `--debug` flag. The available options for the log levels are `debug`, `info`, `warn`, `error`, or `none`. -Setting the `--log-level` will configure console and file logs. +- Setting the `--log-level` will configure console and file logs. + ```text + dbt --log-level debug run + ``` -```text -dbt --log-level debug run -``` +- Setting the `LOG_LEVEL` to none will disable logs from being sent to either the console or file logs. + + ```text + dbt --log-level none + ``` -To set the file log level as a different value than the console, use the `--log-level-file` flag. +- To set the file log level as a different value than the console, use the `--log-level-file` flag. + ```text + dbt --log-level-file error run + ``` -```text -dbt --log-level-file error run -``` +- To only disable writing to the logs file but keep console logs, set `LOG_LEVEL_FILE` config to none. + ```text + dbt --log-level-file none + ``` ### Debug-level logging From 15e15dbf4e286d6a4da25c54a01c3f7d84aaba40 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Tue, 26 Nov 2024 14:55:06 +0000 Subject: [PATCH 101/491] Update website/docs/reference/global-configs/logs.md Co-authored-by: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> --- website/docs/reference/global-configs/logs.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/reference/global-configs/logs.md b/website/docs/reference/global-configs/logs.md index e9363561339..85969a5bc02 100644 --- a/website/docs/reference/global-configs/logs.md +++ b/website/docs/reference/global-configs/logs.md @@ -72,7 +72,7 @@ The `LOG_LEVEL` config sets the minimum severity of events captured in the conso dbt --log-level debug run ``` -- Setting the `LOG_LEVEL` to none will disable logs from being sent to either the console or file logs. +- Setting the `LOG_LEVEL` to `none` will disable information from being sent to either the console or file logs. ```text dbt --log-level none From e1b0b438185fd73a0a7119101e565212df9924c9 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Tue, 26 Nov 2024 15:08:28 +0000 Subject: [PATCH 102/491] Update website/docs/reference/dbt-classes.md --- website/docs/reference/dbt-classes.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/reference/dbt-classes.md b/website/docs/reference/dbt-classes.md index 5c9f72209c1..a6a8c2d4fa6 100644 --- a/website/docs/reference/dbt-classes.md +++ b/website/docs/reference/dbt-classes.md @@ -102,7 +102,7 @@ col.numeric_type('numeric', 12, 4) # numeric(12,4) - **column**: Returns the name of the column - **data_type**: Returns the data type of the column (with size/precision/scale included) - **dtype**: Returns the data type of the column (without any size/precision/scale included) -- **name**: Returns the name of the column (alias for column) +- **name**: Returns the name of the column (identical to `column`, provided as an alias). - **numeric_precision**: Returns the maximum precision for fixed decimal columns - **numeric_scale**: Returns the maximum scale for fixed decimal columns - **quoted**: Returns the name of the column wrapped in quotes From b1018f70eb398f9d0f8bd6a4c17b2e023a79ff6d Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Tue, 26 Nov 2024 16:21:33 +0000 Subject: [PATCH 103/491] add relative path info --- .../project-configs/analysis-paths.md | 24 +++++++++++++++++-- .../reference/project-configs/asset-paths.md | 22 ++++++++++++++++- .../reference/project-configs/docs-paths.md | 19 +++++++++++++++ .../reference/project-configs/macro-paths.md | 21 +++++++++++++++- .../reference/project-configs/model-paths.md | 21 +++++++++++++++- .../reference/project-configs/seed-paths.md | 21 +++++++++++++++- .../project-configs/snapshot-paths.md | 22 ++++++++++++++++- .../reference/project-configs/test-paths.md | 19 +++++++++++++++ website/snippets/_relative-path.md | 1 + 9 files changed, 163 insertions(+), 7 deletions(-) create mode 100644 website/snippets/_relative-path.md diff --git a/website/docs/reference/project-configs/analysis-paths.md b/website/docs/reference/project-configs/analysis-paths.md index 5c3d223a5cb..97914c83431 100644 --- a/website/docs/reference/project-configs/analysis-paths.md +++ b/website/docs/reference/project-configs/analysis-paths.md @@ -13,12 +13,32 @@ analysis-paths: [directorypath] ## Definition -Specify a custom list of directories where [analyses](/docs/build/analyses) are located. +Specify a custom list of directories where [analyses](/docs/build/analyses) are located. ## Default Without specifying this config, dbt will not compile any `.sql` files as analyses. -However, the [`dbt init` command](/reference/commands/init) populates this value as `analyses` ([source](https://github.com/dbt-labs/dbt-starter-project/blob/HEAD/dbt_project.yml#L15)) +However, the [`dbt init` command](/reference/commands/init) populates this value as `analyses` ([source](https://github.com/dbt-labs/dbt-starter-project/blob/HEAD/dbt_project.yml#L15)). + +import RelativePath from '/snippets/_relative-path.md'; + + + +- ✅ **Do:** + ```yml + # Recommended relative path example + analysis-paths: ["analyses"] + ``` + +- ❌ **Don't:** + ```yml + # Avoid using absolute paths + analysis-paths: ["/Users/username/project/analyses"] + ``` + ## Examples ### Use a subdirectory named `analyses` diff --git a/website/docs/reference/project-configs/asset-paths.md b/website/docs/reference/project-configs/asset-paths.md index 1fb3cf9f260..693b44fa860 100644 --- a/website/docs/reference/project-configs/asset-paths.md +++ b/website/docs/reference/project-configs/asset-paths.md @@ -15,8 +15,28 @@ asset-paths: [directorypath] ## Definition Optionally specify a custom list of directories to copy to the `target` directory as part of the `docs generate` command. This is useful for rendering images in your repository in your project documentation. + ## Default -By default, dbt will not copy any additional files as part of docs generate, i.e. `asset-paths: []` +By default, dbt will not copy any additional files as part of docs generate, i.e. `asset-paths: []`. + +import RelativePath from '/snippets/_relative-path.md'; + + + +- ✅ **Do:** + ```yml + # Recommended relative path example + asset-paths: ["assets"] + ``` + +- ❌ **Don't:** + ```yml + # Avoid using absolute paths + asset-paths: ["/Users/username/project/assets"] + ``` ## Examples ### Compile files in the `assets` subdirectory as part of `docs generate` diff --git a/website/docs/reference/project-configs/docs-paths.md b/website/docs/reference/project-configs/docs-paths.md index 5481c19c9fd..fb9620ad58e 100644 --- a/website/docs/reference/project-configs/docs-paths.md +++ b/website/docs/reference/project-configs/docs-paths.md @@ -30,6 +30,25 @@ By default, dbt will search in all resource paths for docs blocks (i.e. the comb +import RelativePath from '/snippets/_relative-path.md'; + + + +- ✅ **Do:** + ```yml + # Recommended relative path example + docs-paths: ["docs"] + ``` + +- ❌ **Don't:** + ```yml + # Avoid using absolute paths + docs-paths: ["/Users/username/project/docs"] + ``` + ## Example Use a subdirectory named `docs` for docs blocks: diff --git a/website/docs/reference/project-configs/macro-paths.md b/website/docs/reference/project-configs/macro-paths.md index 486ec08ffdf..1d299a16887 100644 --- a/website/docs/reference/project-configs/macro-paths.md +++ b/website/docs/reference/project-configs/macro-paths.md @@ -16,7 +16,26 @@ macro-paths: [directorypath] Optionally specify a custom list of directories where [macros](/docs/build/jinja-macros#macros) are located. Note that you cannot co-locate models and macros. ## Default -By default, dbt will search for macros in a directory named `macros`, i.e. `macro-paths: ["macros"]` +By default, dbt will search for macros in a directory named `macros`, i.e. `macro-paths: ["macros"]`. + +import RelativePath from '/snippets/_relative-path.md'; + + + +- ✅ **Do:** + ```yml + # Recommended relative path example + macro-paths: ["macros"] + ``` + +- ❌ **Don't:** + ```yml + # Avoid using absolute paths + macro-paths: ["/Users/username/project/macros"] + ``` ## Examples ### Use a subdirectory named `custom_macros` instead of `macros` diff --git a/website/docs/reference/project-configs/model-paths.md b/website/docs/reference/project-configs/model-paths.md index a0652432787..1418d68deda 100644 --- a/website/docs/reference/project-configs/model-paths.md +++ b/website/docs/reference/project-configs/model-paths.md @@ -15,7 +15,26 @@ model-paths: [directorypath] Optionally specify a custom list of directories where [models](/docs/build/models) and [sources](/docs/build/sources) are located. ## Default -By default, dbt will search for models and sources in the `models` directory, i.e. `model-paths: ["models"]` +By default, dbt will search for models and sources in the `models` directory, i.e. `model-paths: ["models"]`. + +import RelativePath from '/snippets/_relative-path.md'; + + + +- ✅ **Do:** + ```yml + # Recommended relative path example + model-paths: ["models"] + ``` + +- ❌ **Don't:** + ```yml + # Avoid using absolute paths + model-paths: ["/Users/username/project/models"] + ``` ## Examples ### Use a subdirectory named `transformations` instead of `models` diff --git a/website/docs/reference/project-configs/seed-paths.md b/website/docs/reference/project-configs/seed-paths.md index 614bda62cd2..943921f9ae9 100644 --- a/website/docs/reference/project-configs/seed-paths.md +++ b/website/docs/reference/project-configs/seed-paths.md @@ -16,7 +16,26 @@ Optionally specify a custom list of directories where [seed](/docs/build/seeds) ## Default -By default, dbt expects seeds to be located in the `seeds` directory, i.e. `seed-paths: ["seeds"]` +By default, dbt expects seeds to be located in the `seeds` directory, i.e. `seed-paths: ["seeds"]`. + +import RelativePath from '/snippets/_relative-path.md'; + + + +- ✅ **Do:** + ```yml + # Recommended relative path example + seed-paths: ["seed"] + ``` + +- ❌ **Don't:** + ```yml + # Avoid using absolute paths + seed-paths: ["/Users/username/project/seed"] + ``` ## Examples ### Use a subdirectory named `custom_seeds` instead of `seeds` diff --git a/website/docs/reference/project-configs/snapshot-paths.md b/website/docs/reference/project-configs/snapshot-paths.md index 8319833f1e6..044b49c4891 100644 --- a/website/docs/reference/project-configs/snapshot-paths.md +++ b/website/docs/reference/project-configs/snapshot-paths.md @@ -24,7 +24,27 @@ Note that you cannot co-locate models and snapshots. However, in [Versionless](/ ## Default -By default, dbt will search for snapshots in the `snapshots` directory, i.e. `snapshot-paths: ["snapshots"]` +By default, dbt will search for snapshots in the `snapshots` directory, i.e. `snapshot-paths: ["snapshots"]`. + + +import RelativePath from '/snippets/_relative-path.md'; + + + +- ✅ **Do:** + ```yml + # Recommended relative path example + snapshot-paths: ["snapshots"] + ``` + +- ❌ **Don't:** + ```yml + # Avoid using absolute paths + snapshot-paths: ["/Users/username/project/snapshots"] + ``` ## Examples ### Use a subdirectory named `archives` instead of `snapshots` diff --git a/website/docs/reference/project-configs/test-paths.md b/website/docs/reference/project-configs/test-paths.md index 6749a07d23d..0da190dbd3e 100644 --- a/website/docs/reference/project-configs/test-paths.md +++ b/website/docs/reference/project-configs/test-paths.md @@ -21,6 +21,25 @@ Without specifying this config, dbt will search for tests in the `tests` directo - Generic test definitions in the `tests/generic` subdirectory - Singular tests (all other files) +import RelativePath from '/snippets/_relative-path.md'; + + + +- ✅ **Do:** + ```yml + # Recommended relative path example + test-paths: ["test"] + ``` + +- ❌ **Don't:** + ```yml + # Avoid using absolute paths + test-paths: ["/Users/username/project/test"] + ``` + ## Examples ### Use a subdirectory named `custom_tests` instead of `tests` for data tests diff --git a/website/snippets/_relative-path.md b/website/snippets/_relative-path.md new file mode 100644 index 00000000000..48643e695c9 --- /dev/null +++ b/website/snippets/_relative-path.md @@ -0,0 +1 @@ +Paths specified in {props.path} must be relative to the location of your `dbt_project.yml` file. Avoid using absolute paths like {props.absolute}, as they may lead to unexpected behavior. From ef64699113ca46fdc4b1263df14eeb18b5da62df Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Tue, 26 Nov 2024 16:25:25 +0000 Subject: [PATCH 104/491] add --- website/docs/reference/project-configs/model-paths.md | 1 - 1 file changed, 1 deletion(-) diff --git a/website/docs/reference/project-configs/model-paths.md b/website/docs/reference/project-configs/model-paths.md index 1418d68deda..7c011948c19 100644 --- a/website/docs/reference/project-configs/model-paths.md +++ b/website/docs/reference/project-configs/model-paths.md @@ -35,7 +35,6 @@ absolute="/Users/username/project/models" # Avoid using absolute paths model-paths: ["/Users/username/project/models"] ``` - ## Examples ### Use a subdirectory named `transformations` instead of `models` From f6444f3138dfd1a3ad5d59c0c997cae60a50cecb Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Tue, 26 Nov 2024 17:19:27 +0000 Subject: [PATCH 105/491] update gif --- .../dbt-cloud/cloud-ide/dbt-assist-toggle.jpg | Bin 168050 -> 0 bytes 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z45E-2)d_ugQsW$l;AVkJPN?z+9$?