description |
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Step-by-step guide to set up AWS Personalize as a destination in RudderStack. |
Amazon Personalize, also called as AWS Personalize, is a machine learning service by Amazon. It enables you to create high-quality content recommendations, personalized product and marketing promotions, and much more. With Personalize, you can boost your customer engagement and overall business revenue in no time at all.
RudderStack lets you configure AWS Personalize as a destination to which you can seamlessly send your event data for personalized recommendation and effective product marketing.
{% hint style="success" %} Find the open-source transformer code for this destination in our GitHub repo. {% endhint %}
{% hint style="info" %}
To use PutUsers
and PutItems
for Personalize, use the latest images for rudder-server
and rudder-transformer
images.
{% endhint %}
To enable sending data to AWS Personalize, you will first need to add it as a destination in the RudderStack dashboard. Once the destination is enabled, events from RudderStack will start flowing to Personalize.
Before configuring your source and destination on the RudderStack app, check whether the source platform is supported by AWS Personalize by referring to the following table:
Connection Mode | Web | Mobile | Server |
---|---|---|---|
Device mode | - | - | - |
Cloud mode | Supported | Supported | Supported |
{% hint style="info" %} To know more about the difference between cloud mode and device mode in RudderStack, read the RudderStack connection modes guide. {% endhint %}
Once you have confirmed that the source platform supports sending events to AWS Personalize, perform the steps below:
- Generate a Tracking ID by following the instructions here.
{% hint style="success" %} Keep this Tracking ID handy. It is required to configure AWS Personalize as a destination. {% endhint %}
- Next, go to the RudderStack dashboard, and configure the source.
{% hint style="info" %} Follow our Adding a Source and Destination guide for more information. {% endhint %}
- From the list of destinations, select AWS Personalize. Assign a name to your destination and then click on Next. You should then see the following screen:
- Next, in the Connection Settings page, fill all the fields with the relevant information and click on Next.
This section details all the fields you need to configure to set up Personalize as a destination.
- Access Key ID: Enter the access key ID of your AWS account here.
{% hint style="info" %} The following actions need to be attached to the Access Key while setting up the AWS policy for it:
"Action": [
"personalize:PutEvents",
"personalize:PutUsers",
"personalize:PutItems"
]
You can use these actions based on the type of Personalize events you want to send. For example, to send only putEvents
type of events, you can attach only "personalize:PutEvents"
.
{% endhint %}
-
Secret Access Key: Enter the secret access key of your AWS account.
-
Region: Enter the region associated with your AWS account in this field.
-
Information on Dataset Group:
-
TrackingId: Enter the Tracking ID that you generated in the first step.
-
Dataset ARN: Enter the dataset ARN of the dataset from the chosen dataset group.
-
{% hint style="warning" %}
For PutItems
and PutEvents
operations, it is mandatory to specify the Dataset ARN
and Tracking ID
in the RudderStack dashboard.
{% endhint %}
-
Operational Choice:
-
Personalize Events: Choose the type of Personalize event you want to avail.
-
Map all the fields: In this section, enter the Schema Field you have used to create the schema in AWS Personalize (e.g.
USER_ID
,TIMESTAMP
,ITEM_ID
, etc.). Also, enter the corresponding Mapped Field from which the value will be taken from your event payload.
-
{% hint style="info" %} For more information on creating a schema in Personalize, refer to their documentation. {% endhint %}
{% hint style="info" %}
When using the PutItems
operation, you need to provide the path to the corresponding Mapped Field corresponding to the ITEM_ID
in your Personalize database schema.
{% endhint %}
The track
call lets you use PutEvents
and PutItems
operations of AWS Personalize.
{% hint style="info" %}
For PutEvents
, RudderStack sends the value of the event
field in the payload as EVENT_TYPE
. Also, the value of the timestamp
or originalTimestamp
field in the payload will be sent as sentAt
.
{% endhint %}
{% hint style="info" %}
For PutItems
and PutEvents
operations, it is mandatory to specify the Dataset ARN
and Tracking ID
in the RudderStack dashboard.
{% endhint %}
{% hint style="info" %}
To use the PutUsers
and PutItems
operations, use the latest images for rudder-server
and rudder-transformer
images.
{% endhint %}
The following snippet shows a sample track
event with the mapped field specified in the RudderStack dashboard:
rudderanalytics.track("PRODUCT ADDED", {
typeOfSdk: "javascript",
numberOfRatings: "12",
X: "item 1",
});
{% hint style="info" %}
When using the PutItems
, the Schema Field ITEM_ID
must be mapped to a specific key inside the payload and you need to mention the path to the chosen key as the corresponding Mapped Field.
{% endhint %}
In the above example, if you map ITEM_ID
to the payload field X
, the corresponding Mapped Field will be properties.X
.
{% hint style="info" %}
For any other Schema Field in your ITEMS
dataset, it is not advised to specify the path - only the field name will be sufficient.
{% endhint %}
{% hint style="warning" %}
While using PutEvents
, the Mapped Field for ITEM_ID
should not contain the path to the field. Only the name of the field will be sufficient. The same rule is applicable for any other Schema Field mapping.
{% endhint %}
The following image shows an example of the dashboard configuration for PutItems
:
The following image shows an example of the dashboard configuration for PutEvents
:
The identify
call lets you use PutUsers
operation of AWS Personalize.
{% hint style="info" %}
To use PutUsers
and PutItems
for Personalize, use the latest images for rudder-server
and rudder-transformer
images.
{% endhint %}
{% hint style="info" %}
For the PutUsers
operation, the value of the userId
or anonymousId
field in the payload will be sent as userId
.
{% endhint %}
{% hint style="info" %}
For PutUsers
, the Dataset ARN field in the RudderStack dashboard is required.
{% endhint %}
The following snippet highlights a sample identify
event with the Mapped Field specified in the RudderStack dashboard:
rudderanalytics.identify("userId", {
name: "John",
email: "[email protected]"
});
If you come across any issues while configuring AWS Personalize as a destination with RudderStack, please feel free to contact us. You can also start a conversation on our Slack channel; we will be happy to talk to you!