From 6283876e0c29b31d772558eeb75979fd0d739326 Mon Sep 17 00:00:00 2001 From: Sung Won Chung Date: Tue, 2 Apr 2024 15:21:24 -0700 Subject: [PATCH 01/14] use simpler, cleaner data --- models/customers.sql | 69 + models/dim_accounts.sql | 46 - models/fct_sales.sql | 28 - models/orders.sql | 56 + models/seed_feature_used.sql | 12 - models/seed_org_created.sql | 16 - models/seed_signed_in.sql | 12 - models/seed_subscription_created.sql | 17 - models/seed_user_created.sql | 18 - models/staging/stg_customers.sql | 22 + models/staging/stg_orders.sql | 23 + models/staging/stg_payments.sql | 25 + seeds/feature_used.csv | 4562 -------------------------- seeds/org_created.csv | 147 - seeds/raw_customers.csv | 101 + seeds/raw_orders.csv | 100 + seeds/raw_payments.csv | 114 + seeds/signed_in.csv | 158 - seeds/subscription_created.csv | 54 - seeds/user_created.csv | 476 --- 20 files changed, 510 insertions(+), 5546 deletions(-) create mode 100644 models/customers.sql delete mode 100644 models/dim_accounts.sql delete mode 100644 models/fct_sales.sql create mode 100644 models/orders.sql delete mode 100644 models/seed_feature_used.sql delete mode 100644 models/seed_org_created.sql delete mode 100644 models/seed_signed_in.sql delete mode 100644 models/seed_subscription_created.sql delete mode 100644 models/seed_user_created.sql create mode 100644 models/staging/stg_customers.sql create mode 100644 models/staging/stg_orders.sql create mode 100644 models/staging/stg_payments.sql delete mode 100644 seeds/feature_used.csv delete mode 100644 seeds/org_created.csv create mode 100644 seeds/raw_customers.csv create mode 100644 seeds/raw_orders.csv create mode 100644 seeds/raw_payments.csv delete mode 100644 seeds/signed_in.csv delete mode 100644 seeds/subscription_created.csv delete mode 100644 seeds/user_created.csv diff --git a/models/customers.sql b/models/customers.sql new file mode 100644 index 0000000..016a004 --- /dev/null +++ b/models/customers.sql @@ -0,0 +1,69 @@ +with customers as ( + + select * from {{ ref('stg_customers') }} + +), + +orders as ( + + select * from {{ ref('stg_orders') }} + +), + +payments as ( + + select * from {{ ref('stg_payments') }} + +), + +customer_orders as ( + + select + customer_id, + + min(order_date) as first_order, + max(order_date) as most_recent_order, + count(order_id) as number_of_orders + from orders + + group by customer_id + +), + +customer_payments as ( + + select + orders.customer_id, + sum(amount) as total_amount + + from payments + + left join orders on + payments.order_id = orders.order_id + + group by orders.customer_id + +), + +final as ( + + select + customers.customer_id, + customers.first_name, + customers.last_name, + customer_orders.first_order, + customer_orders.most_recent_order, + customer_orders.number_of_orders, + customer_payments.total_amount as customer_lifetime_value + + from customers + + left join customer_orders + on customers.customer_id = customer_orders.customer_id + + left join customer_payments + on customers.customer_id = customer_payments.customer_id + +) + +select * from final diff --git a/models/dim_accounts.sql b/models/dim_accounts.sql deleted file mode 100644 index cdae148..0000000 --- a/models/dim_accounts.sql +++ /dev/null @@ -1,46 +0,0 @@ -MODEL ( - name demo.dim_accounts, - cron '@daily', - grain org_id, - audits (UNIQUE_VALUES(columns = ( - org_id - )), NOT_NULL(columns = ( - org_id - ))) -); - -WITH accounts AS ( - /* prod */ - SELECT - org_id, - MIN(event_timestamp) AS created_at - FROM demo.seed_signed_in - GROUP BY - 1 -) /* --dev */ /* SELECT */ /* org_id */ /* , org_name */ /* , employee_range */ /* , created_at */ /* FROM {{ ref('org_created') }} */, user_count AS ( - SELECT - org_id, - COUNT(DISTINCT user_id) AS num_users - FROM demo.seed_user_created - GROUP BY - 1 -), subscriptions AS ( - SELECT - org_id, - event_timestamp AS sub_created_at, - plan AS sub_plan, - price AS sub_price - FROM demo.seed_subscription_created -) -SELECT - org_id, - created_at, - num_users, - sub_created_at, - sub_plan, - sub_price -FROM accounts -LEFT JOIN user_count - USING (org_id) -LEFT JOIN subscriptions - USING (org_id) \ No newline at end of file diff --git a/models/fct_sales.sql b/models/fct_sales.sql deleted file mode 100644 index ad42fb1..0000000 --- a/models/fct_sales.sql +++ /dev/null @@ -1,28 +0,0 @@ -MODEL ( - name demo.fct_sales, - cron '@daily', - grain date_month, - audits (UNIQUE_VALUES(columns = ( - date_month - )), NOT_NULL(columns = ( - date_month - ))) -); - -/* TODO: update this to feel like an actual fact table at the lowest grain */ -WITH final AS ( - SELECT - DATE_TRUNC('MONTH', sub_created_at) AS date_month, - COUNT(DISTINCT org_id) AS cnt_subscribers, - SUM(sub_price) AS sum_revenue - FROM demo.dim_accounts - WHERE - NOT sub_created_at IS NULL - GROUP BY - 1 - ORDER BY - 1 -) -SELECT - * -FROM final \ No newline at end of file diff --git a/models/orders.sql b/models/orders.sql new file mode 100644 index 0000000..cbb2934 --- /dev/null +++ b/models/orders.sql @@ -0,0 +1,56 @@ +{% set payment_methods = ['credit_card', 'coupon', 'bank_transfer', 'gift_card'] %} + +with orders as ( + + select * from {{ ref('stg_orders') }} + +), + +payments as ( + + select * from {{ ref('stg_payments') }} + +), + +order_payments as ( + + select + order_id, + + {% for payment_method in payment_methods -%} + sum(case when payment_method = '{{ payment_method }}' then amount else 0 end) as {{ payment_method }}_amount, + {% endfor -%} + + sum(amount) as total_amount + + from payments + + group by order_id + +), + +final as ( + + select + orders.order_id, + orders.customer_id, + orders.order_date, + orders.status, + + {% for payment_method in payment_methods -%} + + order_payments.{{ payment_method }}_amount, + + {% endfor -%} + + order_payments.total_amount as amount + + from orders + + + left join order_payments + on orders.order_id = order_payments.order_id + +) + +select * from final diff --git a/models/seed_feature_used.sql b/models/seed_feature_used.sql deleted file mode 100644 index 43fb3fa..0000000 --- a/models/seed_feature_used.sql +++ /dev/null @@ -1,12 +0,0 @@ -MODEL ( - name demo.seed_feature_used, - kind SEED ( - path '../seeds/feature_used.csv' - ), - columns ( - org_id INT, - event_timestamp TIMESTAMP, - activity TEXT - ), - grain (org_id, event_timestamp, activity) -) \ No newline at end of file diff --git a/models/seed_org_created.sql b/models/seed_org_created.sql deleted file mode 100644 index 56d3d7b..0000000 --- a/models/seed_org_created.sql +++ /dev/null @@ -1,16 +0,0 @@ -MODEL ( - name demo.seed_org_created, - kind SEED ( - path '../seeds/org_created.csv' - ), - columns ( - org_id INT, - org_name TEXT, - domain TEXT, - employee_range TEXT, - created_at TIMESTAMP - ), - grain ( - org_id - ) -) \ No newline at end of file diff --git a/models/seed_signed_in.sql b/models/seed_signed_in.sql deleted file mode 100644 index 0b429b4..0000000 --- a/models/seed_signed_in.sql +++ /dev/null @@ -1,12 +0,0 @@ -MODEL ( - name demo.seed_signed_in, - kind SEED ( - path '../seeds/signed_in.csv' - ), - columns ( - org_id INT, - event_timestamp TIMESTAMP, - activity TEXT - ), - grain (org_id, event_timestamp, activity) -) \ No newline at end of file diff --git a/models/seed_subscription_created.sql b/models/seed_subscription_created.sql deleted file mode 100644 index 25abcc2..0000000 --- a/models/seed_subscription_created.sql +++ /dev/null @@ -1,17 +0,0 @@ -MODEL ( - name demo.seed_subscription_created, - kind SEED ( - path '../seeds/subscription_created.csv' - ), - columns ( - org_id INT, - event_timestamp TIMESTAMP, - activity TEXT, - plan TEXT, - price INT, - deployment TEXT - ), - grain ( - org_id - ) -) \ No newline at end of file diff --git a/models/seed_user_created.sql b/models/seed_user_created.sql deleted file mode 100644 index 46357c0..0000000 --- a/models/seed_user_created.sql +++ /dev/null @@ -1,18 +0,0 @@ -MODEL ( - name demo.seed_user_created, - kind SEED ( - path '../seeds/user_created.csv' - ), - columns ( - user_id INT, - org_id INT, - first_name TEXT, - last_name TEXT, - email TEXT, - is_first_user BOOLEAN, - created_at TIMESTAMP - ), - grain ( - user_id - ) -) \ No newline at end of file diff --git a/models/staging/stg_customers.sql b/models/staging/stg_customers.sql new file mode 100644 index 0000000..cad0472 --- /dev/null +++ b/models/staging/stg_customers.sql @@ -0,0 +1,22 @@ +with source as ( + + {#- + Normally we would select from the table here, but we are using seeds to load + our data in this project + #} + select * from {{ ref('raw_customers') }} + +), + +renamed as ( + + select + id as customer_id, + first_name, + last_name + + from source + +) + +select * from renamed diff --git a/models/staging/stg_orders.sql b/models/staging/stg_orders.sql new file mode 100644 index 0000000..a654dcb --- /dev/null +++ b/models/staging/stg_orders.sql @@ -0,0 +1,23 @@ +with source as ( + + {#- + Normally we would select from the table here, but we are using seeds to load + our data in this project + #} + select * from {{ ref('raw_orders') }} + +), + +renamed as ( + + select + id as order_id, + user_id as customer_id, + order_date, + status + + from source + +) + +select * from renamed diff --git a/models/staging/stg_payments.sql b/models/staging/stg_payments.sql new file mode 100644 index 0000000..700cf7f --- /dev/null +++ b/models/staging/stg_payments.sql @@ -0,0 +1,25 @@ +with source as ( + + {#- + Normally we would select from the table here, but we are using seeds to load + our data in this project + #} + select * from {{ ref('raw_payments') }} + +), + +renamed as ( + + select + id as payment_id, + order_id, + payment_method, + + -- `amount` is currently stored in cents, so we convert it to dollars + amount / 100 as amount + + from source + +) + +select * from renamed diff --git a/seeds/feature_used.csv b/seeds/feature_used.csv deleted file mode 100644 index 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-100000083,Y-corporation,y-corp.io,250-499,2022-06-24T08:07:39Z -100000116,Jack Rabbit Slim's,jackrabbitslims.edu,0-9,2022-08-18T06:05:31Z -100000139,Biased Data,biaseddata.edu,0-9,2022-09-19T20:32:14Z -100000130,Entertainment 720,entertainment720.ai,100-249,2022-09-03T15:54:13Z diff --git a/seeds/raw_customers.csv b/seeds/raw_customers.csv new file mode 100644 index 0000000..b3e6747 --- /dev/null +++ b/seeds/raw_customers.csv @@ -0,0 +1,101 @@ +id,first_name,last_name +1,Michael,P. +2,Shawn,M. +3,Kathleen,P. +4,Jimmy,C. +5,Katherine,R. +6,Sarah,R. +7,Martin,M. +8,Frank,R. +9,Jennifer,F. +10,Henry,W. +11,Fred,S. +12,Amy,D. +13,Kathleen,M. +14,Steve,F. +15,Teresa,H. +16,Amanda,H. +17,Kimberly,R. +18,Johnny,K. +19,Virginia,F. +20,Anna,A. +21,Willie,H. +22,Sean,H. +23,Mildred,A. +24,David,G. +25,Victor,H. +26,Aaron,R. +27,Benjamin,B. +28,Lisa,W. +29,Benjamin,K. +30,Christina,W. +31,Jane,G. +32,Thomas,O. +33,Katherine,M. +34,Jennifer,S. +35,Sara,T. +36,Harold,O. +37,Shirley,J. +38,Dennis,J. +39,Louise,W. +40,Maria,A. +41,Gloria,C. +42,Diana,S. +43,Kelly,N. +44,Jane,R. +45,Scott,B. +46,Norma,C. +47,Marie,P. +48,Lillian,C. +49,Judy,N. +50,Billy,L. +51,Howard,R. +52,Laura,F. +53,Anne,B. +54,Rose,M. +55,Nicholas,R. +56,Joshua,K. +57,Paul,W. +58,Kathryn,K. +59,Adam,A. +60,Norma,W. +61,Timothy,R. +62,Elizabeth,P. +63,Edward,G. +64,David,C. +65,Brenda,W. +66,Adam,W. +67,Michael,H. +68,Jesse,E. +69,Janet,P. +70,Helen,F. +71,Gerald,C. +72,Kathryn,O. +73,Alan,B. +74,Harry,A. +75,Andrea,H. +76,Barbara,W. +77,Anne,W. +78,Harry,H. +79,Jack,R. +80,Phillip,H. +81,Shirley,H. +82,Arthur,D. +83,Virginia,R. +84,Christina,R. +85,Theresa,M. +86,Jason,C. +87,Phillip,B. +88,Adam,T. +89,Margaret,J. +90,Paul,P. +91,Todd,W. +92,Willie,O. +93,Frances,R. +94,Gregory,H. +95,Lisa,P. +96,Jacqueline,A. +97,Shirley,D. +98,Nicole,M. +99,Mary,G. +100,Jean,M. diff --git a/seeds/raw_orders.csv b/seeds/raw_orders.csv new file mode 100644 index 0000000..7c2be07 --- /dev/null +++ b/seeds/raw_orders.csv @@ -0,0 +1,100 @@ +id,user_id,order_date,status +1,1,2018-01-01,returned +2,3,2018-01-02,completed +3,94,2018-01-04,completed +4,50,2018-01-05,completed +5,64,2018-01-05,completed +6,54,2018-01-07,completed +7,88,2018-01-09,completed +8,2,2018-01-11,returned +9,53,2018-01-12,completed +10,7,2018-01-14,completed +11,99,2018-01-14,completed +12,59,2018-01-15,completed +13,84,2018-01-17,completed +14,40,2018-01-17,returned +15,25,2018-01-17,completed +16,39,2018-01-18,completed +17,71,2018-01-18,completed +18,64,2018-01-20,returned +19,54,2018-01-22,completed +20,20,2018-01-23,completed +21,71,2018-01-23,completed +22,86,2018-01-24,completed +23,22,2018-01-26,return_pending +24,3,2018-01-27,completed +25,51,2018-01-28,completed +26,32,2018-01-28,completed +27,94,2018-01-29,completed +28,8,2018-01-29,completed +29,57,2018-01-31,completed +30,69,2018-02-02,completed +31,16,2018-02-02,completed +32,28,2018-02-04,completed +33,42,2018-02-04,completed +34,38,2018-02-06,completed +35,80,2018-02-08,completed +36,85,2018-02-10,completed +37,1,2018-02-10,completed +38,51,2018-02-10,completed +39,26,2018-02-11,completed +40,33,2018-02-13,completed +41,99,2018-02-14,completed +42,92,2018-02-16,completed +43,31,2018-02-17,completed +44,66,2018-02-17,completed +45,22,2018-02-17,completed +46,6,2018-02-19,completed +47,50,2018-02-20,completed +48,27,2018-02-21,completed +49,35,2018-02-21,completed +50,51,2018-02-23,completed +51,71,2018-02-24,completed +52,54,2018-02-25,return_pending +53,34,2018-02-26,completed +54,54,2018-02-26,completed +55,18,2018-02-27,completed +56,79,2018-02-28,completed +57,93,2018-03-01,completed +58,22,2018-03-01,completed +59,30,2018-03-02,completed +60,12,2018-03-03,completed +61,63,2018-03-03,completed +62,57,2018-03-05,completed +63,70,2018-03-06,completed +64,13,2018-03-07,completed +65,26,2018-03-08,completed +66,36,2018-03-10,completed +67,79,2018-03-11,completed +68,53,2018-03-11,completed +69,3,2018-03-11,completed +70,8,2018-03-12,completed +71,42,2018-03-12,shipped +72,30,2018-03-14,shipped +73,19,2018-03-16,completed +74,9,2018-03-17,shipped +75,69,2018-03-18,completed +76,25,2018-03-20,completed +77,35,2018-03-21,shipped +78,90,2018-03-23,shipped +79,52,2018-03-23,shipped +80,11,2018-03-23,shipped +81,76,2018-03-23,shipped +82,46,2018-03-24,shipped +83,54,2018-03-24,shipped +84,70,2018-03-26,placed +85,47,2018-03-26,shipped +86,68,2018-03-26,placed +87,46,2018-03-27,placed +88,91,2018-03-27,shipped +89,21,2018-03-28,placed +90,66,2018-03-30,shipped +91,47,2018-03-31,placed +92,84,2018-04-02,placed +93,66,2018-04-03,placed +94,63,2018-04-03,placed +95,27,2018-04-04,placed +96,90,2018-04-06,placed +97,89,2018-04-07,placed +98,41,2018-04-07,placed +99,85,2018-04-09,placed diff --git a/seeds/raw_payments.csv b/seeds/raw_payments.csv new file mode 100644 index 0000000..a587baa --- /dev/null +++ b/seeds/raw_payments.csv @@ -0,0 +1,114 @@ +id,order_id,payment_method,amount +1,1,credit_card,1000 +2,2,credit_card,2000 +3,3,coupon,100 +4,4,coupon,2500 +5,5,bank_transfer,1700 +6,6,credit_card,600 +7,7,credit_card,1600 +8,8,credit_card,2300 +9,9,gift_card,2300 +10,9,bank_transfer,0 +11,10,bank_transfer,2600 +12,11,credit_card,2700 +13,12,credit_card,100 +14,13,credit_card,500 +15,13,bank_transfer,1400 +16,14,bank_transfer,300 +17,15,coupon,2200 +18,16,credit_card,1000 +19,17,bank_transfer,200 +20,18,credit_card,500 +21,18,credit_card,800 +22,19,gift_card,600 +23,20,bank_transfer,1500 +24,21,credit_card,1200 +25,22,bank_transfer,800 +26,23,gift_card,2300 +27,24,coupon,2600 +28,25,bank_transfer,2000 +29,25,credit_card,2200 +30,25,coupon,1600 +31,26,credit_card,3000 +32,27,credit_card,2300 +33,28,bank_transfer,1900 +34,29,bank_transfer,1200 +35,30,credit_card,1300 +36,31,credit_card,1200 +37,32,credit_card,300 +38,33,credit_card,2200 +39,34,bank_transfer,1500 +40,35,credit_card,2900 +41,36,bank_transfer,900 +42,37,credit_card,2300 +43,38,credit_card,1500 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+86,76,coupon,200 +87,77,credit_card,0 +88,77,bank_transfer,1900 +89,78,bank_transfer,2600 +90,79,credit_card,1800 +91,79,credit_card,900 +92,80,gift_card,300 +93,81,coupon,200 +94,82,credit_card,800 +95,83,credit_card,100 +96,84,bank_transfer,2500 +97,85,bank_transfer,1700 +98,86,coupon,2300 +99,87,gift_card,3000 +100,87,credit_card,2600 +101,88,credit_card,2900 +102,89,bank_transfer,2200 +103,90,bank_transfer,200 +104,91,credit_card,1900 +105,92,bank_transfer,1500 +106,92,coupon,200 +107,93,gift_card,2600 +108,94,coupon,700 +109,95,coupon,2400 +110,96,gift_card,1700 +111,97,bank_transfer,1400 +112,98,bank_transfer,1000 +113,99,credit_card,2400 diff --git a/seeds/signed_in.csv b/seeds/signed_in.csv deleted file mode 100644 index 81894e9..0000000 --- a/seeds/signed_in.csv +++ /dev/null @@ -1,158 +0,0 @@ -org_id,event_timestamp,activity -100000001,2022-03-25T19:18:41Z,signed in -100000002,2022-03-24T08:49:11Z,signed in -100000003,2022-03-23T19:22:50Z,signed in 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-100000316,100000103,Robert,Logan,rlogan@wayneenterprises.edu,FALSE,2022-07-31T00:44:36Z -100000317,100000103,Robin,Jenkins,rjenkins@wayneenterprises.edu,FALSE,2022-07-31T21:22:14Z -100000318,100000105,Frank,Rivera,frivera@averagejoe’sgym.com,TRUE,2022-07-31T23:42:21Z -100000319,100000096,Amber,Anderson,aanderson@cyberdynesystems.com,FALSE,2022-08-01T07:48:09Z -100000320,100000106,Jeremy,Weeks,jweeks@globogym.com,TRUE,2022-08-01T16:13:12Z -100000321,100000103,Jennifer,Daniel,jdaniel@wayneenterprises.edu,FALSE,2022-08-01T20:36:51Z -100000322,100000103,Lauren,Atkins,latkins@wayneenterprises.edu,FALSE,2022-08-02T02:53:51Z -100000323,100000103,Sara,Sutton,ssutton@wayneenterprises.edu,FALSE,2022-08-02T06:05:47Z -100000324,100000103,Geoffrey,Herrera,gherrera@wayneenterprises.edu,FALSE,2022-08-02T06:53:36Z -100000325,100000107,Francisco,Jones,fjones@paddyspub.com,TRUE,2022-08-02T08:40:45Z -100000326,100000108,Michael,Turner,mturner@bluthco.com,TRUE,2022-08-02T12:46:55Z -100000327,100000108,Anita,Vazquez,avazquez@bluthco.com,FALSE,2022-08-02T15:30:47Z -100000328,100000103,Gary,Williams,gwilliams@wayneenterprises.edu,FALSE,2022-08-02T18:04:29Z -100000329,100000108,Sean,Proctor,sproctor@bluthco.com,FALSE,2022-08-03T09:58:32Z -100000330,100000103,Jennifer,Molina,jmolina@wayneenterprises.edu,FALSE,2022-08-03T13:27:56Z -100000331,100000103,Kristine,Hebert,khebert@wayneenterprises.edu,FALSE,2022-08-05T03:17:57Z -100000332,100000109,Robert,Willis,rwillis@Mondo Burger.com,TRUE,2022-08-05T08:21:00Z -100000333,100000110,Lee,Murray,lmurray@gringottswizardingbank.org,TRUE,2022-08-05T10:46:59Z -100000334,100000110,Nicole,Vaughn,nvaughn@gringottswizardingbank.org,FALSE,2022-08-05T11:32:08Z -100000335,100000109,Jeffrey,Young,jyoung@Mondo Burger.com,FALSE,2022-08-05T11:49:02Z -100000336,100000096,Madison,Thompson,mthompson@cyberdynesystems.com,FALSE,2022-08-05T17:27:19Z -100000337,100000103,Kurt,Alexander,kalexander@wayneenterprises.edu,FALSE,2022-08-06T18:28:17Z 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-100000359,100000115,Roger,Davis,rdavis@hooli.com,FALSE,2022-08-14T12:03:30Z -100000360,100000103,Richard,French,rfrench@wayneenterprises.edu,FALSE,2022-08-14T18:32:56Z -100000361,100000114,Michael,Rios,mrios@acmecorp.com,FALSE,2022-08-14T22:42:08Z -100000362,100000115,Joel,Smith,jsmith@hooli.com,FALSE,2022-08-15T03:31:23Z -100000363,100000114,Johnny,Davis,jdavis@acmecorp.com,FALSE,2022-08-15T05:06:35Z -100000364,100000114,Andrea,Cole,acole@acmecorp.com,FALSE,2022-08-15T10:49:09Z -100000365,100000103,James,Pena,jpena@wayneenterprises.edu,FALSE,2022-08-15T12:18:35Z -100000366,100000114,Tina,Salazar,tsalazar@acmecorp.com,FALSE,2022-08-15T19:15:59Z -100000367,100000096,Brian,Santiago,bsantiago@cyberdynesystems.com,FALSE,2022-08-16T15:51:12Z -100000368,100000115,Caroline,Baker,cbaker@hooli.com,FALSE,2022-08-17T00:04:44Z -100000369,100000114,William,Stewart,wstewart@acmecorp.com,FALSE,2022-08-17T08:17:14Z -100000370,100000115,Dylan,Bird,dbird@hooli.com,FALSE,2022-08-18T05:23:27Z -100000371,100000116,Hunter,Hernandez,hhernandez@jackrabbitslims.edu,TRUE,2022-08-18T06:05:31Z -100000372,100000115,Erica,Smith,esmith@hooli.com,FALSE,2022-08-18T11:25:52Z -100000373,100000096,Valerie,Lopez,vlopez@cyberdynesystems.com,FALSE,2022-08-18T23:58:52Z -100000374,100000117,Julia,Lawson,jlawson@dharmainitiative.com,TRUE,2022-08-19T09:31:31Z -100000375,100000115,Richard,Williamson,rwilliamson@hooli.com,FALSE,2022-08-19T20:31:04Z -100000376,100000118,Christina,Evans,cevans@newyorkinquirer.ai,TRUE,2022-08-20T05:38:38Z -100000377,100000119,Nicole,Reeves,nreeves@metadesign.com,TRUE,2022-08-20T20:04:41Z -100000378,100000114,Christopher,Khan,ckhan@acmecorp.com,FALSE,2022-08-21T08:15:47Z -100000379,100000115,Darren,Bond,dbond@hooli.com,FALSE,2022-08-21T11:56:47Z -100000380,100000120,Christian,Nichols,cnichols@datahang.com,TRUE,2022-08-21T18:16:00Z -100000381,100000115,Valerie,Turner,vturner@hooli.com,FALSE,2022-08-21T22:31:49Z -100000382,100000115,Brandon,Saunders,bsaunders@hooli.com,FALSE,2022-08-22T02:06:51Z -100000383,100000103,Todd,Chambers,tchambers@wayneenterprises.edu,FALSE,2022-08-22T12:30:45Z -100000384,100000096,Jillian,Jones,jjones@cyberdynesystems.com,FALSE,2022-08-22T13:30:02Z -100000385,100000115,Nicole,Garcia,ngarcia@hooli.com,FALSE,2022-08-22T16:14:08Z -100000386,100000118,Lacey,Lopez,llopez@newyorkinquirer.ai,FALSE,2022-08-22T16:18:42Z -100000387,100000115,Timothy,Hays,thays@hooli.com,FALSE,2022-08-22T16:53:29Z -100000388,100000121,Justin,Farrell,jfarrell@vividdesign.com,TRUE,2022-08-22T17:08:29Z -100000389,100000122,Herbert,Norton,hnorton@conglom-o.com,TRUE,2022-08-23T02:09:33Z -100000390,100000115,Kenneth,Khan,kkhan@hooli.com,FALSE,2022-08-23T07:13:54Z -100000391,100000122,Matthew,Price,mprice@conglom-o.com,FALSE,2022-08-23T09:22:50Z -100000392,100000123,Caitlin,Watts,cwatts@betatech.ai,TRUE,2022-08-23T10:21:37Z -100000393,100000123,Paul,Blair,pblair@betatech.ai,FALSE,2022-08-24T04:28:31Z -100000394,100000120,David,Harris,dharris@datahang.com,FALSE,2022-08-24T16:50:24Z -100000395,100000115,Christopher,Perez,cperez@hooli.com,FALSE,2022-08-24T22:18:43Z -100000396,100000124,Jessica,Morse,jmorse@gekkoco.com,TRUE,2022-08-25T04:42:59Z -100000397,100000096,Brandon,Gutierrez,bgutierrez@cyberdynesystems.com,FALSE,2022-08-25T07:34:23Z -100000398,100000125,Jessica,Moore,jmoore@warephase.com,TRUE,2022-08-25T15:07:37Z -100000399,100000124,Bonnie,Curry,bcurry@gekkoco.com,FALSE,2022-08-25T20:57:54Z -100000400,100000122,Brittany,Watson,bwatson@conglom-o.com,FALSE,2022-08-25T22:18:14Z -100000401,100000115,Frances,Perry,fperry@hooli.com,FALSE,2022-08-26T00:46:37Z -100000402,100000096,Nathan,Villegas,nvillegas@cyberdynesystems.com,FALSE,2022-08-26T10:06:19Z -100000403,100000122,Alicia,Romero,aromero@conglom-o.com,FALSE,2022-08-26T21:21:58Z -100000404,100000122,Francis,Oneal,foneal@conglom-o.com,FALSE,2022-08-27T05:46:47Z 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-100000428,100000132,James,Evans,jevans@novalaboratories.com,TRUE,2022-09-09T08:41:45Z -100000429,100000133,Kayla,Wolfe,kwolfe@openlane.com,TRUE,2022-09-09T16:00:17Z -100000430,100000132,Julia,Howard,jhoward@novalaboratories.com,FALSE,2022-09-10T09:01:23Z -100000431,100000134,Shelby,Williams,swilliams@goliathnationalbank.ai,TRUE,2022-09-10T18:15:27Z -100000432,100000115,Jordan,Paul,jpaul@hooli.com,FALSE,2022-09-11T09:23:49Z -100000433,100000134,Timothy,Case,tcase@goliathnationalbank.ai,FALSE,2022-09-12T10:58:57Z -100000434,100000135,Antonio,Roy,aroy@sharkfinenterprises.com,TRUE,2022-09-13T06:45:09Z -100000435,100000136,Kelly,Martin,kmartin@ghostbusters.com,TRUE,2022-09-17T23:39:24Z -100000436,100000136,Ryan,Hardy,rhardy@ghostbusters.com,FALSE,2022-09-18T01:28:11Z -100000437,100000137,Carolyn,Santiago,csantiago@gorillaelectronics.io,TRUE,2022-09-18T10:26:20Z -100000438,100000138,Daniel,Jackson,djackson@ironmedia.com,TRUE,2022-09-19T15:40:17Z -100000439,100000139,Jennifer,Ochoa,jochoa@biaseddata.edu,TRUE,2022-09-19T20:32:14Z -100000440,100000140,Kayla,Thomas,kthomas@bitterjoker.io,TRUE,2022-09-20T05:40:40Z -100000441,100000136,Tonya,Williams,twilliams@ghostbusters.com,FALSE,2022-09-20T16:11:17Z -100000442,100000141,Louis,Lane,llane@dayoneagain.com,TRUE,2022-09-23T06:49:37Z -100000443,100000142,Patricia,Williams,pwilliams@tyrellcorp.ai,TRUE,2022-09-24T01:44:23Z -100000444,100000142,Walter,Watson,wwatson@tyrellcorp.ai,FALSE,2022-09-24T07:55:01Z -100000445,100000142,Daniel,Fernandez,dfernandez@tyrellcorp.ai,FALSE,2022-09-24T20:55:11Z -100000446,100000142,Jason,Duran,jduran@tyrellcorp.ai,FALSE,2022-09-25T05:29:11Z -100000447,100000143,Julie,Cox,jcox@graceadlerdesigns.com,TRUE,2022-09-26T00:49:18Z -100000448,100000142,Monica,Kirby,mkirby@tyrellcorp.ai,FALSE,2022-09-26T17:15:27Z -100000449,100000143,Angela,Gordon,agordon@graceadlerdesigns.com,FALSE,2022-09-27T02:45:09Z -100000450,100000144,Jesus,Gardner,jgardner@mikeprincecapital.ai,TRUE,2022-09-29T20:08:55Z -100000451,100000144,Hannah,Snyder,hsnyder@mikeprincecapital.ai,FALSE,2022-09-29T23:28:08Z -100000452,100000144,Lori,Huffman,lhuffman@mikeprincecapital.ai,FALSE,2022-10-01T15:57:25Z -100000453,100000144,Nicholas,Boyd,nboyd@mikeprincecapital.ai,FALSE,2022-10-03T14:30:39Z -100000454,100000145,Karl,Jones,kjones@impresswithless.io,TRUE,2022-10-03T18:59:26Z -100000455,100000144,Marcus,Brock,mbrock@mikeprincecapital.ai,FALSE,2022-10-04T00:38:58Z -100000456,100000144,Mary,Daniels,mdaniels@mikeprincecapital.ai,FALSE,2022-10-04T02:53:02Z -100000457,100000146,Amy,Adams,aadams@rexkwando.io,TRUE,2022-10-05T01:11:29Z -100000458,100000147,Paul,Palmer,ppalmer@graymanlabs.com,TRUE,2022-10-05T03:30:38Z -100000459,100000148,Daniel,Sanchez,dsanchez@treequote.ai,TRUE,2022-10-05T19:59:59Z -100000460,100000149,Kristen,Morris,kmorris@diagramdesign.com,TRUE,2022-10-05T20:44:38Z -100000461,100000147,Maria,Lee,mlee@graymanlabs.com,FALSE,2022-10-06T14:44:59Z -100000462,100000150,Ryan,Brown,rbrown@Tampico Furniture.com,TRUE,2022-10-06T21:15:03Z -100000463,100000144,Vanessa,Hayes,vhayes@mikeprincecapital.ai,FALSE,2022-10-08T07:53:47Z -100000464,100000151,Chelsea,Washington,cwashington@lospolloshermanos.com,TRUE,2022-10-09T06:25:15Z -100000465,100000152,Zachary,Harris,zharris@multinationalunited.app,TRUE,2022-10-12T00:11:05Z -100000466,100000153,Michael,Black,mblack@scottech.com,TRUE,2022-10-12T12:10:02Z -100000467,100000152,Christine,Cruz,ccruz@multinationalunited.app,FALSE,2022-10-13T01:22:39Z -100000468,100000152,Laura,Carter,lcarter@multinationalunited.app,FALSE,2022-10-13T18:18:44Z -100000469,100000154,Carolyn,Morgan,cmorgan@studio78atlanta.com,TRUE,2022-10-16T16:17:05Z -100000470,100000154,Jennifer,Coleman,jcoleman@studio78atlanta.com,FALSE,2022-10-16T20:58:11Z -100000471,100000155,Jordan,Martinez,jmartinez@arroyorealty.com,TRUE,2022-10-17T21:40:38Z -100000472,100000156,James,Morris,jmorris@michaelscottpaperco.com,TRUE,2022-10-17T23:03:24Z -100000473,100000156,Paul,Barker,pbarker@michaelscottpaperco.com,FALSE,2022-10-18T13:32:46Z -100000474,100000157,Joseph,Hayes,jhayes@orangenote.com,TRUE,2022-10-18T19:53:51Z -100000475,100000156,Amanda,Barnes,abarnes@michaelscottpaperco.com,FALSE,2022-10-19T08:01:36Z From 545836e7076d9fd448228cafae4b3833e9fb82d4 Mon Sep 17 00:00:00 2001 From: Sung Won Chung Date: Tue, 2 Apr 2024 15:26:54 -0700 Subject: [PATCH 02/14] include disclaimer --- README.