^c$0DbI!bS@a3Upg;HhL8fb^Pt8Pd@vslg&Q* zP+8@dV18-OKKsBIrh9??7odhPM(HM4d`KeaoRT#8=AC%vspp=2_UY%JfCeh)poC^v zKrp@3AO;?X7&6OVvph#ZnlU~l!4o|gN2nfzXZVVjl8YV5JdCadhS%r@)nv(QE>?X+D*5Cbi` zNkqZ|+-}Q300JmbY*P;WaZ44+ijhMYS1|F!3gYVIMGJSV;lu+Q%=Lj1q*5zTt-A&+ zu&&aq2c~wC?7|QtuFT^m1#G>r-&p-z)^w2~XZS>JdC!J6Yf9R1UOToS@_0%D? zQAsd*s9>1V8BYgr&0vR(9m4)WwDX2NbFKE;Z2!0I_S~rCiS8n;`m}jo}=A3u#Ia78xAWgxymTvm# zsHd*_>gp8?Zc&U736`c-rTzKsxaY3>?!5Qz`|rRXNb7sV7jOLW$S1G-^2`@MT{vYI z)e9(-UsVZLwg<2M_S|>x{rBL9FaG#iiPFmfV4c5J_T;zk{`>I9FaP}X*YE7db$Io` z8`w*3|Nj6Cpa2I*zyccZfD5U?bMm(pQQTo`T45goCrH5xTJVAx%%BD_CW$~G!2|t5 r%nnqbhuZXSgD6a)3RlR&7P|0-a#7hG{0v6J8nWRI_X^hl0s;U#wV(x1 From 1e802e477541b566a84c8d7f441774024301b010 Mon Sep 17 00:00:00 2001 From: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> Date: Tue, 26 Nov 2024 12:41:30 -0500 Subject: [PATCH 106/491] Updating migration for ST (#6423) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit ## What are you changing in this pull request and why? Updating the Auth0 migration guide for VPC admins ## Checklist - [ ] I have reviewed the [Content style guide](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/content-style-guide.md) so my content adheres to these guidelines. - [ ] The topic I'm writing about is for specific dbt version(s) and I have versioned it according to the [version a whole page](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#adding-a-new-version) and/or [version a block of content](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#versioning-blocks-of-content) guidelines. - [ ] I have added checklist item(s) to this list for anything anything that needs to happen before this PR is merged, such as "needs technical review" or "change base branch." - [ ] The content in this PR requires a dbt release note, so I added one to the [release notes page](https://docs.getdbt.com/docs/dbt-versions/dbt-cloud-release-notes). --- 🚀 Deployment available! Here are the direct links to the updated files: - https://docs-getdbt-com-git-oauth-dbt-labs.vercel.app/docs/cloud/manage-access/auth0-migration Co-authored-by: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> --- .../docs/docs/cloud/manage-access/auth0-migration.md | 12 ------------ 1 file changed, 12 deletions(-) diff --git a/website/docs/docs/cloud/manage-access/auth0-migration.md b/website/docs/docs/cloud/manage-access/auth0-migration.md index b7bab836810..2f45ad7dcc8 100644 --- a/website/docs/docs/cloud/manage-access/auth0-migration.md +++ b/website/docs/docs/cloud/manage-access/auth0-migration.md @@ -5,22 +5,10 @@ sidebar: "SSO Auth0 Migration" description: "Required actions for migrating to Auth0 for SSO services on dbt Cloud." --- -:::note - -This migration is a feature of the dbt Cloud Enterprise plan. To learn more about an Enterprise plan, contact us at [sales@getdbt.com](mailto::sales@getdbt.com). - -For single-tenant Virtual Private Cloud, you should [email dbt Cloud Support](mailto::support@getdbt.com) to set up or update your SSO configuration. - -::: - dbt Labs is partnering with Auth0 to bring enhanced features to dbt Cloud's single sign-on (SSO) capabilities. Auth0 is an identity and access management (IAM) platform with advanced security features, and it will be leveraged by dbt Cloud. These changes will require some action from customers with SSO configured in dbt Cloud today, and this guide will outline the necessary changes for each environment. If you have not yet configured SSO in dbt Cloud, refer instead to our setup guides for [SAML](/docs/cloud/manage-access/set-up-sso-saml-2.0), [Okta](/docs/cloud/manage-access/set-up-sso-okta), [Google Workspace](/docs/cloud/manage-access/set-up-sso-google-workspace), or [Microsoft Entra ID (formerly Azure AD)](/docs/cloud/manage-access/set-up-sso-microsoft-entra-id) single sign-on services. -## Auth0 Multi-tenant URIs - - - ## Start the migration The Auth0 migration feature is being rolled out incrementally to customers who have SSO features already enabled. When the migration option has been enabled on your account, you will see **SSO Updates Available** on the right side of the menu bar, near the settings icon. From 69a0409631a0ae62ab06ec0200776e1a562245d1 Mon Sep 17 00:00:00 2001 From: Will James Date: Tue, 26 Nov 2024 11:45:32 -0600 Subject: [PATCH 107/491] Update merge jobs language (#6548) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit ## What are you changing in this pull request and why? CD generally stands for Continuous Delivery or Continuous Deployment (see https://en.wikipedia.org/wiki/Continuous_delivery). It also appears we are using this language elsewhere. ## Checklist - [x] I have reviewed the [Content style guide](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/content-style-guide.md) so my content adheres to these guidelines. --- 🚀 Deployment available! Here are the direct links to the updated files: - https://docs-getdbt-com-git-continuous-delivery-dbt-labs.vercel.app/docs/deploy/merge-jobs --------- Co-authored-by: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> --- website/docs/docs/deploy/merge-jobs.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/website/docs/docs/deploy/merge-jobs.md b/website/docs/docs/deploy/merge-jobs.md index 8b2900661fa..a187e3992f8 100644 --- a/website/docs/docs/deploy/merge-jobs.md +++ b/website/docs/docs/deploy/merge-jobs.md @@ -5,7 +5,7 @@ description: "Learn how to trigger a dbt job run when a Git pull request merges. --- -You can set up a merge job to implement a continuous development (CD) workflow in dbt Cloud. The merge job triggers a dbt job to run when someone merges Git pull requests into production. This workflow creates a seamless development experience where changes made in code will automatically update production data. Also, you can use this workflow for running `dbt compile` to update your environment's manifest so subsequent CI job runs are more performant. +You can set up a merge job to implement a continuous deployment (CD) workflow in dbt Cloud. The merge job triggers a dbt job to run when someone merges Git pull requests into production. This workflow creates a seamless development experience where changes made in code will automatically update production data. Also, you can use this workflow for running `dbt compile` to update your environment's manifest so subsequent CI job runs are more performant. By using CD in dbt Cloud, you can take advantage of deferral to build only the edited model and any downstream changes. With merge jobs, state will be updated almost instantly, always giving the most up-to-date state information in [dbt Explorer](/docs/collaborate/explore-projects). @@ -62,4 +62,4 @@ The following is an example of creating a new **Code pushed** trigger in Azure D - \ No newline at end of file + From 75be3eb70d57f0a5c9152bde180e81a12ee7d9f9 Mon Sep 17 00:00:00 2001 From: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> Date: Tue, 26 Nov 2024 16:16:15 -0500 Subject: [PATCH 108/491] Removing old messaging --- website/snippets/_sso-docs-mt-available.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/snippets/_sso-docs-mt-available.md b/website/snippets/_sso-docs-mt-available.md index e56403988a4..fdcdc8249ba 100644 --- a/website/snippets/_sso-docs-mt-available.md +++ b/website/snippets/_sso-docs-mt-available.md @@ -2,6 +2,6 @@ This guide describes a feature of the dbt Cloud Enterprise plan. If you’re interested in learning more about an Enterprise plan, contact us at [sales@getdbt.com](mailto:sales@getdbt.com). -These SSO configuration documents apply to multi-tenant Enterprise deployments only. [Single-tenant](/docs/cloud/about-cloud/tenancy#single-tenant) Virtual Private users can [email dbt Cloud Support](mailto:support@getdbt.com) to set up or update their SSO configuration. +These SSO configuration documents apply to multi-tenant Enterprise deployments only. ::: From 043adb67ff551a3ebdaa79a8836a5723c9e94f21 Mon Sep 17 00:00:00 2001 From: Drew McLean Date: Tue, 26 Nov 2024 17:04:08 -0500 Subject: [PATCH 109/491] Remove Environments from environment level permissions (#6554) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit ## What are you changing in this pull request and why? ## Checklist - [ ] I have reviewed the [Content style guide](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/content-style-guide.md) so my content adheres to these guidelines. - [ ] The topic I'm writing about is for specific dbt version(s) and I have versioned it according to the [version a whole page](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#adding-a-new-version) and/or [version a block of content](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#versioning-blocks-of-content) guidelines. - [ ] I have added checklist item(s) to this list for anything anything that needs to happen before this PR is merged, such as "needs technical review" or "change base branch." - [ ] The content in this PR requires a dbt release note, so I added one to the [release notes page](https://docs.getdbt.com/docs/dbt-versions/dbt-cloud-release-notes). --- 🚀 Deployment available! Here are the direct links to the updated files: - https://docs-getdbt-com-git-asmclean-patch-2-dbt-labs.vercel.app/docs/cloud/manage-access/environment-permissions --- .../docs/docs/cloud/manage-access/environment-permissions.md | 4 ++-- website/snippets/_enterprise-permissions-table.md | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/website/docs/docs/cloud/manage-access/environment-permissions.md b/website/docs/docs/cloud/manage-access/environment-permissions.md index b99da64609c..20acfae51f7 100644 --- a/website/docs/docs/cloud/manage-access/environment-permissions.md +++ b/website/docs/docs/cloud/manage-access/environment-permissions.md @@ -17,8 +17,8 @@ Environment-level permissions give dbt Cloud admins more flexibility to protect - Environment-level permissions do not allow you to create custom roles and permissions for each resource type in dbt Cloud. - You can only select environment types, and can’t specify a particular environment within a project. -- You can't select specific resources within environments. dbt Cloud jobs, runs, and environment variables are all environment resources. - - For example, you can't specify that a user only has access to jobs but not environment variables. Access to a given environment gives the user access to everything within that environment. +- You can't select specific resources within environments. dbt Cloud jobs and runs are environment resources. + - For example, you can't specify that a user only has access to jobs but not runs. Access to a given environment gives the user access to everything within that environment. ## Environments and roles diff --git a/website/snippets/_enterprise-permissions-table.md b/website/snippets/_enterprise-permissions-table.md index a5b825d34d2..b39337697c1 100644 --- a/website/snippets/_enterprise-permissions-table.md +++ b/website/snippets/_enterprise-permissions-table.md @@ -104,7 +104,7 @@ Key: | Custom env. variables | W | W | W | W | W | W | - | R | - | - | R | W | - | | Data platform configs | W | W | W | W | R | W | - | - | - | - | R | R | - | | Develop (IDE or CLI) | W | W | - | W | - | - | - | - | - | - | - | - | - | -| Environments | W | R* | R* | R* | R* | W | - | R | - | - | R | R* | - | +| Environments | W | R | R | R | R | W | - | R | - | - | R | R | - | | Jobs | W | R* | R* | R* | R* | W | R | R | - | - | R | R* | - | | Metadata GraphQL API access| R | R | R | R | R | R | - | R | R | - | R | R | - | | Permissions | W | - | R | R | R | - | - | - | - | - | - | R | - | From 75c44662091473b290b3915306ba6b576ac545e4 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Tue, 26 Nov 2024 22:21:31 +0000 Subject: [PATCH 110/491] Update incremental-microbatch.md Co-authored-by: Grace Goheen <53586774+graciegoheen@users.noreply.github.com> --- website/docs/docs/build/incremental-microbatch.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/build/incremental-microbatch.md b/website/docs/docs/build/incremental-microbatch.md index 1a545a2254f..e0dacb7da42 100644 --- a/website/docs/docs/build/incremental-microbatch.md +++ b/website/docs/docs/build/incremental-microbatch.md @@ -46,7 +46,7 @@ As a result: - The `customers` table isn't filtered, resulting in a full scan for every batch. :::tip -In addition to configuring `event_time` for the target table, you can also specify it for any upstream models that you want to filter, even if they have different time columns. +In addition to configuring `event_time` for the target table, you should also specify it for any upstream models that you want to filter, even if they have different time columns. ::: From 147f080ad3926a92cd7bf16cee14a02ba3c79f9b Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Tue, 26 Nov 2024 22:25:52 +0000 Subject: [PATCH 111/491] Update incremental-microbatch.md Co-authored-by: Grace Goheen <53586774+graciegoheen@users.noreply.github.com> --- website/docs/docs/build/incremental-microbatch.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/build/incremental-microbatch.md b/website/docs/docs/build/incremental-microbatch.md index e0dacb7da42..3525c43bb94 100644 --- a/website/docs/docs/build/incremental-microbatch.md +++ b/website/docs/docs/build/incremental-microbatch.md @@ -24,7 +24,7 @@ Incremental models in dbt are a [materialization](/docs/build/materializations) Microbatch is an incremental strategy designed for large time-series datasets: - It complements, rather than replaces, existing incremental strategies by focusing on efficiency and simplicity in batch processing. -- Unlike traditional incremental strategies, microbatch doesn't require managing uniqueness constraints or implementing complex conditional logic for [backfilling](#backfills). +- Unlike traditional incremental strategies, microbatch doesn't require implementing complex conditional logic for [backfilling](#backfills). - It relies solely on a time column ([`event_time`](/reference/resource-configs/event-time)) to handle data partitioning and filtering. - Note, microbatch might not be the best strategy for all use cases. Consider other strategies for use cases such as not having a reliable `event_time` column or if you want more control over the incremental logic. Read more in [How `microbatch` compares to other incremental strategies](#how-microbatch-compares-to-other-incremental-strategies). From 1b65a40565d5a37ee80903fdce01383f47378369 Mon Sep 17 00:00:00 2001 From: Joel Labes Date: Wed, 27 Nov 2024 15:12:26 +1300 Subject: [PATCH 112/491] Update model-notifications --- .../docs/docs/deploy/model-notifications.md | 44 ++++++++++++++++--- 1 file changed, 38 insertions(+), 6 deletions(-) diff --git a/website/docs/docs/deploy/model-notifications.md b/website/docs/docs/deploy/model-notifications.md index a6d4c467f0b..f1563afe0c7 100644 --- a/website/docs/docs/deploy/model-notifications.md +++ b/website/docs/docs/deploy/model-notifications.md @@ -33,7 +33,9 @@ Create configuration YAML files in your project for dbt to send notifications ab ## Configure groups -Add your group configuration in either the `dbt_project.yml` or `groups.yml` file. For example: +Define your groups in any .yml file in your [models directory](/reference/project-configs/model-paths). For example: + + ```yml version: 2 @@ -42,22 +44,26 @@ groups: - name: finance description: "Models related to the finance department" owner: - # 'name' or 'email' is required + # Email is required to receive model-level notifications, additional properties are also allowed. name: "Finance Team" email: finance@dbtlabs.com - slack: finance-data + favorite_food: donuts - name: marketing description: "Models related to the marketing department" owner: name: "Marketing Team" email: marketing@dbtlabs.com - slack: marketing-data + favorite_food: jaffles ``` -## Set up models + + +## Attach groups to models + +Attach groups to models as you would any other config, in either the `dbt_project.yml` or `.yml` files. For example: -Set up your model configuration in either the `dbt_project.yml` or `groups.yml` file; doing this automatically sets up notifications for tests, too. For example: + ```yml version: 2 @@ -74,6 +80,32 @@ models: group: marketing ``` + + +By assigning groups in the `dbt_project.yml` file, you can capture all models in a subdirectory at once. In the below example, all notifications related to staging models will go to the data engineering group, whereas models in `marts/sales` will be routed to the finance team. + + + +```yml +config-version: 2 +name: "jaffle_shop" + +[...] + +models: + jaffle_shop: + staging: + +group: data_engineering + marts: + sales: + +group: finance + campaigns: + +group: marketing + +``` + + +Attaching a group to a model also encompasses its tests, so you will also receive notifications for a model's test failures. ## Enable access to model notifications From b93d373b808e68a0938d13526dc0c752faf3edaf Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Wed, 27 Nov 2024 09:18:32 +0000 Subject: [PATCH 113/491] Update website/docs/reference/project-configs/seed-paths.md Co-authored-by: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> --- website/docs/reference/project-configs/seed-paths.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/reference/project-configs/seed-paths.md b/website/docs/reference/project-configs/seed-paths.md index 943921f9ae9..a933f0e0383 100644 --- a/website/docs/reference/project-configs/seed-paths.md +++ b/website/docs/reference/project-configs/seed-paths.md @@ -16,7 +16,7 @@ Optionally specify a custom list of directories where [seed](/docs/build/seeds) ## Default -By default, dbt expects seeds to be located in the `seeds` directory, i.e. `seed-paths: ["seeds"]`. +By default, dbt expects seeds to be located in the `seeds` directory. For example, `seed-paths: ["seeds"]`. import RelativePath from '/snippets/_relative-path.md'; From 2f5e1b7dfc10526b05f7408ad292ee5f8bc7efd6 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Wed, 27 Nov 2024 09:18:47 +0000 Subject: [PATCH 114/491] Update website/docs/reference/project-configs/asset-paths.md Co-authored-by: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> --- website/docs/reference/project-configs/asset-paths.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/reference/project-configs/asset-paths.md b/website/docs/reference/project-configs/asset-paths.md index 693b44fa860..6d81733f925 100644 --- a/website/docs/reference/project-configs/asset-paths.md +++ b/website/docs/reference/project-configs/asset-paths.md @@ -17,7 +17,7 @@ Optionally specify a custom list of directories to copy to the `target` director ## Default -By default, dbt will not copy any additional files as part of docs generate, i.e. `asset-paths: []`. +By default, dbt will not copy any additional files as part of docs generate. For example, `asset-paths: []`. import RelativePath from '/snippets/_relative-path.md'; From 2dec2f7a08a8717376ee17d756c1ae57aa5a1524 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Wed, 27 Nov 2024 09:18:52 +0000 Subject: [PATCH 115/491] Update website/docs/reference/project-configs/macro-paths.md Co-authored-by: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> --- website/docs/reference/project-configs/macro-paths.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/reference/project-configs/macro-paths.md b/website/docs/reference/project-configs/macro-paths.md index 1d299a16887..a51cb358640 100644 --- a/website/docs/reference/project-configs/macro-paths.md +++ b/website/docs/reference/project-configs/macro-paths.md @@ -16,7 +16,7 @@ macro-paths: [directorypath] Optionally specify a custom list of directories where [macros](/docs/build/jinja-macros#macros) are located. Note that you cannot co-locate models and macros. ## Default -By default, dbt will search for macros in a directory named `macros`, i.e. `macro-paths: ["macros"]`. +By default, dbt will search for macros in a directory named `macros`. For example, `macro-paths: ["macros"]`. import RelativePath from '/snippets/_relative-path.md'; From b74d1e7455be981953d8cfafaded1ba6c75b2d69 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Wed, 27 Nov 2024 09:18:58 +0000 Subject: [PATCH 116/491] Update website/docs/reference/project-configs/model-paths.md Co-authored-by: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> --- website/docs/reference/project-configs/model-paths.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/reference/project-configs/model-paths.md b/website/docs/reference/project-configs/model-paths.md index 7c011948c19..011f199e710 100644 --- a/website/docs/reference/project-configs/model-paths.md +++ b/website/docs/reference/project-configs/model-paths.md @@ -15,7 +15,7 @@ model-paths: [directorypath] Optionally specify a custom list of directories where [models](/docs/build/models) and [sources](/docs/build/sources) are located. ## Default -By default, dbt will search for models and sources in the `models` directory, i.e. `model-paths: ["models"]`. +By default, dbt will search for models and sources in the `models` directory. For example, `model-paths: ["models"]`. import RelativePath from '/snippets/_relative-path.md'; From 3d9ca0dda4e7444e97fad0489cdf41284d19a30b Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Wed, 27 Nov 2024 09:40:17 +0000 Subject: [PATCH 117/491] matt's feedback --- .../docs/reference/project-configs/analysis-paths.md | 10 +++++----- website/snippets/_relative-path.md | 2 +- 2 files changed, 6 insertions(+), 6 deletions(-) diff --git a/website/docs/reference/project-configs/analysis-paths.md b/website/docs/reference/project-configs/analysis-paths.md index 97914c83431..a974279ed30 100644 --- a/website/docs/reference/project-configs/analysis-paths.md +++ b/website/docs/reference/project-configs/analysis-paths.md @@ -25,21 +25,21 @@ import RelativePath from '/snippets/_relative-path.md'; -- ✅ **Do:** +- ✅ **Do** + - Use relative path: ```yml - # Recommended relative path example analysis-paths: ["analyses"] ``` -- ❌ **Don't:** +- ❌ **Don't** + - Avoid absolute paths: ```yml - # Avoid using absolute paths analysis-paths: ["/Users/username/project/analyses"] ``` - ## Examples ### Use a subdirectory named `analyses` This is the value populated by the [`dbt init` command](/reference/commands/init). diff --git a/website/snippets/_relative-path.md b/website/snippets/_relative-path.md index 48643e695c9..791f8e83f7e 100644 --- a/website/snippets/_relative-path.md +++ b/website/snippets/_relative-path.md @@ -1 +1 @@ -Paths specified in {props.path} must be relative to the location of your `dbt_project.yml` file. Avoid using absolute paths like {props.absolute}, as they may lead to unexpected behavior. +Paths specified in {props.path} must be relative to the location of your `dbt_project.yml` file. Avoid using absolute paths like {props.absolute}, as it will lead to unexpected behavior and outcomes. From fcde335051a3bcad1a66cd7d2e671116504fe002 Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Wed, 27 Nov 2024 09:43:00 +0000 Subject: [PATCH 118/491] remove value --- website/docs/reference/project-configs/analysis-paths.md | 1 - 1 file changed, 1 deletion(-) diff --git a/website/docs/reference/project-configs/analysis-paths.md b/website/docs/reference/project-configs/analysis-paths.md index a974279ed30..20e2e65c2ad 100644 --- a/website/docs/reference/project-configs/analysis-paths.md +++ b/website/docs/reference/project-configs/analysis-paths.md @@ -25,7 +25,6 @@ import RelativePath from '/snippets/_relative-path.md'; - ✅ **Do** From 07211dd0c76ba4963f962cc4019cd4dc0dd92427 Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Wed, 27 Nov 2024 09:49:03 +0000 Subject: [PATCH 119/491] fix others --- website/docs/reference/project-configs/asset-paths.md | 8 ++++---- website/docs/reference/project-configs/docs-paths.md | 8 ++++---- website/docs/reference/project-configs/macro-paths.md | 6 +++--- website/docs/reference/project-configs/model-paths.md | 7 ++++--- website/docs/reference/project-configs/seed-paths.md | 6 +++--- website/docs/reference/project-configs/snapshot-paths.md | 6 +++--- website/docs/reference/project-configs/test-paths.md | 6 +++--- 7 files changed, 24 insertions(+), 23 deletions(-) diff --git a/website/docs/reference/project-configs/asset-paths.md b/website/docs/reference/project-configs/asset-paths.md index 693b44fa860..1edd62cbc93 100644 --- a/website/docs/reference/project-configs/asset-paths.md +++ b/website/docs/reference/project-configs/asset-paths.md @@ -26,15 +26,15 @@ path="asset-paths" absolute="/Users/username/project/assets" /> -- ✅ **Do:** +- ✅ **Do** + - Use relative path: ```yml - # Recommended relative path example asset-paths: ["assets"] ``` -- ❌ **Don't:** +- ❌ **Don't** + - Avoid absolute paths: ```yml - # Avoid using absolute paths asset-paths: ["/Users/username/project/assets"] ``` diff --git a/website/docs/reference/project-configs/docs-paths.md b/website/docs/reference/project-configs/docs-paths.md index fb9620ad58e..6cd179201fc 100644 --- a/website/docs/reference/project-configs/docs-paths.md +++ b/website/docs/reference/project-configs/docs-paths.md @@ -37,15 +37,15 @@ path="docs-paths" absolute="/Users/username/project/docs" /> -- ✅ **Do:** +- ✅ **Do** + - Use relative path: ```yml - # Recommended relative path example docs-paths: ["docs"] ``` -- ❌ **Don't:** +- ❌ **Don't** + - Avoid absolute paths: ```yml - # Avoid using absolute paths docs-paths: ["/Users/username/project/docs"] ``` diff --git a/website/docs/reference/project-configs/macro-paths.md b/website/docs/reference/project-configs/macro-paths.md index 1d299a16887..b1ecb7c446d 100644 --- a/website/docs/reference/project-configs/macro-paths.md +++ b/website/docs/reference/project-configs/macro-paths.md @@ -25,15 +25,15 @@ path="macro-paths" absolute="/Users/username/project/macros" /> -- ✅ **Do:** +- ✅ **Do** + - Use relative path: ```yml - # Recommended relative path example macro-paths: ["macros"] ``` - ❌ **Don't:** + - Avoid absolute paths: ```yml - # Avoid using absolute paths macro-paths: ["/Users/username/project/macros"] ``` diff --git a/website/docs/reference/project-configs/model-paths.md b/website/docs/reference/project-configs/model-paths.md index 7c011948c19..92029ccf80a 100644 --- a/website/docs/reference/project-configs/model-paths.md +++ b/website/docs/reference/project-configs/model-paths.md @@ -24,17 +24,18 @@ path="model-paths" absolute="/Users/username/project/models" /> -- ✅ **Do:** +- ✅ **Do** + - Use relative path: ```yml - # Recommended relative path example model-paths: ["models"] ``` - ❌ **Don't:** + - Avoid absolute paths: ```yml - # Avoid using absolute paths model-paths: ["/Users/username/project/models"] ``` + ## Examples ### Use a subdirectory named `transformations` instead of `models` diff --git a/website/docs/reference/project-configs/seed-paths.md b/website/docs/reference/project-configs/seed-paths.md index 943921f9ae9..72c6aa0a5d1 100644 --- a/website/docs/reference/project-configs/seed-paths.md +++ b/website/docs/reference/project-configs/seed-paths.md @@ -25,15 +25,15 @@ path="seed-paths" absolute="/Users/username/project/seed" /> -- ✅ **Do:** +- ✅ **Do** + - Use relative path: ```yml - # Recommended relative path example seed-paths: ["seed"] ``` - ❌ **Don't:** + - Avoid absolute paths: ```yml - # Avoid using absolute paths seed-paths: ["/Users/username/project/seed"] ``` diff --git a/website/docs/reference/project-configs/snapshot-paths.md b/website/docs/reference/project-configs/snapshot-paths.md index 044b49c4891..9081760804a 100644 --- a/website/docs/reference/project-configs/snapshot-paths.md +++ b/website/docs/reference/project-configs/snapshot-paths.md @@ -34,15 +34,15 @@ path="snapshot-paths" absolute="/Users/username/project/snapshots" /> -- ✅ **Do:** +- ✅ **Do** + - Use relative path: ```yml - # Recommended relative path example snapshot-paths: ["snapshots"] ``` - ❌ **Don't:** + - Avoid absolute paths: ```yml - # Avoid using absolute paths snapshot-paths: ["/Users/username/project/snapshots"] ``` diff --git a/website/docs/reference/project-configs/test-paths.md b/website/docs/reference/project-configs/test-paths.md index 0da190dbd3e..ab816eec973 100644 --- a/website/docs/reference/project-configs/test-paths.md +++ b/website/docs/reference/project-configs/test-paths.md @@ -28,15 +28,15 @@ path="test-paths" absolute="/Users/username/project/test" /> -- ✅ **Do:** +- ✅ **Do** + - Use relative path: ```yml - # Recommended relative path example test-paths: ["test"] ``` - ❌ **Don't:** + - Avoid absolute paths: ```yml - # Avoid using absolute paths test-paths: ["/Users/username/project/test"] ``` From f433ab4193edf97ab369b954239d29bd981dceb9 Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Wed, 27 Nov 2024 09:50:52 +0000 Subject: [PATCH 120/491] latin abbr --- website/docs/reference/project-configs/asset-paths.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/reference/project-configs/asset-paths.md b/website/docs/reference/project-configs/asset-paths.md index 1edd62cbc93..5857f4fae20 100644 --- a/website/docs/reference/project-configs/asset-paths.md +++ b/website/docs/reference/project-configs/asset-paths.md @@ -17,7 +17,7 @@ Optionally specify a custom list of directories to copy to the `target` director ## Default -By default, dbt will not copy any additional files as part of docs generate, i.e. `asset-paths: []`. +By default, dbt will not copy any additional files as part of docs generate, for example `asset-paths: []`. import RelativePath from '/snippets/_relative-path.md'; From 63a2267a49a88851f32e391ccd848ce2ac5bb7b7 Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Wed, 27 Nov 2024 09:53:27 +0000 Subject: [PATCH 121/491] fix latin abbr --- website/docs/reference/project-configs/snapshot-paths.