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index d300f05..c9771da 100644 --- a/README.md +++ b/README.md @@ -2,7 +2,9 @@ This is a simple, loveable, and complete SQLMesh demo project with the goal of running multiple, realistic scenarios in 1 minute. -This repo is going to try something a bit novel compared to your standard demo projects. This will take you through different stories that illustrate the data engineering workflow. It'll engage your inner dialogue along with look and feel of the development experience. The hope is for you to better internalize and translate these stories to your own reality. Don't worry, these stories won't be too long-winded! +This repo is going to try something a bit novel compared to your standard demo projects. I'll take you through different stories that illustrate the data engineering workflow. It'll engage your inner dialogue along with look and feel of the development experience. The hope is for you to better internalize and translate these stories to your own reality. Don't worry, these stories won't be too long-winded! + +This is intentionally similar to what people may have experienced when I created this github repo at dbt Labs: [here](https://github.com/dbt-labs/jaffle_shop_duckdb). ## Story #1 How do I go about making a big breaking change to the logic of a core sql model? From 20a4e8149c75eacebe50c7007c42c622f682d147 Mon Sep 17 00:00:00 2001 From: Sung Won Chung Date: Tue, 2 Apr 2024 15:31:56 -0700 Subject: [PATCH 03/14] add seed models --- models/seed_raw_customers copy.sql | 13 +++++++++++++ models/seed_raw_customers.sql | 12 ++++++++++++ models/seed_raw_payments.sql | 13 +++++++++++++ 3 files changed, 38 insertions(+) create mode 100644 models/seed_raw_customers copy.sql create mode 100644 models/seed_raw_customers.sql create mode 100644 models/seed_raw_payments.sql diff --git a/models/seed_raw_customers copy.sql b/models/seed_raw_customers copy.sql new file mode 100644 index 0000000..4d14d83 --- /dev/null +++ b/models/seed_raw_customers copy.sql @@ -0,0 +1,13 @@ +MODEL ( + name demo.seed_raw_orders, + kind SEED ( + path '../../seeds/raw_orders.csv' + ), + columns ( + id INT, + user_id INT, + order_date DATE, + status VARCHAR(50) + ), + grain (id, user_id) +) \ No newline at end of file diff --git a/models/seed_raw_customers.sql b/models/seed_raw_customers.sql new file mode 100644 index 0000000..c3c2758 --- /dev/null +++ b/models/seed_raw_customers.sql @@ -0,0 +1,12 @@ +MODEL ( + name demo.seed_raw_customers, + kind SEED ( + path '../../seeds/raw_customers.csv' + ), + columns ( + id INT, + first_name INT, + last_name DATE + ), + grain (id) +) \ No newline at end of file diff --git a/models/seed_raw_payments.sql b/models/seed_raw_payments.sql new file mode 100644 index 0000000..30cded0 --- /dev/null +++ b/models/seed_raw_payments.sql @@ -0,0 +1,13 @@ +MODEL ( + name demo.seed_raw_payments, + kind SEED ( + path '../../seeds/raw_payments.csv' + ), + columns ( + id INT, + order_id INT, + payment_method VARCHAR(50), + account INT + ), + grain (id, user_id) +) \ No newline at end of file From 2409130026456a9d6a8bdb3a601d85d7daab3e6b Mon Sep 17 00:00:00 2001 From: Sung Won Chung Date: Tue, 2 Apr 2024 15:53:08 -0700 Subject: [PATCH 04/14] mirror jaffle shop --- db.db | Bin 3158016 -> 4206592 bytes models/customers.sql | 17 ++++++-- models/orders.sql | 29 +++++++------- models/seed_raw_customers.sql | 6 +-- ...customers copy.sql => seed_raw_orders.sql} | 2 +- models/seed_raw_payments.sql | 4 +- models/staging/stg_customers.sql | 35 +++++++---------- models/staging/stg_orders.sql | 36 ++++++++--------- models/staging/stg_payments.sql | 37 ++++++++---------- 9 files changed, 81 insertions(+), 85 deletions(-) rename models/{seed_raw_customers copy.sql => seed_raw_orders.sql} (81%) diff --git a/db.db b/db.db index 45cd63b4ec995de938f197d7311d87843cdaa91a..b3c65799d0d60767c64520f3597c921185eaa79f 100644 GIT binary patch delta 152485 zcmeFa2Vh*q@jw3Foyw`4?#@c8C+coPhwQ z+UBsABn0eGe>B@MaI|1UNH8T}2qA?4hLAu=0wyF72%!IG_O*R?=SIo5{H0{gy)Cn| zv$JJpcW2h_+byr%x7M=7S=050Hx@m4*66D$B<0Vh{03W9yG>@huXT(ByrImyr*aB@RHt{zmV4y%iWlYc@-`Wn6L>a&$a@~G6x(?;p3`)_A8 z_g4;1J$Ra<^1dDG*S+KGQ~weuE+-_Oy+i}H|4wUaLvICZsUDcMoR!K9L8q({@-_ zSkk2&uoCmh4(mnobhh@#*845DmIw*$JFV+&*8}x7>G=_C_&?+^?8*=1LN@Lm>s6K? 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customer_id + )), NOT_NULL(columns = ( + customer_id + ))) +); + with customers as ( - select * from {{ ref('stg_customers') }} + select * from demo.stg_customers ), orders as ( - select * from {{ ref('stg_orders') }} + select * from demo.stg_orders ), payments as ( - select * from {{ ref('stg_payments') }} + select * from demo.stg_payments ), diff --git a/models/orders.sql b/models/orders.sql index cbb2934..f9dd99d 100644 --- a/models/orders.sql +++ b/models/orders.sql @@ -1,14 +1,23 @@ -{% set payment_methods = ['credit_card', 'coupon', 'bank_transfer', 'gift_card'] %} +MODEL ( + name demo.orders, + cron '@daily', + grain order_id, + audits (UNIQUE_VALUES(columns = ( + order_id + )), NOT_NULL(columns = ( + order_id + ))) +); with orders as ( - select * from {{ ref('stg_orders') }} + select * from demo.stg_orders ), payments as ( - select * from {{ ref('stg_payments') }} + select * from demo.stg_payments ), @@ -16,11 +25,7 @@ order_payments as ( select order_id, - - {% for payment_method in payment_methods -%} - sum(case when payment_method = '{{ payment_method }}' then amount else 0 end) as {{ payment_method }}_amount, - {% endfor -%} - + @EACH(['credit_card', 'coupon', 'bank_transfer', 'gift_card'], payment_method -> sum(case when payment_method = payment_method then amount else 0 end) as @{payment_method}_amount), sum(amount) as total_amount from payments @@ -36,13 +41,7 @@ final as ( orders.customer_id, orders.order_date, orders.status, - - {% for payment_method in payment_methods -%} - - order_payments.{{ payment_method }}_amount, - - {% endfor -%} - + @EACH(['credit_card', 'coupon', 'bank_transfer', 'gift_card'], payment_method -> order_payments.