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/reference/project-configs/snapshot-paths.md b/website/docs/reference/project-configs/snapshot-paths.md index 9081760804a..a4dd5af9434 100644 --- a/website/docs/reference/project-configs/snapshot-paths.md +++ b/website/docs/reference/project-configs/snapshot-paths.md @@ -24,7 +24,7 @@ Note that you cannot co-locate models and snapshots. However, in [Versionless](/ ## Default -By default, dbt will search for snapshots in the `snapshots` directory, i.e. `snapshot-paths: ["snapshots"]`. +By default, dbt will search for snapshots in the `snapshots` directory. For example, `snapshot-paths: ["snapshots"]`. import RelativePath from '/snippets/_relative-path.md'; From 9c52827e9886e8e0a74dcf3a3afba0dddd7dd6b4 Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Wed, 27 Nov 2024 10:12:32 +0000 Subject: [PATCH 122/491] grace's feedback --- website/docs/docs/build/incremental-microbatch.md | 6 ++++-- website/docs/docs/build/incremental-models.md | 2 +- 2 files changed, 5 insertions(+), 3 deletions(-) diff --git a/website/docs/docs/build/incremental-microbatch.md b/website/docs/docs/build/incremental-microbatch.md index 3525c43bb94..e6c8284cc4b 100644 --- a/website/docs/docs/build/incremental-microbatch.md +++ b/website/docs/docs/build/incremental-microbatch.md @@ -23,16 +23,18 @@ Refer to [Supported incremental strategies by adapter](/docs/build/incremental-s Incremental models in dbt are a [materialization](/docs/build/materializations) designed to efficiently update your data warehouse tables by only transforming and loading _new or changed data_ since the last run. Instead of reprocessing an entire dataset every time, incremental models process a smaller number of rows, and then append, update, or replace those rows in the existing table. This can significantly reduce the time and resources required for your data transformations. Microbatch is an incremental strategy designed for large time-series datasets: +- It relies solely on a time column ([`event_time`](/reference/resource-configs/event-time)) to define time-based ranges for filtering. Set the `event_time` column for your microbatch model and its direct parents (upstream models). Note, this is different to `partition_by`, which groups rows into partitions. - It complements, rather than replaces, existing incremental strategies by focusing on efficiency and simplicity in batch processing. - Unlike traditional incremental strategies, microbatch doesn't require implementing complex conditional logic for [backfilling](#backfills). -- It relies solely on a time column ([`event_time`](/reference/resource-configs/event-time)) to handle data partitioning and filtering. - Note, microbatch might not be the best strategy for all use cases. Consider other strategies for use cases such as not having a reliable `event_time` column or if you want more control over the incremental logic. Read more in [How `microbatch` compares to other incremental strategies](#how-microbatch-compares-to-other-incremental-strategies). ### How microbatch works When dbt runs a microbatch model — whether for the first time, during incremental runs, or in specified backfills — it will split the processing into multiple queries (or "batches"), based on the `event_time` and `batch_size` you configure. -Each "batch" corresponds to a single bounded time period (by default, a single day of data). Where other incremental strategies operate only on "old" and "new" data, microbatch models treat every batch as an atomic unit that can be built or replaced on its own. Each batch is independent and . This is a powerful abstraction that makes it possible for dbt to run batches [separately](#backfills) — in the future, concurrently — and to [retry](#retry) them independently. +Each "batch" corresponds to a single bounded time period (by default, a single day of data). Where other incremental strategies operate only on "old" and "new" data, microbatch models treat every batch as an atomic unit that can be built or replaced on its own. Each batch is independent and . + +This is a powerful abstraction that makes it possible for dbt to run batches [separately](#backfills), concurrently, and [retry](#retry) them independently. ### Example diff --git a/website/docs/docs/build/incremental-models.md b/website/docs/docs/build/incremental-models.md index a56246addf3..d7b6ecd8f54 100644 --- a/website/docs/docs/build/incremental-models.md +++ b/website/docs/docs/build/incremental-models.md @@ -114,7 +114,7 @@ When you define a `unique_key`, you'll see this behavior for each row of "new" d Please note that if there's a unique_key with more than one row in either the existing target table or the new incremental rows, the incremental model may fail depending on your database and [incremental strategy](/docs/build/incremental-strategy). If you're having issues running an incremental model, it's a good idea to double check that the unique key is truly unique in both your existing database table and your new incremental rows. You can [learn more about surrogate keys here](https://www.getdbt.com/blog/guide-to-surrogate-key). :::info -While common incremental strategies, such as`delete+insert` + `merge`, might use `unique_key`, others don't. For example, the `insert_overwrite` strategy does not use `unique_key`, because it operates on partitions of data rather than individual rows. For more information, see [About incremental_strategy](/docs/build/incremental-strategy). +While common incremental strategies, such as `delete+insert` + `merge`, might use `unique_key`, others don't. For example, the `insert_overwrite` strategy does not use `unique_key`, because it operates on partitions of data rather than individual rows. For more information, see [About incremental_strategy](/docs/build/incremental-strategy). ::: #### `unique_key` example From 7e68e914ffcd179b0b04ff28250fec5d42c61aaa Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Wed, 27 Nov 2024 11:20:11 +0000 Subject: [PATCH 123/491] update to snapshot configs --- website/docs/reference/snapshot-configs.md | 30 ++++++++++++------- website/snippets/_snapshots-yaml-config.md | 2 +- .../components/expandable/styles.module.css | 3 +- 3 files changed, 22 insertions(+), 13 deletions(-) diff --git a/website/docs/reference/snapshot-configs.md b/website/docs/reference/snapshot-configs.md index a2e8365ae93..fbcdad93d56 100644 --- a/website/docs/reference/snapshot-configs.md +++ b/website/docs/reference/snapshot-configs.md @@ -18,6 +18,7 @@ import SnapshotsYamlConfig from '/snippets/_snapshots-yaml-config.md'; ## Available configurations ### Snapshot-specific configurations + @@ -74,8 +75,9 @@ snapshots: [+](/reference/resource-configs/plus-prefix)[strategy](/reference/resource-configs/strategy): timestamp | check [+](/reference/resource-configs/plus-prefix)[updated_at](/reference/resource-configs/updated_at): [+](/reference/resource-configs/plus-prefix)[check_cols](/reference/resource-configs/check_cols): [] | all + [+](/reference/resource-configs/plus-prefix)[invalidate_hard_deletes](/reference/resource-configs/invalidate_hard_deletes) : true | false [+](/reference/resource-configs/plus-prefix)[snapshot_meta_column_names](/reference/resource-configs/snapshot_meta_column_names): {} - [+](/reference/resource-configs/plus-prefix)[invalidate_hard_deletes](/reference/resource-configs/invalidate_hard_deletes) : true | false + [+](/reference/resource-configs/plus-prefix)[dbt_valid_to_current](/reference/resource-configs/dbt_valid_to_current): ``` @@ -108,8 +110,9 @@ snapshots: [strategy](/reference/resource-configs/strategy): timestamp | check [updated_at](/reference/resource-configs/updated_at): [check_cols](/reference/resource-configs/check_cols): [] | all - [snapshot_meta_column_names](/reference/resource-configs/snapshot_meta_column_names): {} [invalidate_hard_deletes](/reference/resource-configs/invalidate_hard_deletes) : true | false + [snapshot_meta_column_names](/reference/resource-configs/snapshot_meta_column_names): {} + [dbt_valid_to_current](/reference/resource-configs/dbt_valid_to_current): ``` @@ -147,20 +150,25 @@ snapshots: +### Snapshot configuration migration -### General configurations +The latest snapshot YAML configurations introduced in dbt v1.9 and higher (such as [`snapshot_meta_column_names`](/reference/resource-configs/snapshot_meta_column_names) and [`dbt_valid_to_current`](/reference/resource-configs/dbt_valid_to_current)) are best suited for new snapshots. For existing snapshots, we recommend the following to avoid any inconsistencies to your snapshots: - +#### For new snapshots +- Use the latest snapshot YAML configurations when creating new snapshots that didn't exist previously. + +#### For existing snapshots +- Migrate tables — Migrate the previous snapshot to the new table schema and values: + - Create a backup copy of your snapshots. + - Use `alter` statements as needed to ensure table consistency or use a script to apply the `alter` statements. +- New YAML config — Convert the YAML configurations one at a time, testing as you go. -:::tip +If you use one of the latest configs, such as `dbt_valid_to_current`, without migrating your data may result in mixed old and new data, leading to incorrect downstream result. -Configuring snapshots in YAML is recommended for new snapshots. If you have existing snapshots using the `.sql` config, they'll continue to work as expected. When you're ready to migrate to YAML, we recommend: -1. Creating a backup copy of your snapshots. -2. Converting the configurations one at a time, testing as you go -3. Using `alter` statements as needed to ensure table consistency or using a script to apply the `alter` statements -The YAML configuration offers improved maintainability and consistency, but there's no pressure to migrate existing snapshots immediately — feel free to do so at your own pace while ensuring data quality is maintained. -::: +### General configurations + + Date: Wed, 27 Nov 2024 15:23:22 +0100 Subject: [PATCH 124/491] Update dbt-commands.md 3rd person --- website/docs/reference/dbt-commands.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/website/docs/reference/dbt-commands.md b/website/docs/reference/dbt-commands.md index ca9a7725eb2..9cbc5e5e38b 100644 --- a/website/docs/reference/dbt-commands.md +++ b/website/docs/reference/dbt-commands.md @@ -34,10 +34,10 @@ Commands with a ('❌') indicate write commands, commands with a ('✅') indicat | Command | Description | Parallel execution |

| |---------|-------------| :-----------------:| ------------------------------------------ | -| [build](/reference/commands/build) | Build and test all selected resources (models, seeds, snapshots, tests) | ❌ | All tools
All [supported versions](/docs/dbt-versions/core) | +| [build](/reference/commands/build) | Builds and tests all selected resources (models, seeds, snapshots, tests) | ❌ | All tools
All [supported versions](/docs/dbt-versions/core) | | cancel | Cancels the most recent invocation. | N/A | dbt Cloud CLI
Requires [dbt v1.6 or higher](/docs/dbt-versions/core) | | [clean](/reference/commands/clean) | Deletes artifacts present in the dbt project | ✅ | All tools
All [supported versions](/docs/dbt-versions/core) | -| [clone](/reference/commands/clone) | Clone selected models from the specified state | ❌ | All tools
Requires [dbt v1.6 or higher](/docs/dbt-versions/core) | +| [clone](/reference/commands/clone) | Clones selected models from the specified state | ❌ | All tools
Requires [dbt v1.6 or higher](/docs/dbt-versions/core) | | [compile](/reference/commands/compile) | Compiles (but does not run) the models in a project | ✅ | All tools
All [supported versions](/docs/dbt-versions/core) | | [debug](/reference/commands/debug) | Debugs dbt connections and projects | ✅ | dbt Cloud IDE, dbt Core
All [supported versions](/docs/dbt-versions/core) | | [deps](/reference/commands/deps) | Downloads dependencies for a project | ✅ | All tools
All [supported versions](/docs/dbt-versions/core) | @@ -50,9 +50,9 @@ Commands with a ('❌') indicate write commands, commands with a ('✅') indicat | reattach | Reattaches to the most recent invocation to retrieve logs and artifacts. | N/A | dbt Cloud CLI
Requires [dbt v1.6 or higher](/docs/dbt-versions/core) | | [retry](/reference/commands/retry) | Retry the last run `dbt` command from the point of failure | ❌ | All tools
Requires [dbt v1.6 or higher](/docs/dbt-versions/core) | | [run](/reference/commands/run) | Runs the models in a project | ❌ | All tools
All [supported versions](/docs/dbt-versions/core) | -| [run-operation](/reference/commands/run-operation) | Invoke a macro, including running arbitrary maintenance SQL against the database | ❌ | All tools
All [supported versions](/docs/dbt-versions/core) | +| [run-operation](/reference/commands/run-operation) | Invokes a macro, including running arbitrary maintenance SQL against the database | ❌ | All tools
All [supported versions](/docs/dbt-versions/core) | | [seed](/reference/commands/seed) | Loads CSV files into the database | ❌ | All tools
All [supported versions](/docs/dbt-versions/core) | -| [show](/reference/commands/show) | Preview table rows post-transformation | ✅ | All tools
All [supported versions](/docs/dbt-versions/core) | +| [show](/reference/commands/show) | Previews table rows post-transformation | ✅ | All tools
All [supported versions](/docs/dbt-versions/core) | | [snapshot](/reference/commands/snapshot) | Executes "snapshot" jobs defined in a project | ❌ | All tools
All [supported versions](/docs/dbt-versions/core) | | [source](/reference/commands/source) | Provides tools for working with source data (including validating that sources are "fresh") | ✅ | All tools
All [supported versions](/docs/dbt-versions/core) | | [test](/reference/commands/test) | Executes tests defined in a project | ✅ | All tools
All [supported versions](/docs/dbt-versions/core) | From 38762c1fa5de5762a45c5b1f96da63ec5726eeff Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Wed, 27 Nov 2024 15:52:47 +0000 Subject: [PATCH 125/491] Update website/docs/reference/snapshot-configs.md Co-authored-by: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> --- website/docs/reference/snapshot-configs.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/reference/snapshot-configs.md b/website/docs/reference/snapshot-configs.md index fbcdad93d56..ad74ae9d423 100644 --- a/website/docs/reference/snapshot-configs.md +++ b/website/docs/reference/snapshot-configs.md @@ -163,7 +163,7 @@ The latest snapshot YAML configurations introduced in dbt v1.9 and higher (such - Use `alter` statements as needed to ensure table consistency or use a script to apply the `alter` statements. - New YAML config — Convert the YAML configurations one at a time, testing as you go. -If you use one of the latest configs, such as `dbt_valid_to_current`, without migrating your data may result in mixed old and new data, leading to incorrect downstream result. +If you use one of the latest configs, such as `dbt_valid_to_current`, without migrating your data, you may have mixed old and new data, leading to an incorrect downstream result. ### General configurations From bdf2850e5d4aae38d6d5c04a790952103803d6ce Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Wed, 27 Nov 2024 15:53:03 +0000 Subject: [PATCH 126/491] Update website/docs/reference/snapshot-configs.md Co-authored-by: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> --- website/docs/reference/snapshot-configs.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/reference/snapshot-configs.md b/website/docs/reference/snapshot-configs.md index ad74ae9d423..a0edf569bf3 100644 --- a/website/docs/reference/snapshot-configs.md +++ b/website/docs/reference/snapshot-configs.md @@ -160,7 +160,7 @@ The latest snapshot YAML configurations introduced in dbt v1.9 and higher (such #### For existing snapshots - Migrate tables — Migrate the previous snapshot to the new table schema and values: - Create a backup copy of your snapshots. - - Use `alter` statements as needed to ensure table consistency or use a script to apply the `alter` statements. + - Use `alter` statements as needed (or a script to apply `alter` statements) to ensure table consistency. - New YAML config — Convert the YAML configurations one at a time, testing as you go. If you use one of the latest configs, such as `dbt_valid_to_current`, without migrating your data, you may have mixed old and new data, leading to an incorrect downstream result. From 6a84a7f955744ae9b52169acf2b9ec6a2dce532a Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Wed, 27 Nov 2024 15:53:11 +0000 Subject: [PATCH 127/491] Update website/docs/reference/snapshot-configs.md Co-authored-by: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> --- website/docs/reference/snapshot-configs.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/reference/snapshot-configs.md b/website/docs/reference/snapshot-configs.md index a0edf569bf3..598a8a35aa4 100644 --- a/website/docs/reference/snapshot-configs.md +++ b/website/docs/reference/snapshot-configs.md @@ -152,7 +152,7 @@ snapshots: ### Snapshot configuration migration -The latest snapshot YAML configurations introduced in dbt v1.9 and higher (such as [`snapshot_meta_column_names`](/reference/resource-configs/snapshot_meta_column_names) and [`dbt_valid_to_current`](/reference/resource-configs/dbt_valid_to_current)) are best suited for new snapshots. For existing snapshots, we recommend the following to avoid any inconsistencies to your snapshots: +The latest snapshot YAML configurations introduced in dbt v1.9 (such as [`snapshot_meta_column_names`](/reference/resource-configs/snapshot_meta_column_names) and [`dbt_valid_to_current`](/reference/resource-configs/dbt_valid_to_current)) are best suited for new snapshots. For existing snapshots, we recommend the following to avoid any inconsistencies in your snapshots: #### For new snapshots - Use the latest snapshot YAML configurations when creating new snapshots that didn't exist previously. From 37efd7a83bf6ca39130ef66883495c5279dd2664 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Wed, 27 Nov 2024 15:53:27 +0000 Subject: [PATCH 128/491] Update website/snippets/_snapshots-yaml-config.md Co-authored-by: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> --- website/snippets/_snapshots-yaml-config.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/snippets/_snapshots-yaml-config.md b/website/snippets/_snapshots-yaml-config.md index cdfb7ceb07e..648b65752c0 100644 --- a/website/snippets/_snapshots-yaml-config.md +++ b/website/snippets/_snapshots-yaml-config.md @@ -1 +1 @@ -Define snapshots using the latest [YAML configurations](/docs/build/snapshots#configuring-snapshots), available in Versionless and dbt v1.9 and higher, in the `snapshot` directory file. +Define snapshots using the latest [YAML configurations](/docs/build/snapshots#configuring-snapshots), available in Versionless dbt Cloud and Core v1.9 and higher, in the `snapshot` directory file. From 071717de6c77bf70ca6512a2d504f17018827630 Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Wed, 27 Nov 2024 16:04:01 +0000 Subject: [PATCH 129/491] add hard deletes --- website/docs/docs/build/snapshots.md | 99 ++++++++++----- .../core-upgrade/06-upgrading-to-v1.9.md | 1 + .../docs/docs/dbt-versions/release-notes.md | 4 + .../resource-configs/hard-deletes.md | 113 ++++++++++++++++++ .../invalidate_hard_deletes.md | 4 + .../snapshot_meta_column_names.md | 15 ++- website/docs/reference/snapshot-configs.md | 3 +- website/sidebars.js | 9 +- website/snippets/_hard-deletes.md | 13 ++ 9 files changed, 224 insertions(+), 37 deletions(-) create mode 100644 website/docs/reference/resource-configs/hard-deletes.md create mode 100644 website/snippets/_hard-deletes.md diff --git a/website/docs/docs/build/snapshots.md b/website/docs/docs/build/snapshots.md index 3b21549a3c7..286f7450b4c 100644 --- a/website/docs/docs/build/snapshots.md +++ b/website/docs/docs/build/snapshots.md @@ -10,8 +10,7 @@ id: "snapshots" * [Snapshot properties](/reference/snapshot-properties) * [`snapshot` command](/reference/commands/snapshot) - -### What are snapshots? +## What are snapshots? Analysts often need to "look back in time" at previous data states in their mutable tables. While some source data systems are built in a way that makes accessing historical data possible, this is not always the case. dbt provides a mechanism, **snapshots**, which records changes to a mutable over time. Snapshots implement [type-2 Slowly Changing Dimensions](https://en.wikipedia.org/wiki/Slowly_changing_dimension#Type_2:_add_new_row) over mutable source tables. These Slowly Changing Dimensions (or SCDs) identify how a row in a table changes over time. Imagine you have an `orders` table where the `status` field can be overwritten as the order is processed. @@ -66,6 +65,7 @@ snapshots: [invalidate_hard_deletes](/reference/resource-configs/invalidate_hard_deletes): true | false [snapshot_meta_column_names](/reference/resource-configs/snapshot_meta_column_names): dictionary [dbt_valid_to_current](/reference/resource-configs/dbt_valid_to_current): string + [hard_deletes](/reference/resource-configs/hard-deletes): string ``` @@ -84,6 +84,7 @@ The following table outlines the configurations available for snapshots: | [invalidate_hard_deletes](/reference/resource-configs/invalidate_hard_deletes) | Find hard deleted records in source and set `dbt_valid_to` to current time if the record no longer exists | No | True | | [dbt_valid_to_current](/reference/resource-configs/dbt_valid_to_current) | Set a custom indicator for the value of `dbt_valid_to` in current snapshot records (like a future date). By default, this value is `NULL`. When configured, dbt will use the specified value instead of `NULL` for `dbt_valid_to` for current records in the snapshot table.| No | string | | [snapshot_meta_column_names](/reference/resource-configs/snapshot_meta_column_names) | Customize the names of the snapshot meta fields | No | dictionary | +| [hard_deletes](/reference/resource-configs/hard-deletes) | Track hard deletes by adding a new record when row become "deleted" in source | No | string | - In versions prior to v1.9, the `target_schema` (required) and `target_database` (optional) configurations defined a single schema or database to build a snapshot across users and environment. This created problems when testing or developing a snapshot, as there was no clear separation between development and production environments. In v1.9, `target_schema` became optional, allowing snapshots to be environment-aware. By default, without `target_schema` or `target_database` defined, snapshots now use the `generate_schema_name` or `generate_database_name` macros to determine where to build. Developers can still set a custom location with [`schema`](/reference/resource-configs/schema) and [`database`](/reference/resource-configs/database) configs, consistent with other resource types. @@ -215,10 +216,14 @@ When you run the [`dbt snapshot` command](/reference/commands/snapshot): - The `dbt_valid_to` column will be updated for any existing records that have changed. - The updated record and any new records will be inserted into the snapshot table. These records will now have `dbt_valid_to = null` or the value configured in `dbt_valid_to_current` (available in Versionless and 1.9 and higher). + + #### Note - These column names can be customized to your team or organizational conventions using the [snapshot_meta_column_names](#snapshot-meta-fields) config. - Use the `dbt_valid_to_current` config to set a custom indicator for the value of `dbt_valid_to` in current snapshot records (like a future date such as `9999-12-31`). By default, this value is `NULL`. When set, dbt will use this specified value instead of `NULL` for `dbt_valid_to` for current records in the snapshot table. - +- Use the [`hard_deletes`](/reference/resource-configs/hard-deletes) config to track hard deletes by adding a new record when row become "deleted" in source. Supported options are `ignore`, `invalidate`, and `new_record`. + + Snapshots can be referenced in downstream models the same way as referencing models — by using the [ref](/reference/dbt-jinja-functions/ref) function. ## Detecting row changes @@ -294,7 +299,7 @@ The `check` snapshot strategy can be configured to track changes to _all_ column ::: -**Example Usage** +**Example usage** @@ -344,15 +349,64 @@ snapshots: ### Hard deletes (opt-in) + + +In dbt v1.9 and higher, the [`hard_deletes`](/reference/resource-configs/hard-deletes) config replaces the `invalidate_hard_deletes` config to give you more control on how to handle deleted rows from the source. The `hard_deletes` config is not a separate strategy but an additional opt-in feature that can be used with any snapshot strategy. + +The `hard_deletes` config has three options/fields: +| Field | Description | +| --------- | ----------- | +| `ignore` (default) | No action for deleted records. | +| `invalidate` | Behaves the same as the existing `invalidate_hard_deletes=true`, where deleted records are invalidated by setting `dbt_valid_to`. | +| `new_record` | Tracks deleted records as new rows using the `dbt_is_deleted` [meta field](#snapshot-meta-fields) when records are deleted.| + +import HardDeletes from '/snippets/_hard-deletes.md'; + + + +#### Example usage + + + +```yaml +snapshots: + - name: orders_snapshot_hard_delete + relation: source('jaffle_shop', 'orders') + config: + schema: snapshots + unique_key: id + strategy: timestamp + updated_at: updated_at + hard_deletes: new_record # options are: 'ignore', 'invalidate', or 'new_record' +``` + + + +In this example, the `hard_deletes: new_record` config will add a new row for deleted records woth the `dbt_is_deleted` column set to `True`. +Any restored records are added as new rows with the `dbt_is_deleted` field set to `False`. + +The resulting table will look like this: + +| id | status | updated_at | dbt_valid_from | dbt_valid_to | dbt_is_deleted | +| -- | ------ | ---------- | -------------- | ------------ | -------------- | +| 1 | pending | 2024-01-01 10:47 | 2024-01-01 10:47 | 2024-01-01 11:05 | False | +| 1 | shipped | 2024-01-01 11:05 | 2024-01-01 11:05 | 2024-01-01 11:20 | False | +| 1 | deleted | 2024-01-01 11:20 | 2024-01-01 11:20 | | True | +| 1 | restored | 2024-01-01 12:00 | 2024-01-01 12:00 | | False | + + + + + Rows that are deleted from the source query are not invalidated by default. With the config option `invalidate_hard_deletes`, dbt can track rows that no longer exist. This is done by left joining the snapshot table with the source table, and filtering the rows that are still valid at that point, but no longer can be found in the source table. `dbt_valid_to` will be set to the current snapshot time. This configuration is not a different strategy as described above, but is an additional opt-in feature. It is not enabled by default since it alters the previous behavior. For this configuration to work with the `timestamp` strategy, the configured `updated_at` column must be of timestamp type. Otherwise, queries will fail due to mixing data types. -**Example Usage** +Note, in v1.9 and higher, the [`hard_deletes`](/reference/resource-configs/hard-deletes) config replaces the `invalidate_hard_deletes` config for better control over how to handle deleted rows from the source. - +#### Example usage @@ -378,26 +432,6 @@ For this configuration to work with the `timestamp` strategy, the configured `up - - - - -```yaml -snapshots: - - name: orders_snapshot_hard_delete - relation: source('jaffle_shop', 'orders') - config: - schema: snapshots - unique_key: id - strategy: timestamp - updated_at: updated_at - invalidate_hard_deletes: true -``` - - - - - ## Snapshot meta-fields Snapshot tables will be created as a clone of your source dataset, plus some additional meta-fields*. @@ -405,13 +439,15 @@ Snapshot tables will be created as a clone of your sourc Starting in 1.9 or with [dbt Cloud Versionless](/docs/dbt-versions/upgrade-dbt-version-in-cloud#versionless): - These column names can be customized to your team or organizational conventions using the [`snapshot_meta_column_names`](/reference/resource-configs/snapshot_meta_column_names) config. - Use the [`dbt_valid_to_current` config](/reference/resource-configs/dbt_valid_to_current) to set a custom indicator for the value of `dbt_valid_to` in current snapshot records (like a future date such as `9999-12-31`). By default, this value is `NULL`. When set, dbt will use this specified value instead of `NULL` for `dbt_valid_to` for current records in the snapshot table. +- Use the [`hard_deletes`](/reference/resource-configs/hard-deletes) config to track deleted records as new rows with the `dbt_is_deleted` meta field when using the `hard_deletes='new_record'` field. | Field | Meaning | Usage | -| -------------- | ------- | ----- | +| -------------- | ------- | ----- | | dbt_valid_from | The timestamp when this snapshot row was first inserted | This column can be used to order the different "versions" of a record. | | dbt_valid_to | The timestamp when this row became invalidated.