@{payment_method}_amount), order_payments.total_amount as amount from orders diff --git a/models/seed_raw_customers.sql b/models/seed_raw_customers.sql index c3c2758..aafadb7 100644 --- a/models/seed_raw_customers.sql +++ b/models/seed_raw_customers.sql @@ -1,12 +1,12 @@ MODEL ( name demo.seed_raw_customers, kind SEED ( - path '../../seeds/raw_customers.csv' + path '../seeds/raw_customers.csv' ), columns ( id INT, - first_name INT, - last_name DATE + first_name VARCHAR(50), + last_name VARCHAR(50) ), grain (id) ) \ No newline at end of file diff --git a/models/seed_raw_customers copy.sql b/models/seed_raw_orders.sql similarity index 81% rename from models/seed_raw_customers copy.sql rename to models/seed_raw_orders.sql index 4d14d83..3a4c45e 100644 --- a/models/seed_raw_customers copy.sql +++ b/models/seed_raw_orders.sql @@ -1,7 +1,7 @@ MODEL ( name demo.seed_raw_orders, kind SEED ( - path '../../seeds/raw_orders.csv' + path '../seeds/raw_orders.csv' ), columns ( id INT, diff --git a/models/seed_raw_payments.sql b/models/seed_raw_payments.sql index 30cded0..bef4ba1 100644 --- a/models/seed_raw_payments.sql +++ b/models/seed_raw_payments.sql @@ -1,13 +1,13 @@ MODEL ( name demo.seed_raw_payments, kind SEED ( - path '../../seeds/raw_payments.csv' + path '../seeds/raw_payments.csv' ), columns ( id INT, order_id INT, payment_method VARCHAR(50), - account INT + amount INT ), grain (id, user_id) ) \ No newline at end of file diff --git a/models/staging/stg_customers.sql b/models/staging/stg_customers.sql index cad0472..9ef83e6 100644 --- a/models/staging/stg_customers.sql +++ b/models/staging/stg_customers.sql @@ -1,22 +1,17 @@ -with source as ( +MODEL ( + name demo.stg_customers, + cron '@daily', + grain org_id, + audits (UNIQUE_VALUES(columns = ( + customer_id + )), NOT_NULL(columns = ( + customer_id + ))) +); - {#- - Normally we would select from the table here, but we are using seeds to load - our data in this project - #} - select * from {{ ref('raw_customers') }} +select + id as customer_id, + first_name, + last_name -), - -renamed as ( - - select - id as customer_id, - first_name, - last_name - - from source - -) - -select * from renamed +from demo.seed_raw_customers diff --git a/models/staging/stg_orders.sql b/models/staging/stg_orders.sql index a654dcb..aa0ab46 100644 --- a/models/staging/stg_orders.sql +++ b/models/staging/stg_orders.sql @@ -1,23 +1,19 @@ -with source as ( +MODEL ( + name demo.stg_orders, + cron '@daily', + grain order_id, + audits (UNIQUE_VALUES(columns = ( + order_id + )), NOT_NULL(columns = ( + order_id + ))) +); - {#- - Normally we would select from the table here, but we are using seeds to load - our data in this project - #} - select * from {{ ref('raw_orders') }} -), +select + id as order_id, + user_id as customer_id, + order_date, + status -renamed as ( - - select - id as order_id, - user_id as customer_id, - order_date, - status - - from source - -) - -select * from renamed +from demo.seed_raw_orders diff --git a/models/staging/stg_payments.sql b/models/staging/stg_payments.sql index 700cf7f..15d00a0 100644 --- a/models/staging/stg_payments.sql +++ b/models/staging/stg_payments.sql @@ -1,25 +1,20 @@ -with source as ( - - {#- - Normally we would select from the table here, but we are using seeds to load - our data in this project - #} - select * from {{ ref('raw_payments') }} +MODEL ( + name demo.stg_payments, + cron '@daily', + grain payment_id, + audits (UNIQUE_VALUES(columns = ( + payment_id + )), NOT_NULL(columns = ( + payment_id + ))) +); -), -renamed as ( - select - id as payment_id, - order_id, - payment_method, +select + id as payment_id, + order_id, + payment_method, + amount / 100 as amount --`amount` is currently stored in cents, so we convert it to dollars - -- `amount` is currently stored in cents, so we convert it to dollars - amount / 100 as amount - - from source - -) - -select * from renamed +from demo.seed_raw_payments \ No newline at end of file From 1a808077bd1d3b024e37d40233d707846ad404ac Mon Sep 17 00:00:00 2001 From: Sung Won Chung Date: Tue, 2 Apr 2024 16:10:48 -0700 Subject: [PATCH 05/14] fix conditional --- db.db | Bin 4206592 -> 4206592 bytes models/orders.sql | 4 ++-- 2 files changed, 2 insertions(+), 2 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zf5M!}UQ17-G=f%gw-c%|P`X|qDa4OKJ&&VZ`n5n17-&DN3x-;{eA=B+R_;;t3% zx=0v0T_g;dE?zs$>_Ikc@lz%^WzmYM^7VPhum sum(case when payment_method = payment_method then amount else 0 end) as @{payment_method}_amount), + @EACH(['credit_card', 'coupon', 'bank_transfer', 'gift_card'], x -> sum(case when payment_method = x then amount else 0 end) as @{x}_amount), sum(amount) as total_amount from payments @@ -41,7 +41,7 @@ final as ( orders.customer_id, orders.order_date, orders.status, - @EACH(['credit_card', 'coupon', 'bank_transfer', 'gift_card'], payment_method -> order_payments.@{payment_method}_amount), + @EACH(['credit_card', 'coupon', 'bank_transfer', 'gift_card'], x -> order_payments.@{x}_amount), order_payments.total_amount as amount from orders From fd800aa430de477db169aebc7c616ee5139ecd58 Mon Sep 17 00:00:00 2001 From: Sung Won Chung Date: Tue, 2 Apr 2024 16:10:59 -0700 Subject: [PATCH 06/14] format --- models/customers.sql | 115 +++++++++++++------------------ models/orders.sql | 79 ++++++++++----------- models/seed_raw_customers.sql | 8 ++- models/seed_raw_orders.sql | 2 +- models/seed_raw_payments.sql | 2 +- models/staging/stg_customers.sql | 11 ++- models/staging/stg_orders.sql | 14 ++-- models/staging/stg_payments.sql | 15 ++-- 8 files changed, 107 insertions(+), 139 deletions(-) diff --git a/models/customers.sql b/models/customers.sql index daea6d4..9e5f321 100644 --- a/models/customers.sql +++ b/models/customers.sql @@ -9,72 +9,51 @@ MODEL ( ))) ); -with customers as ( - - select * from demo.stg_customers - -), - -orders as ( - - select * from demo.stg_orders - -), - -payments as ( - - select * from demo.stg_payments - -), - -customer_orders as ( - - select - customer_id, - - min(order_date) as first_order, - max(order_date) as most_recent_order, - count(order_id) as number_of_orders - from orders - - group by customer_id - -), - -customer_payments as ( - - select - orders.customer_id, - sum(amount) as total_amount - - from payments - - left join orders on - payments.order_id = orders.order_id - - group by orders.customer_id - -), - -final as ( - - select - customers.customer_id, - customers.first_name, - customers.last_name, - customer_orders.first_order, - customer_orders.most_recent_order, - customer_orders.number_of_orders, - customer_payments.total_amount as customer_lifetime_value - - from customers - - left join customer_orders - on customers.customer_id = customer_orders.customer_id - - left join customer_payments - on customers.customer_id = customer_payments.customer_id - +WITH customers AS ( + SELECT + * + FROM demo.stg_customers +), orders AS ( + SELECT + * + FROM demo.stg_orders +), payments AS ( + SELECT + * + FROM demo.stg_payments +), customer_orders AS ( + SELECT + customer_id, + MIN(order_date) AS first_order, + MAX(order_date) AS most_recent_order, + COUNT(order_id) AS number_of_orders + FROM orders + GROUP BY + customer_id +), customer_payments AS ( + SELECT + orders.customer_id, + SUM(amount) AS