For current records, this is `NULL` by default or the value specified in `dbt_valid_to_current`. | The most recent snapshot record will have `dbt_valid_to` set to `NULL` or the specified value. | | dbt_scd_id | A unique key generated for each snapshotted record. | This is used internally by dbt | | dbt_updated_at | The updated_at timestamp of the source record when this snapshot row was inserted. | This is used internally by dbt | +| dbt_is_deleted | A boolean value indicating if the record has been deleted. `True` if deleted, `False` otherwise. | Added when `hard_deletes='new_record'` is configured. This is used internally by dbt | *The timestamps used for each column are subtly different depending on the strategy you use: @@ -445,6 +481,15 @@ Snapshot results (note that `11:30` is not used anywhere): | 1 | pending | 2024-01-01 10:47 | 2024-01-01 10:47 | 2024-01-01 11:05 | 2024-01-01 10:47 | | 1 | shipped | 2024-01-01 11:05 | 2024-01-01 11:05 | | 2024-01-01 11:05 | +Snapshot results with `hard_deletes='new_record'`: + +| id | status | updated_at | dbt_valid_from | dbt_valid_to | dbt_updated_at | dbt_is_deleted | +|----|---------|------------------|------------------|------------------|------------------|----------------| +| 1 | pending | 2024-01-01 10:47 | 2024-01-01 10:47 | 2024-01-01 11:05 | 2024-01-01 10:47 | False | +| 1 | shipped | 2024-01-01 11:05 | 2024-01-01 11:05 | 2024-01-01 11:20 | 2024-01-01 11:05 | False | +| 1 | deleted | 2024-01-01 11:20 | 2024-01-01 11:20 | | 2024-01-01 11:20 | True | + +
diff --git a/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md b/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md index 8b809877870..c1a2c88eda7 100644 --- a/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md +++ b/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md @@ -65,6 +65,7 @@ Beginning in dbt Core 1.9, we've streamlined snapshot configuration and added a - Standard `schema` and `database` configs supported: Snapshots will now be consistent with other dbt resource types. You can specify where environment-aware snapshots should be stored. - Warning for incorrect `updated_at` data type: To ensure data integrity, you'll see a warning if the `updated_at` field specified in the snapshot configuration is not the proper data type or timestamp. - Set a custom current indicator for the value of `dbt_valid_to`: Use the [`dbt_valid_to_current` config](/reference/resource-configs/dbt_valid_to_current) to set a custom indicator for the value of `dbt_valid_to` in current snapshot records (like a future date). By default, this value is `NULL`. When configured, dbt will use the specified value instead of `NULL` for `dbt_valid_to` for current records in the snapshot table. +- Use the [`hard_deletes`](/reference/resource-configs/hard-deletes) configuration to track hard deletes by adding a new record when row become "deleted" in source. This config replaces the `invalidate_hard_deletes` to give you more control on how to handle deleted rows from the source. Supported fields are `ignore`, `invalidate`, and `new_record`. Read more about [Snapshots meta fields](/docs/build/snapshots#snapshot-meta-fields). diff --git a/website/docs/docs/dbt-versions/release-notes.md b/website/docs/docs/dbt-versions/release-notes.md index 55116db68ba..91e6ec0e8cb 100644 --- a/website/docs/docs/dbt-versions/release-notes.md +++ b/website/docs/docs/dbt-versions/release-notes.md @@ -18,6 +18,10 @@ Release notes are grouped by month for both multi-tenant and virtual private clo \* The official release date for this new format of release notes is May 15th, 2024. Historical release notes for prior dates may not reflect all available features released earlier this year or their tenancy availability. +## December 2024 + +- **New**: The [`hard_deletes`](/reference/resource-configs/hard-deletes) config replaces the `invalidate_hard_deletes` config to give you more control on how to handle deleted rows from the source. Supported options are `ignore`, `invalidate`, and `new_record`. + ## November 2024 - **Fix**: Job environment variable overrides in credentials are now respected for Exports. Previously, they were ignored. - **Behavior change**: If you use a custom microbatch macro, set a [`require_batched_execution_for_custom_microbatch_strategy` behavior flag](/reference/global-configs/behavior-changes#custom-microbatch-strategy) in your `dbt_project.yml` to enable batched execution. If you don't have a custom microbatch macro, you don't need to set this flag as dbt will handle microbatching automatically for any model using the [microbatch strategy](/docs/build/incremental-microbatch#how-microbatch-compares-to-other-incremental-strategies). diff --git a/website/docs/reference/resource-configs/hard-deletes.md b/website/docs/reference/resource-configs/hard-deletes.md new file mode 100644 index 00000000000..812be4598c1 --- /dev/null +++ b/website/docs/reference/resource-configs/hard-deletes.md @@ -0,0 +1,113 @@ +--- +title: hard_deletes +resource_types: [snapshots] +description: "Use the `hard_deletes` config to control how deleted rows are tracked in your snapshot table." +datatype: "{}" +default_value: {ignore} +id: "hard-deletes" +sidebar_label: "hard_deletes" +--- + +Available from dbt v1.9 or with [Versionless](/docs/dbt-versions/upgrade-dbt-version-in-cloud#versionless) dbt Cloud. + + + + +```yaml +snapshots: + - name: + config: + hard_deletes: 'ignore', 'invalidate', or 'new_record' +``` + + + + +```yml +snapshots: + [](/reference/resource-configs/resource-path): + +hard_deletes: "ignore", "invalidate", or "new_record" +``` + + + + + +```sql +{{ + config( + unique_key='id', + strategy='timestamp', + updated_at='updated_at', + hard_deletes='ignore', 'invalidate', 'new_record' + ) +}} +``` + + + + +## Description + +Use the `hard_deletes` configuration to track hard deletes by adding a new record when row become "deleted" in source. +Replaces the `invalidate_hard_deletes` config to give you more control on how to handle deleted rows from the source. + +import HardDeletes from '/snippets/_hard-deletes.md'; + + + +:::warning + +If you're updating an existing snapshot to use the `hard_deletes` config, dbt _will not_ handle migrations automatically. We recommend either only using these settings for net-new snapshots, or arranging an update of pre-existing tables before enabling this setting. +::: + +## Default + +By default, if you don’t specify `hard_deletes`, it'll automatically default to `ignore`. Deleted rows will not be tracked and their `dbt_valid_to` column remains `NULL`. + +The `hard_deletes` config has three options: + +| Field | Description | +| --------- | ----------- | +| `ignore` (default) | No action for deleted records. | +| `invalidate` | Behaves the same as the existing `invalidate_hard_deletes=true`, where deleted records are invalidated by setting `dbt_valid_to`. | +| `new_record` | Tracks deleted records as new rows using the `dbt_is_deleted` meta field when records are deleted.| + +## Impact on snapshot records + +- **Backward compatibility**: The `invalidate_hard_deletes` config is still supported for existing snapshots but can't be used alongside `hard_deletes`. +- **New snapshots**: For new snapshots, we recommend using `hard_deletes` instead of `invalidate_hard_deletes`. +- **Migration**: If you switch an existing snapshot to use `hard_deletes` without migrating your data, you may encounter inconsistent or incorrect results, such as a mix of old and new data formats. + +## Example + + + +```yaml +snapshots: + - name: my_snapshot + config: + hard_deletes: new_record # options are: 'ignore', 'invalidate', or 'new_record' + strategy: timestamp + updated_at: updated_at + columns: + - name: dbt_valid_from + description: Timestamp when the record became valid. + - name: dbt_valid_to + description: Timestamp when the record stopped being valid. + - name: dbt_is_deleted + description: Indicates whether the record was deleted. +``` + + + +The resulting snapshot table contains the `hard_deletes: new_record` configuration. If a record is deleted and later restored, the resulting snapshot table might look like this: + +| id | dbt_scd_id | Status | dbt_updated_at | dbt_valid_from | dbt_valid_to | dbt_is_deleted | +| -- | -------------------- | ----- | -------------------- | --------------------| -------------------- | ----------- | +| 1 | 60a1f1dbdf899a4dd... | pending | 2024-10-02 ... | 2024-05-19... | 2024-05-20 ... | False | +| 1 | b1885d098f8bcff51... | cancelled| 2024-10-02 ... | 2024-05-20 ... | 2024-06-03 ... | True | +| 1 | b1885d098f8bcff53... | shipped | 2024-10-02 ... | 2024-06-03 ... | | False | +| 2 | b1885d098f8bcff55... | active | 2024-10-02 ... | 2024-05-19 ... | | False | + +In this example, the `dbt_is_deleted` column is set to `True` when the record is deleted. When the record is restored, the `dbt_is_deleted` column is set to `False`. diff --git a/website/docs/reference/resource-configs/invalidate_hard_deletes.md b/website/docs/reference/resource-configs/invalidate_hard_deletes.md index bdaec7e33a9..c3ca5bbe0d2 100644 --- a/website/docs/reference/resource-configs/invalidate_hard_deletes.md +++ b/website/docs/reference/resource-configs/invalidate_hard_deletes.md @@ -4,6 +4,10 @@ description: "Invalidate_hard_deletes - Read this in-depth guide to learn about datatype: column_name --- +:::tip Use the hard_deletes config instead + +Note, in Versionless and dbt Core 1.9 and higher, the [`hard_deletes`](/reference/resource-configs/hard-deletes) config replaces the `invalidate_hard_deletes` config for better control over how to handle deleted rows from the source. +::: diff --git a/website/docs/reference/resource-configs/snapshot_meta_column_names.md b/website/docs/reference/resource-configs/snapshot_meta_column_names.md index 46aba7886d0..47e3f711624 100644 --- a/website/docs/reference/resource-configs/snapshot_meta_column_names.md +++ b/website/docs/reference/resource-configs/snapshot_meta_column_names.md @@ -19,6 +19,7 @@ snapshots: dbt_valid_to: dbt_scd_id: dbt_updated_at: + dbt_is_deleted: ``` @@ -34,6 +35,7 @@ snapshots: "dbt_valid_to": "", "dbt_scd_id": "", "dbt_updated_at": "", + "dbt_is_deleted": "", } ) }} @@ -52,7 +54,7 @@ snapshots: dbt_valid_to: dbt_scd_id: dbt_updated_at: - + dbt_is_deleted: ``` @@ -71,6 +73,7 @@ By default, dbt snapshots use the following column names to track change history | `dbt_valid_to` | The timestamp when this row is no longer valid. | | | `dbt_scd_id` | A unique key generated for each snapshot row. | This is used internally by dbt. | | `dbt_updated_at` | The `updated_at` timestamp of the source record when this snapshot row was inserted. | This is used internally by dbt. | +| `dbt_is_deleted` | A boolean value indicating if the record has been deleted. `True` if deleted, `False` otherwise. | Added when `hard_deletes='new_record'` is configured. This is used internally by dbt | However, these column names can be customized using the `snapshot_meta_column_names` config. @@ -92,18 +95,20 @@ snapshots: unique_key: id strategy: check check_cols: all + hard_deletes: new_record snapshot_meta_column_names: dbt_valid_from: start_date dbt_valid_to: end_date dbt_scd_id: scd_id dbt_updated_at: modified_date + dbt_is_deleted: is_deleted ``` The resulting snapshot table contains the configured meta column names: -| id | scd_id | modified_date | start_date | end_date | -| -- | -------------------- | -------------------- | -------------------- | -------------------- | -| 1 | 60a1f1dbdf899a4dd... | 2024-10-02 ... | 2024-10-02 ... | 2024-10-02 ... | -| 2 | b1885d098f8bcff51... | 2024-10-02 ... | 2024-10-02 ... | | +| id | scd_id | modified_date | start_date | end_date | is_deleted | +| -- | -------------------- | -------------------- | -------------------- | -------------------- | ---------- | +| 1 | 60a1f1dbdf899a4dd... | 2024-10-02 ... | 2024-10-02 ... | 2024-10-02 ... | False | +| 2 | b1885d098f8bcff51... | 2024-10-02 ... | 2024-10-02 ... | | False | diff --git a/website/docs/reference/snapshot-configs.md b/website/docs/reference/snapshot-configs.md index 7b3c0f8e5b1..361ca3871ed 100644 --- a/website/docs/reference/snapshot-configs.md +++ b/website/docs/reference/snapshot-configs.md @@ -80,6 +80,7 @@ snapshots: [+](/reference/resource-configs/plus-prefix)[check_cols](/reference/resource-configs/check_cols): [] | all [+](/reference/resource-configs/plus-prefix)[snapshot_meta_column_names](/reference/resource-configs/snapshot_meta_column_names): {} [+](/reference/resource-configs/plus-prefix)[invalidate_hard_deletes](/reference/resource-configs/invalidate_hard_deletes) : true | false + [+](/reference/resource-configs/plus-prefix)[hard_deletes](/reference/resource-configs/hard-deletes): string ``` @@ -114,6 +115,7 @@ snapshots: [check_cols](/reference/resource-configs/check_cols): [] | all [snapshot_meta_column_names](/reference/resource-configs/snapshot_meta_column_names): {} [invalidate_hard_deletes](/reference/resource-configs/invalidate_hard_deletes) : true | false + [hard_deletes](/reference/resource-configs/hard-deletes): string ``` @@ -150,7 +152,6 @@ Configurations can be applied to snapshots using the [YAML syntax](/docs/build/s - ### General configurations diff --git a/website/sidebars.js b/website/sidebars.js index 04afb7c0c99..2796d4e7797 100644 --- a/website/sidebars.js +++ b/website/sidebars.js @@ -969,17 +969,18 @@ const sidebarSettings = { label: "For snapshots", items: [ "reference/snapshot-properties", - "reference/resource-configs/snapshot_name", "reference/snapshot-configs", "reference/resource-configs/check_cols", + "reference/resource-configs/dbt_valid_to_current", + "reference/resource-configs/hard-deletes", + "reference/resource-configs/invalidate_hard_deletes", + "reference/resource-configs/snapshot_meta_column_names", + "reference/resource-configs/snapshot_name", "reference/resource-configs/strategy", "reference/resource-configs/target_database", "reference/resource-configs/target_schema", "reference/resource-configs/unique_key", "reference/resource-configs/updated_at", - "reference/resource-configs/invalidate_hard_deletes", - "reference/resource-configs/snapshot_meta_column_names", - "reference/resource-configs/dbt_valid_to_current", ], }, { diff --git a/website/snippets/_hard-deletes.md b/website/snippets/_hard-deletes.md new file mode 100644 index 00000000000..b03a9ed47b8 --- /dev/null +++ b/website/snippets/_hard-deletes.md @@ -0,0 +1,13 @@ + + +**Use `invalidate_hard_deletes` (v1.8 and earlier) if:** +- You want to invalidate deleted rows by setting their `dbt_valid_to` timestamp to the snapshot time (implicit delete). +- You are working with smaller datasets where tracking deletions as a separate state is unnecessary. +- Gaps in the snapshot history (missing records for deleted rows) are acceptable. + +**Use `hard_deletes: new_record` (v1.9 and higher) if:** +- You want to explicitly track deletions by adding new rows with a `dbt_is_deleted` column (explicit delete). +- You want to maintain continuous snapshot history without gaps. +- You are working with larger datasets where explicitly tracking deleted records improves data lineage clarity. + + From 4eefa2c6c99ae599f65d780db47a653fdaaf4fd8 Mon Sep 17 00:00:00 2001 From: Matt Shaver <60105315+matthewshaver@users.noreply.github.com> Date: Wed, 27 Nov 2024 11:09:27 -0500 Subject: [PATCH 130/491] Cumulative metrics behavior flag (#6552) ## What are you changing in this pull request and why? Documents new cumulative metric behavior flag Closes https://github.com/dbt-labs/docs.getdbt.com/issues/6393 ## Checklist - [ ] I have reviewed the [Content style guide](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/content-style-guide.md) so my content adheres to these guidelines. - [ ] The topic I'm writing about is for specific dbt version(s) and I have versioned it according to the [version a whole page](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#adding-a-new-version) and/or [version a block of content](https://github.com/dbt-labs/docs.getdbt.com/blob/current/contributing/single-sourcing-content.md#versioning-blocks-of-content) guidelines. - [ ] I have added checklist item(s) to this list for anything anything that needs to happen before this PR is merged, such as "needs technical review" or "change base branch." - [ ] The content in this PR requires a dbt release note, so I added one to the [release notes page](https://docs.getdbt.com/docs/dbt-versions/dbt-cloud-release-notes). --------- Co-authored-by: nataliefiann <120089939+nataliefiann@users.noreply.github.com> --- .../core-upgrade/06-upgrading-to-v1.9.md | 1 + .../global-configs/behavior-changes.md | 50 +++++++++++++++++++ 2 files changed, 51 insertions(+) diff --git a/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md b/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md index 8b809877870..31153188978 100644 --- a/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md +++ b/website/docs/docs/dbt-versions/core-upgrade/06-upgrading-to-v1.9.md @@ -84,6 +84,7 @@ You can read more about each of these behavior changes in the following links: - (Introduced, disabled by default) [`skip_nodes_if_on_run_start_fails` project config flag](/reference/global-configs/behavior-changes#behavior-change-flags). If the flag is set and **any** `on-run-start` hook fails, mark all selected nodes as skipped. - `on-run-start/end` hooks are **always** run, regardless of whether they passed or failed last time. - (Introduced, disabled by default) [[Redshift] `restrict_direct_pg_catalog_access`](/reference/global-configs/behavior-changes#redshift-restrict_direct_pg_catalog_access). If the flag is set the adapter will use the Redshift API (through the Python client) if available, or query Redshift's `information_schema` tables instead of using `pg_` tables. +- (Introduced, disabled by default) [`require_nested_cumulative_type_params`](/reference/global-configs/behavior-changes#cumulative-metrics). If the flag is set to `True`, users will receive an error instead of a warning if they're not proprly formatting cumulative metrics using the new [`cumulative_type_params`](/docs/build/cumulative#parameters) nesting. - (Introduced, disabled by default) [`require_batched_execution_for_custom_microbatch_strategy`](/reference/global-configs/behavior-changes#custom-microbatch-strategy). Set to `True` if you use a custom microbatch macro to enable batched execution. If you don't have a custom microbatch macro, you don't need to set this flag as dbt will handle microbatching automatically for any model using the microbatch strategy. ## Adapter specific features and functionalities diff --git a/website/docs/reference/global-configs/behavior-changes.md b/website/docs/reference/global-configs/behavior-changes.md index 7b69ac44084..bccf96eb728 100644 --- a/website/docs/reference/global-configs/behavior-changes.md +++ b/website/docs/reference/global-configs/behavior-changes.md @@ -76,6 +76,7 @@ When we use dbt Cloud in the following table, we're referring to accounts that h | [state_modified_compare_more_unrendered_values](#source-definitions-for-state) | 2024.10 | TBD* | 1.9.0 | TBD* | | [require_yaml_configuration_for_mf_time_spines](#metricflow-time-spine-yaml) | 2024.10 | TBD* | 1.9.0 | TBD* | | [require_batched_execution_for_custom_microbatch_strategy](#custom-microbatch-strategy) | 2024.11 | TBD* | 1.9.0 | TBD* | +| [cumulative_type_params](#cumulative-metrics-parameter) | 2024.11 | TBD* | 1.9.0 | TBD* | When the dbt Cloud Maturity is "TBD," it means we have not yet determined the exact date when these flags' default values will change. Affected users will see deprecation warnings in the meantime, and they will receive emails providing advance warning ahead of the maturity date. In the meantime, if you are seeing a deprecation warning, you can either: - Migrate your project to support the new behavior, and then set the flag to `True` to stop seeing the warnings. @@ -175,3 +176,52 @@ Set the flag is set to `True` if you have a custom microbatch macro set up in yo If you have a custom microbatch macro and the flag is left as `False`, dbt will issue a deprecation warning. Previously, users needed to set the `DBT_EXPERIMENTAL_MICROBATCH` environment variable to `True` to prevent unintended interactions with existing custom incremental strategies. But this is no longer necessary, as setting `DBT_EXPERMINENTAL_MICROBATCH` will no longer have an effect on runtime functionality. + +### Cumulative metrics + +[Cumulative-type metrics](/docs/build/cumulative#parameters) are nested under the `cumulative_type_params` field in Versionless dbt Cloud, dbt Core v1.9 and newer. Currently, dbt will warn users if they have cumulative metrics improperly nested. To enforce the new format (resulting in an error instead of a warning), set the `require_nested_cumulative_type_params` to `True`. + +Use the following metric configured with the syntax before v1.9 as an example: + +```yaml + + type: cumulative + type_params: + measure: order_count + window: 7 days + +``` + +If you run `dbt parse` with that syntax on Core v1.9 or Versionless dbt Cloud, you will receive a warning like: + +```bash + +15:36:22 [WARNING]: Cumulative fields `type_params.window` and +`type_params.grain_to_date` has been moved and will soon be deprecated. Please +nest those values under `type_params.cumulative_type_params.window` and +`type_params.cumulative_type_params.grain_to_date`. See documentation on +behavior changes: +https://docs.getdbt.com/reference/global-configs/behavior-changes. + +``` + +If you set `require_nested_cumulative_type_params` to `True` and re-run `dbt parse` you will now receive an error like: + +```bash + +21:39:18 Cumulative fields `type_params.window` and `type_params.grain_to_date` should be nested under `type_params.cumulative_type_params.window` and `type_params.cumulative_type_params.grain_to_date`. Invalid metrics: orders_last_7_days. See documentation on behavior changes: https://docs.getdbt.com/reference/global-configs/behavior-changes. + +``` + +Once the metric is updated, it will work as expected: + +```yaml + + type: cumulative + type_params: + measure: + name: order_count + cumulative_type_params: + window: 7 days + +``` \ No newline at end of file From 0f86a11887c7bc3e92aebbc926eb3ae4fb52fb7f Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Wed, 27 Nov 2024 16:38:25 +0000 Subject: [PATCH 131/491] remove old --- website/docs/docs/build/snapshots.md | 2 -- website/docs/reference/snapshot-configs.md | 2 -- 2 files changed, 4 deletions(-) diff --git a/website/docs/docs/build/snapshots.md b/website/docs/docs/build/snapshots.md index 286f7450b4c..056ef28a17f 100644 --- a/website/docs/docs/build/snapshots.md +++ b/website/docs/docs/build/snapshots.md @@ -62,7 +62,6 @@ snapshots: [unique_key](/reference/resource-configs/unique_key): column_name_or_expression [check_cols](/reference/resource-configs/check_cols): [column_name] | all [updated_at](/reference/resource-configs/updated_at): column_name - [invalidate_hard_deletes](/reference/resource-configs/invalidate_hard_deletes): true | false [snapshot_meta_column_names](/reference/resource-configs/snapshot_meta_column_names): dictionary [dbt_valid_to_current](/reference/resource-configs/dbt_valid_to_current): string [hard_deletes](/reference/resource-configs/hard-deletes): string @@ -81,7 +80,6 @@ The following table outlines the configurations available for snapshots: | [unique_key](/reference/resource-configs/unique_key) | A column(s) (string or array) or expression for the record | Yes | `id` or `[order_id, product_id]` | | [check_cols](/reference/resource-configs/check_cols) | If using the `check` strategy, then the columns to check | Only if using the `check` strategy | ["status"] | | [updated_at](/reference/resource-configs/updated_at) | If using the `timestamp` strategy, the timestamp column to compare | Only if using the `timestamp` strategy | updated_at | -| [invalidate_hard_deletes](/reference/resource-configs/invalidate_hard_deletes) | Find hard deleted records in source and set `dbt_valid_to` to current time if the record no longer exists | No | True | | [dbt_valid_to_current](/reference/resource-configs/dbt_valid_to_current) | Set a custom indicator for the value of `dbt_valid_to` in current snapshot records (like a future date). By default, this value is `NULL`. When configured, dbt will use the specified value instead of `NULL` for `dbt_valid_to` for current records in the snapshot table.| No | string | | [snapshot_meta_column_names](/reference/resource-configs/snapshot_meta_column_names) | Customize the names of the snapshot meta fields | No | dictionary | | [hard_deletes](/reference/resource-configs/hard-deletes) | Track hard deletes by adding a new record when row become "deleted" in source | No | string | diff --git a/website/docs/reference/snapshot-configs.md b/website/docs/reference/snapshot-configs.md index 361ca3871ed..b40bbe48554 100644 --- a/website/docs/reference/snapshot-configs.md +++ b/website/docs/reference/snapshot-configs.md @@ -79,7 +79,6 @@ snapshots: [+](/reference/resource-configs/plus-prefix)[updated_at](/reference/resource-configs/updated_at): [+](/reference/resource-configs/plus-prefix)[check_cols](/reference/resource-configs/check_cols): [] | all [+](/reference/resource-configs/plus-prefix)[snapshot_meta_column_names](/reference/resource-configs/snapshot_meta_column_names): {} - [+](/reference/resource-configs/plus-prefix)[invalidate_hard_deletes](/reference/resource-configs/invalidate_hard_deletes) : true | false [+](/reference/resource-configs/plus-prefix)[hard_deletes](/reference/resource-configs/hard-deletes): string ``` @@ -114,7 +113,6 @@ snapshots: [updated_at](/reference/resource-configs/updated_at): [check_cols](/reference/resource-configs/check_cols): [] | all [snapshot_meta_column_names](/reference/resource-configs/snapshot_meta_column_names): {} - [invalidate_hard_deletes](/reference/resource-configs/invalidate_hard_deletes) : true | false [hard_deletes](/reference/resource-configs/hard-deletes): string ``` From c1f0ae602a20ba1515d2f8d7d706a61dc0094098 Mon Sep 17 00:00:00 2001 From: faithebear <149540831+faithebear@users.noreply.github.com> Date: Wed, 27 Nov 2024 09:41:04 -0700 Subject: [PATCH 132/491] Create 2024-11-27-test-smarter-part-2--initial commit --- website/blog/2024-11-27-test-smarter-part-2 | 123 ++++++++++++++++++++ 1 file changed, 123 insertions(+) create mode 100644 website/blog/2024-11-27-test-smarter-part-2 diff --git a/website/blog/2024-11-27-test-smarter-part-2 b/website/blog/2024-11-27-test-smarter-part-2 new file mode 100644 index 00000000000..3193d06babe --- /dev/null +++ b/website/blog/2024-11-27-test-smarter-part-2 @@ -0,0 +1,123 @@ +--- +title: "Test smarter: Where should tests go in your pipeline?" +description: "Testing your data should drive action, not accumulate alerts. We take our testing framework developed in our last post and make recommendations for where tests ought to go at each transformation stage." +slug: test-smarter-where-tests-should-go + +authors: [faith_mckenna, jerrie_kumalah_kenney] + +tags: [analytics craft] +hide_table_of_contents: false + +date: 2024-12-09 +is_featured: true +--- + +👋 Greetings, dbt’ers! It’s Faith & Jerrie, back again to offer tactical advice on *where* to put tests in your pipeline. + +In [our first post](https://docs.getdbt.com/blog/test-smarter-not-harder) on refining testing best practices, we developed a prioritized list of data quality concerns. We also documented first steps for debugging each concern. This post will guide you on where specific tests should go in your data pipeline. + +**Note that we are constructing this guidance based on how we [structure data at dbt Labs.](https://docs.getdbt.com/best-practices/how-we-structure/1-guide-overview#guide-structure-overview)** You may use a different modeling approach—that’s okay! Translate our guidance to your data’s shape, and let us know in the comments section what modifications you made. + +First, here’s our opinions on where specific tests should go: + +- Source tests should be fixable data quality concerns. (See the callout box below for what we mean by “fixable”) +- Staging tests should be business-focused anomalies specific to individual tables, such as accepted ranges or ensuring sequential values. In addition to these tests, your staging layer should clean **up **any nulls, duplicates, or outliers that you can’t fix in your source system. You generally don’t need to test your cleanup efforts. +- Intermediate and marts layer tests should be business-focused anomalies resulting specifically from joins or calculations. You also may consider adding additional primary key and not null tests on columns where it’s especially important to protect the grain. + +## Where should tests go in your pipeline? + +![Screenshot 2024-11-27 at 9.11.17 AM.png](Test%20Smarter%20Where%20should%20tests%20go%20in%20your%20pipelin%20128bb38ebda7803bb5c2e274c49b2599/Screenshot_2024-11-27_at_9.11.17_AM.png) + +This diagram above outlines where you might put specific data tests in your pipeline. Let’s expand on it and discuss where each type of data quality issue should be tested. + +### Sources + +Tests applied to your sources should indicate **fixable-at-the-source-system** issues**.** If your source tests flag source system issues that aren’t fixable, remove the test and mitigate the problem in your staging layer instead. + + + +Here’s our recommendation for what tests belong on your sources. + +- **Source freshness**—testing data freshness for sources that are critical to your pipelines. + - If any sources feed into any of the “top 3” [priority categories](https://docs.getdbt.com/blog/test-smarter-not-harder#how-to-prioritize-data-quality-concerns-in-your-pipeline) in our last post, put [`dbt source freshness`](https://docs.getdbt.com/docs/deploy/source-freshness) in your job execution commands. If your sources are stale, dbt Cloud will fail your job. + - If none of your sources feed into high priority categories, check the box in the dbt Cloud UI so source freshness doesn’t fail your job. +- **Data hygiene** tests that are ***fixable*** in the source system (see our note above on “fixability”). + - Examples: + - Duplicate customer records that can be deleted in the source system + - Null records, such as a customer name or email address, that can be entered into the source system + - Primary key testing where duplicates are removable in the source system + +### Staging + +In the staging layer, focus on business anomaly detection as well as cleaning up or mitigating data issues that can't be fixed at the source. + +- **Data cleanup and issue mitigation:** You will probably have data quality or hygiene issues that you can’t fix in your source system. This is what your staging layer is for. Use our [best practices around staging layers](https://docs.getdbt.com/best-practices/how-we-structure/2-staging) to clean things up. Don’t add tests to your cleanup efforts. If you’re filtering out nulls in a column, adding a not_null test is repetitive! 