total_amount + FROM payments + LEFT JOIN orders + ON payments.order_id = orders.order_id + GROUP BY + orders.customer_id +), final AS ( + SELECT + customers.customer_id, + customers.first_name, + customers.last_name, + customer_orders.first_order, + customer_orders.most_recent_order, + customer_orders.number_of_orders, + customer_payments.total_amount AS customer_lifetime_value + FROM customers + LEFT JOIN customer_orders + ON customers.customer_id = customer_orders.customer_id + LEFT JOIN customer_payments + ON customers.customer_id = customer_payments.customer_id ) - -select * from final +SELECT + * +FROM final \ No newline at end of file diff --git a/models/orders.sql b/models/orders.sql index 2fbe25c..fcf9e6a 100644 --- a/models/orders.sql +++ b/models/orders.sql @@ -9,47 +9,40 @@ MODEL ( ))) ); -with orders as ( - - select * from demo.stg_orders - -), - -payments as ( - - select * from demo.stg_payments - -), - -order_payments as ( - - select - order_id, - @EACH(['credit_card', 'coupon', 'bank_transfer', 'gift_card'], x -> sum(case when payment_method = x then amount else 0 end) as @{x}_amount), - sum(amount) as total_amount - - from payments - - group by order_id - -), - -final as ( - - select - orders.order_id, - orders.customer_id, - orders.order_date, - orders.status, - @EACH(['credit_card', 'coupon', 'bank_transfer', 'gift_card'], x -> order_payments.@{x}_amount), - order_payments.total_amount as amount - - from orders - - - left join order_payments - on orders.order_id = order_payments.order_id - +WITH orders AS ( + SELECT + * + FROM demo.stg_orders +), payments AS ( + SELECT + * + FROM demo.stg_payments +), order_payments AS ( + SELECT + order_id, + @EACH( + ['credit_card', 'coupon', 'bank_transfer', 'gift_card'], + x -> SUM(CASE WHEN payment_method = x THEN amount ELSE 0 END) AS @{x}_amount + ), + SUM(amount) AS total_amount + FROM payments + GROUP BY + order_id +), final AS ( + SELECT + orders.order_id, + orders.customer_id, + orders.order_date, + orders.status, + @EACH( + ['credit_card', 'coupon', 'bank_transfer', 'gift_card'], + x -> order_payments.@{x}_amount + ), + order_payments.total_amount AS amount + FROM orders + LEFT JOIN order_payments + ON orders.order_id = order_payments.order_id ) - -select * from final +SELECT + * +FROM final \ No newline at end of file diff --git a/models/seed_raw_customers.sql b/models/seed_raw_customers.sql index aafadb7..9d8047a 100644 --- a/models/seed_raw_customers.sql +++ b/models/seed_raw_customers.sql @@ -5,8 +5,10 @@ MODEL ( ), columns ( id INT, - first_name VARCHAR(50), - last_name VARCHAR(50) + first_name TEXT(50), + last_name TEXT(50) ), - grain (id) + grain ( + id + ) ) \ No newline at end of file diff --git a/models/seed_raw_orders.sql b/models/seed_raw_orders.sql index 3a4c45e..8981a17 100644 --- a/models/seed_raw_orders.sql +++ b/models/seed_raw_orders.sql @@ -7,7 +7,7 @@ MODEL ( id INT, user_id INT, order_date DATE, - status VARCHAR(50) + status TEXT(50) ), grain (id, user_id) ) \ No newline at end of file diff --git a/models/seed_raw_payments.sql b/models/seed_raw_payments.sql index bef4ba1..beb6331 100644 --- a/models/seed_raw_payments.sql +++ b/models/seed_raw_payments.sql @@ -6,7 +6,7 @@ MODEL ( columns ( id INT, order_id INT, - payment_method VARCHAR(50), + payment_method TEXT(50), amount INT ), grain (id, user_id) diff --git a/models/staging/stg_customers.sql b/models/staging/stg_customers.sql index 9ef83e6..2082a1f 100644 --- a/models/staging/stg_customers.sql +++ b/models/staging/stg_customers.sql @@ -9,9 +9,8 @@ MODEL ( ))) ); -select - id as customer_id, - first_name, - last_name - -from demo.seed_raw_customers +SELECT + id AS customer_id, + first_name, + last_name +FROM demo.seed_raw_customers \ No newline at end of file diff --git a/models/staging/stg_orders.sql b/models/staging/stg_orders.sql index aa0ab46..154f7ef 100644 --- a/models/staging/stg_orders.sql +++ b/models/staging/stg_orders.sql @@ -9,11 +9,9 @@ MODEL ( ))) ); - -select - id as order_id, - user_id as customer_id, - order_date, - status - -from demo.seed_raw_orders +SELECT + id AS order_id, + user_id AS customer_id, + order_date, + status +FROM demo.seed_raw_orders \ No newline at end of file diff --git a/models/staging/stg_payments.sql b/models/staging/stg_payments.sql index 15d00a0..78d1192 100644 --- a/models/staging/stg_payments.sql +++ b/models/staging/stg_payments.sql @@ -9,12 +9,9 @@ MODEL ( ))) ); - - -select - id as payment_id, - order_id, - payment_method, - amount / 100 as amount --`amount` is currently stored in cents, so we convert it to dollars - -from demo.seed_raw_payments \ No newline at end of file +SELECT + id AS payment_id, + order_id, + payment_method, + amount / 100 AS amount /* `amount` is currently stored in cents, so we convert it to dollars */ +FROM demo.seed_raw_payments \ No newline at end of file From 8c6a3e61475533136bcb0c8ef5a38534037083a0 Mon Sep 17 00:00:00 2001 From: Sung Won Chung Date: Tue, 2 Apr 2024 16:12:11 -0700 Subject: 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z{t9(d66Zt3MtuW)XjIB~9Id-IF~Yd=p1eeQPhOJewv~?ul5q5+j|Y-{Wh}s4N%FZ< zeC|}Ad$7-)=5xD!?sT7fh|fLLm^EUA6m`iJF(DdoFFVvt(vPNfc`4VTkXXvFj{i;U zT8aMPOO;Q*u$NEl1mR_I(CwPt$Q^_L>76(%;5n88tVrhJV z=eXH4cY!oG2)ED!F`rFk(0Gog%y;Di-gZ_OG_GfF+%aKZed&YaB#jkB{R(GlgI zm(38U^r-d01+lQ@;Y=(2ZJp-?3O{V3H+6pIxz5qUuX@lML_OQJBo6YHW}TwD0-hK% z%F?5b2-51K`dkgpX_><)U*~zpZ1ZB$7@Ufq@z{Ltg2jvGs2U?-`J$`@dcEHBk=f*( zUs4oA=?jggJ&R~sv*!s>?yMOzysC1{5Kzrv;m@9-(DIXKi6+6Tx}Ko;*@9m@39$8N z&l(N7to9h@DdPZv)y!p`>Z>3*Zg{q8lDw)9jG_4iMkxjgZg{Lvb~5WeDEir>C#iI8 zyC+7s-hu7Q+6+BQYQK`r*?l>yUG4^86bgOVNaSZ@k{asNAgg=3)hGyf#kAp#4cHvW z)YDkIFh?daO~YCs>{CyqTK=L!oUA#6Z6y4>fh{G>bY`Os9^y{`w(f31Wwd!11HObI z9KXK+#<8cEWyrOg{K@M@v?S##QTGoa4=7)3h>IO0RXzxQ3%SqaLRlS>8+vPlT_yy) zDL3>&06K9(hMUkE)2%}ySdXYS$ZHbg)vu%2#-FB_8Df3%U$BTVW%s40KFqurK~f<) z?8{Ymo|I2k|546DzuuJDSVXtqlra3G*9ov@6X{?la1_x1eVGL_p897H;`1(=yPZL N+#`JMkv@0Me*ycB#sL5T From 19315f3d01fdee42fb7df976a92a10c7b9989311 Mon Sep 17 00:00:00 2001 From: Sung Won Chung Date: Tue, 2 Apr 2024 16:16:15 -0700 Subject: [PATCH 08/14] add notice --- README.md | 20 ++++++++++++++++++-- 1 file changed, 18 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index c9771da..392673c 100644 --- a/README.md +++ b/README.md @@ -4,8 +4,24 @@ This is a simple, loveable, and complete SQLMesh demo project with the goal of r This repo is going to try something a bit novel compared to your standard demo projects. I'll take you through different stories that illustrate the data engineering workflow. It'll engage your inner dialogue along with look and feel of the development experience. The hope is for you to better internalize and translate these stories to your own reality. Don't worry, these stories won't be too long-winded! -This