🌶️ +- **Business-focused anomaly examples:** these are data quality issues you *should* test for in your staging layer, because they fall outside of your business’s defined norms. These might be: + - Values inside a single column that fall outside of an acceptable range. For example, a sale amount that may indicate excessive discounting and require intervention. + - A transaction size that usually indicates fraud and spurs further investigation into the offending transaction. + - An monthly invoice amount that varies more than a certain % from other invoices in its category. This could indicate anything from a clerical error to improper spending, and is worth flagging with a test. + +### Intermediate (if applicable) + +In your intermediate layer, focus on data hygiene and anomaly tests for new columns. Don’t re-test passthrough columns from sources or staging. Here are some examples of tests you might put in your intermediate layer based on the use cases of intermediate models we [outline in this guide.](https://docs.getdbt.com/best-practices/how-we-structure/3-intermediate#intermediate-models) + +- Intermediate models often re-grain models to prepare them for marts. + - **Add a primary key test** to any re-grained models. + - Additionally, consider adding a primary key test to models where the grain *has remained the same* but has been *enriched.* This helps future-proof your enriched models against future developers who may not be able to glean your intention from SQL alone. +- Intermediate models may perform a first set of joins or aggregations to reduce complexity in a final mart. + - **Add simple anomaly tests ****to verify the behavior of your sets of joins and aggregations. This may look like: + - An [accepted_values](https://docs.getdbt.com/reference/resource-properties/data-tests#accepted_values) test on a newly calculated categorical column. + - A [mutually_exclusive_ranges](https://docs.getdbt.com/reference/resource-properties/data-tests#accepted_values) test on two columns whose values behave in relation to one another (ex: asserting age ranges do not overlap). + - A [not_constant](https://docs.getdbt.com/reference/resource-properties/data-tests#accepted_values) test on a column whose value should be continually changing (ex: page view counts on website analytics). +- Intermediate models may isolate complex operations. + - The anomaly tests we list above may suffice here. + - You might also consider [unit testing](https://docs.getdbt.com/docs/build/unit-tests) any particularly complex pieces of SQL logic. + +### Marts + +Marts layer testing will follow the same hygiene-or-anomaly pattern as staging and intermediate. Similar to your intermediate layer, you should focus your testing on net-new columns in your marts layer. This might look like: + +- **Unit tests:** validate especially complex transformation logic. For example: + - Calculating dates in a way that feeds into forecasting. + - Customer segmentation logic, especially logic that has a lot of CASE-WHEN statements. +- **Primary key tests:** primarily ****where your mart's granularity has changed from its staging/intermediate inputs. + - Similar to the intermediate models above, you may also want to add primary key tests to models whose grain hasn’t changed, but have been enriched with other data. Primary key tests here communicate your intent. +- **Business focused anomaly tests:** focus on **new** calculated fields, such as: + - Singular tests on high-priority, high-impact tables where you have a specific problem you want forewarning about. + - This might be something like fuzzy matching logic to detect when the same person is making multiple emails to extend a free trial beyond its acceptable end date. + - A test for calculated numerical fields that shouldn’t vary by more than certain percentage in a week. + - A calculated ledger table that follows certain business rules, i.e. today’s running total of spend must always be greater than yesterday’s. + +### CI/CD + +All of the testing you’ve applied in your different layers is the manual work of constructing your framework. CI/CD is where it gets automated. + +You should run a [slim CI](https://docs.getdbt.com/best-practices/best-practice-workflows#run-only-modified-models-to-test-changes-slim-ci) by default, unless there’s good reason to build everything in your project. + +With CI/CD and your regular production runs, your testing framework can be on autopilot. 😎 + +If and when you encounter failures, consult your trusty testing framework doc you built in our [earlier post.](https://docs.getdbt.com/blog/test-smarter-not-harder) + +### Advanced CI + +In the early stages of your smarter testing journey, start with dbt Cloud’s built-in flags for [advanced CI](https://www.notion.so/Test-Smarter-Where-should-tests-go-in-your-pipeline-128bb38ebda7803bb5c2e274c49b2599?pvs=21). In PRs with advanced CI enabled, dbt Cloud will flag what has been modified, added, or removed in the “compare changes” section. These three flags offer confidence and evidence that your changes are what you expect. Then, hand them off for peer review. Advanced CI helps jump start your colleague’s review of your work by bringing all of the implications of the change into one place. + +We consider usage of Advanced CI beyond the modified, added, or changed gut checks to be an advanced (heh) testing strategy, and look forward to hearing how you use it. + +## Wrapping it all up + +Judicious data testing is like training for a marathon. It’s not productive to go run 20 miles a day and hope that you’ll be marathon-ready and uninjured. Similarly, throwing data tests randomly at your data pipeline without careful thought is not going to tell you much about your data quality. + +Runners go into marathons with training plans. Analytics engineers who care about data quality approach the issue with a plan, too. + +As you try out some of the guidance above here, remember that your testing needs are going to evolve over time. Don’t be afraid to revise your original testing strategy. + +Let us know your thoughts on these strategies in the comments section. Try them out, and share your thoughts to help us refine them. 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z!1WjqaN6uAIc~|!i%iPgl8Lb=8QhY2(U)K6Zo6Nd!@5I7ura_c$34rXmDW^&S~png zdLoKePpQ>dfoEtJL2XP8;GF1cuWtLtGtu~eKrwMtjE~4Q!}x$=cY&uVA46+sVr*14 zgP!aDBZG* Date: Wed, 27 Nov 2024 09:56:00 -0700 Subject: [PATCH 138/491] Delete website/static/img/blog/2024-11-27-test-smarter-part-2/test --- website/static/img/blog/2024-11-27-test-smarter-part-2/test | 1 - 1 file changed, 1 deletion(-) delete mode 100644 website/static/img/blog/2024-11-27-test-smarter-part-2/test diff --git a/website/static/img/blog/2024-11-27-test-smarter-part-2/test b/website/static/img/blog/2024-11-27-test-smarter-part-2/test deleted file mode 100644 index 8b137891791..00000000000 --- a/website/static/img/blog/2024-11-27-test-smarter-part-2/test +++ /dev/null @@ -1 +0,0 @@ - From d6b37aabbc0566f9a257ce303ec0d2b06b9a4704 Mon Sep 17 00:00:00 2001 From: faithebear <149540831+faithebear@users.noreply.github.com> Date: Wed, 27 Nov 2024 09:57:40 -0700 Subject: [PATCH 139/491] Update 2024-11-27-test-smarter-part-2--add diagram --- website/blog/2024-11-27-test-smarter-part-2 | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/blog/2024-11-27-test-smarter-part-2 b/website/blog/2024-11-27-test-smarter-part-2 index 3193d06babe..4246c02fe8e 100644 --- a/website/blog/2024-11-27-test-smarter-part-2 +++ b/website/blog/2024-11-27-test-smarter-part-2 @@ -26,7 +26,7 @@ First, here’s our opinions on where specific tests should go: ## Where should tests go in your pipeline? -![Screenshot 2024-11-27 at 9.11.17 AM.png](Test%20Smarter%20Where%20should%20tests%20go%20in%20your%20pipelin%20128bb38ebda7803bb5c2e274c49b2599/Screenshot_2024-11-27_at_9.11.17_AM.png) +![A horizontal, multicolored diagram that shows examples of where tests ought to be placed in a data pipeline.](/img/blog/2024-11-27-test-smarter-part-2/testing_pipeline.png) This diagram above outlines where you might put specific data tests in your pipeline. Let’s expand on it and discuss where each type of data quality issue should be tested. From 8dbb316ea743de50931b3286adaa870cf740468b Mon Sep 17 00:00:00 2001 From: mirnawong1 Date: Wed, 27 Nov 2024 16:58:25 +0000 Subject: [PATCH 140/491] remove beta --- website/docs/docs/dbt-versions/release-notes.md | 3 +++ website/docs/docs/deploy/model-notifications.md | 8 -------- website/docs/docs/deploy/monitor-jobs.md | 2 +- 3 files changed, 4 insertions(+), 9 deletions(-) diff --git a/website/docs/docs/dbt-versions/release-notes.md b/website/docs/docs/dbt-versions/release-notes.md index 55116db68ba..17fd3add960 100644 --- a/website/docs/docs/dbt-versions/release-notes.md +++ b/website/docs/docs/dbt-versions/release-notes.md @@ -18,6 +18,9 @@ Release notes are grouped by month for both multi-tenant and virtual private clo \* The official release date for this new format of release notes is May 15th, 2024. Historical release notes for prior dates may not reflect all available features released earlier this year or their tenancy availability. +## December 2024 +- **New**: [Model notifications](/docs/deploy/model-notifications) is now generally available in dbt Cloud. These notifications alert model owners through email about any issues encountered by models and tests as soon as they occur while running a job. + ## November 2024 - **Fix**: Job environment variable overrides in credentials are now respected for Exports. Previously, they were ignored. - **Behavior change**: If you use a custom microbatch macro, set a [`require_batched_execution_for_custom_microbatch_strategy` behavior flag](/reference/global-configs/behavior-changes#custom-microbatch-strategy) in your `dbt_project.yml` to enable batched execution. If you don't have a custom microbatch macro, you don't need to set this flag as dbt will handle microbatching automatically for any model using the [microbatch strategy](/docs/build/incremental-microbatch#how-microbatch-compares-to-other-incremental-strategies). diff --git a/website/docs/docs/deploy/model-notifications.md b/website/docs/docs/deploy/model-notifications.md index a6d4c467f0b..f444f258120 100644 --- a/website/docs/docs/deploy/model-notifications.md +++ b/website/docs/docs/deploy/model-notifications.md @@ -3,8 +3,6 @@ title: "Model notifications" description: "While a job is running, receive email notifications in real time about any issues with your models and tests. " --- -# Model notifications - Set up dbt to notify the appropriate model owners through email about issues as soon as they occur, while the job is still running. Model owners can specify which statuses to receive notifications about: - `Success` and `Fails` for models @@ -12,12 +10,6 @@ Set up dbt to notify the appropriate model owners through email about issues as With model-level notifications, model owners can be the first ones to know about issues before anyone else (like the stakeholders). -:::info Beta feature - -This feature is currently available in [beta](/docs/dbt-versions/product-lifecycles#dbt-cloud) to a limited group of users and is gradually being rolled out. If you're in the beta, please contact the Support team at support@getdbt.com for assistance or questions. - -::: - To be timely and keep the number of notifications to a reasonable amount when multiple models or tests trigger them, dbt observes the following guidelines when notifying the owners: - Send a notification to each unique owner/email during a job run about any models (with status of failure/success) or tests (with status of warning/failure/success). Each owner receives only one notification, the initial one. diff --git a/website/docs/docs/deploy/monitor-jobs.md b/website/docs/docs/deploy/monitor-jobs.md index 1cbba23161e..40298f0cdbe 100644 --- a/website/docs/docs/deploy/monitor-jobs.md +++ b/website/docs/docs/deploy/monitor-jobs.md @@ -13,7 +13,7 @@ This portion of our documentation will go over dbt Cloud's various capabilities - [Run visibility](/docs/deploy/run-visibility) — View your run history to help identify where improvements can be made to scheduled jobs. - [Retry jobs](/docs/deploy/retry-jobs) — Rerun your errored jobs from start or the failure point. - [Job notifications](/docs/deploy/job-notifications) — Receive email or Slack notifications when a job run succeeds, encounters warnings, fails, or is canceled. -- [Model notifications](/docs/deploy/model-notifications) — Receive email notifications about any issues encountered by your models and tests as soon as they occur while running a job. +- [Model notifications](/docs/deploy/model-notifications) — Receive email notifications about any issues encountered by your models and tests as soon as they occur while running a job. - [Webhooks](/docs/deploy/webhooks) — Use webhooks to send events about your dbt jobs' statuses to other systems. - [Leverage artifacts](/docs/deploy/artifacts) — dbt Cloud generates and saves artifacts for your project, which it uses to power features like creating docs for your project and reporting freshness of your sources. - [Source freshness](/docs/deploy/source-freshness) — Monitor data governance by enabling snapshots to capture the freshness of your data sources. From a320e28b49485660483db7e5b8a266e23904ae12 Mon Sep 17 00:00:00 2001 From: Mirna Wong <89008547+mirnawong1@users.noreply.github.com> Date: Wed, 27 Nov 2024 17:03:58 +0000 Subject: [PATCH 141/491] Update website/docs/docs/deploy/model-notifications.md --- website/docs/docs/deploy/model-notifications.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/docs/deploy/model-notifications.md b/website/docs/docs/deploy/model-notifications.md index f1563afe0c7..a4e2307ccc7 100644 --- a/website/docs/docs/deploy/model-notifications.md +++ b/website/docs/docs/deploy/model-notifications.md @@ -61,7 +61,7 @@ groups: ## Attach groups to models -Attach groups to models as you would any other config, in either the `dbt_project.yml` or `.yml` files. For example: +Attach groups to models as you would any other config, in either the `dbt_project.yml` or `whatever.yml` files. For example: From 534954a7dddb05abf8b00502146ad674e0731b36 Mon Sep 17 00:00:00 2001 From: faithebear <149540831+faithebear@users.noreply.github.com> Date: Wed, 27 Nov 2024 10:04:45 -0700 Subject: [PATCH 142/491] first pass at formatting edits to test smarter part 2 --- website/blog/2024-11-27-test-smarter-part-2 | 22 ++++++++++----------- 1 file changed, 11 insertions(+), 11 deletions(-) diff --git a/website/blog/2024-11-27-test-smarter-part-2 b/website/blog/2024-11-27-test-smarter-part-2 index 4246c02fe8e..c1afd697fdd 100644 --- a/website/blog/2024-11-27-test-smarter-part-2 +++ b/website/blog/2024-11-27-test-smarter-part-2 @@ -35,10 +35,10 @@ This diagram above outlines where you might put specific data tests in your pipe Tests applied to your sources should indicate **fixable-at-the-source-system** issues**.** If your source tests flag source system issues that aren’t fixable, remove the test and mitigate the problem in your staging layer instead.

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