is intentionally similar to what people may have experienced when I created this github repo at dbt Labs: [here](https://github.com/dbt-labs/jaffle_shop_duckdb). +This is intentionally similar to what people may have experienced when I created this github repo at dbt Labs: [here](https://github.com/dbt-labs/jaffle_shop_duckdb) ## Story #1 How do I go about making a big breaking change to the logic of a core sql model? -Context: You're tasked with a... \ No newline at end of file +Context: You're tasked with a... + + + + + +========================================================================= +Portions of this project are modifications based on work created and shared by dbt Labs and used according to terms described in the Apache License, Version 2.0. + +The original work can be found at: +https://github.com/dbt-labs/jaffle_shop_duckdb + +This project includes or is based on `jaffle_shop_duckdb` by dbt Labs which is available under a "Apache License 2.0" license. + +For the original work and its license, see: +https://github.com/dbt-labs/jaffle_shop_duckdb/license +========================================================================= From 19283d6a2453ab2c633a59280aad9f6c4f16c81e Mon Sep 17 00:00:00 2001 From: Sung Won Chung Date: Fri, 5 Apr 2024 22:49:34 -0700 Subject: [PATCH 09/14] update state and example --- config.yaml | 8 +++++++- db.db | Bin 4993024 -> 5255168 bytes models/staging/stg_customers.sql | 3 ++- requirements.txt | 2 +- 4 files changed, 10 insertions(+), 3 deletions(-) diff --git a/config.yaml b/config.yaml index 8d61adc..096ab34 100644 --- a/config.yaml +++ b/config.yaml @@ -3,7 +3,13 @@ gateways: connection: type: duckdb database: db.db - + state_connection: + type: postgres + host: {{ env_var('SQLMESH_STATE_HOST') }} + port: 5432 + user: {{ env_var('SQLMESH_STATE_USERNAME') }} + password: {{ env_var('SQLMESH_STATE_PASSWORD') }} + database: sqlmesh_state default_gateway: 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zzEwyr(o0c#b-CstK`kg0zPKNnmKeczlP>oG#3axa9MJ$m4N%^n)arx(CxC{Xo|85+ z6hS(CP&?}pZFQ0t{Blxopj0Yy?!`~gWkjXA)RG{ouC&Oaw*|#; rc|rt_06;IstVbw6{iaW6`lq3#MQ(PBj&P3u-0Z$~75!hKj4=E+ALeoe diff --git a/models/staging/stg_customers.sql b/models/staging/stg_customers.sql index 2082a1f..2a60f8a 100644 --- a/models/staging/stg_customers.sql +++ b/models/staging/stg_customers.sql @@ -12,5 +12,6 @@ MODEL ( SELECT id AS customer_id, first_name, - last_name + last_name, + -- 1 as new_column -- non-breaking change FROM demo.seed_raw_customers \ No newline at end of file diff --git a/requirements.txt b/requirements.txt index 441be14..db4c867 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1 +1 @@ -sqlmesh[web]==0.82.3 \ No newline at end of file +sqlmesh[web,postgres]==0.82.3 \ No newline at end of file From 0fe99a396dbc0226aaba5c3b26f7ccff1b543669 Mon Sep 17 00:00:00 2001 From: Sung Won Chung Date: Fri, 5 Apr 2024 23:00:26 -0700 Subject: [PATCH 10/14] DRY macro --- db.db | Bin 5255168 -> 5255168 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From d8e6276ec43faf38ec892667895202211df0c5a9 Mon Sep 17 00:00:00 2001 From: Sung Won Chung Date: Fri, 5 Apr 2024 23:07:38 -0700 Subject: [PATCH 11/14] add default cicd bot --- .github/workflows/sqlmesh.yml | 37 +++++++++++++++++++++++++++++++++++ 1 file changed, 37 insertions(+) create mode 100644 .github/workflows/sqlmesh.yml diff --git a/.github/workflows/sqlmesh.yml b/.github/workflows/sqlmesh.yml new file mode 100644 index 0000000..2fd8d16 --- /dev/null +++ b/.github/workflows/sqlmesh.yml @@ -0,0 +1,37 @@ +name: SQLMesh Bot +run-name: 🚀SQLMesh Bot 🚀 +on: + pull_request: + types: + - synchronize + - opened +# The latest commit is the one that will be used to create the PR environment and deploy to production +concurrency: + group: ${{ github.workflow }}-${{ github.head_ref || github.ref_name }} + cancel-in-progress: true +jobs: + sqlmesh: + name: SQLMesh Actions Workflow + runs-on: ubuntu-latest + permissions: + # Required to access code in PR + contents: write + # Required to post comments + issues: write + # Required to update check runs + checks: write + # Required to merge + pull-requests: write + steps: + - name: Setup Python + uses: actions/setup-python@v4 + - name: Checkout PR branch + uses: actions/checkout@v4 + with: + ref: refs/pull/${{ github.event.issue.pull_request && github.event.issue.number || github.event.pull_request.number }}/merge + - name: Install SQLMesh + Dependencies + run: pip install -r requirements.txt + shell: bash + - name: Run CI/CD Bot + run: | + sqlmesh_cicd -p ${{ github.workspace }} github --token ${{ secrets.GITHUB_TOKEN }} run-all \ No newline at end of file From d573b4c171b8dfd4445b2043ca87998db772da60 Mon Sep 17 00:00:00 2001 From: Sung Won Chung Date: Fri, 5 Apr 2024 23:10:25 -0700 Subject: [PATCH 12/14] fix deps --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index db4c867..3a29408 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1 +1 @@ -sqlmesh[web,postgres]==0.82.3 \ No newline at end of file +sqlmesh[web,postgres,github]==0.82.3 \ No newline at end of file From 75096c23215720711c5e3f555b3261c679bd9d87 Mon Sep 17 00:00:00 2001 From: Sung Won Chung Date: Fri, 5 Apr 2024 23:17:42 -0700 Subject: [PATCH 13/14] fix env vars --- .github/workflows/sqlmesh.yml | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/.github/workflows/sqlmesh.yml b/.github/workflows/sqlmesh.yml index 2fd8d16..d383061 100644 --- a/.github/workflows/sqlmesh.yml +++ b/.github/workflows/sqlmesh.yml @@ -34,4 +34,8 @@ jobs: shell: bash - name: Run CI/CD Bot run: | - sqlmesh_cicd -p ${{ github.workspace }} github --token ${{ secrets.GITHUB_TOKEN }} run-all \ No newline at end of file + sqlmesh_cicd -p ${{ github.workspace }} github --token ${{ secrets.GITHUB_TOKEN }} run-all + env: # TODO: update your GitHub secrets to include SNOWFLAKE_ACCOUNT, SNOWFLAKE_USER, SNOWFLAKE_PASSWORD, SNOWFLAKE_ROLE + SQLMESH_STATE_HOST: ${{ secrets.SQLMESH_STATE_HOST }} + SQLMESH_STATE_USERNAME: ${{ secrets.SQLMESH_STATE_USERNAME }} + SQLMESH_STATE_PASSWORD: ${{ secrets.SQLMESH_STATE_PASSWORD }} \ No newline at end of file From 1ed4b87c56fc773e1c79bf0a92db154df55a43b3 Mon Sep 17 00:00:00 2001 From: Sung Won Chung Date: Fri, 5 Apr 2024 23:19:25 -0700 Subject: [PATCH 14/14] see something in the PR --- models/staging/stg_customers.sql | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/models/staging/stg_customers.sql b/models/staging/stg_customers.sql index 2a60f8a..0d8f3c4 100644 --- a/models/staging/stg_customers.sql +++ b/models/staging/stg_customers.sql @@ -13,5 +13,5 @@ SELECT id AS customer_id, first_name, last_name, - -- 1 as new_column -- non-breaking change + 1 as new_column -- non-breaking change FROM demo.seed_raw_customers \ No newline at end of file