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How to capture impression data

Placeholders

Placeholders in the code samples below are delimited by angle brackets (i.e. <placeholder-name>). You will need to replace them with the values that are correct in your situation for the code samples to run properly.

Unleash allows you to gather impression data from your feature toggles, giving you complete visibility into who checked what toggles and when. What you do with this data is entirely up to you, but a common use case is to send it off to an aggregation and analytics service such as Posthog or Google Analytics, either just for monitoring purposes or to facilitate A/B testing.

This guide will take you through everything you need to do in Unleash to facilitate such a workflow. It will show you how to send data to Posthog as an example sink, but the exact same principles will apply to any other service of the same kind.

Prerequisites​

We will assume that you have the necessary details for your third-party service:

  • where to send the data to. We'll refer to this in the code samples below as <sink-url>.
  • what format the data needs to be in. This will determine how you transform the event data before you send it.

In addition, you'll need to have a toggle to record impression data for and an Unleash client SDK that supports impression data. This guide will use the JavaScript proxy SDK.

When you have those things sorted, follow the below steps.

Step 1: Enable impression data for your feature toggle​

Because impression data is an opt-in feature, the first step is to enable it for the feature you want to gather data from. You can use both the UI and the API.

Enabling impression data for new feature toggles​

When you create a new feature toggle via the UI, there's an option at the end of the form that you must enable:

The create feature toggle form. There&#39;s a toggle at the end of the form that enables or disables impression data. It&#39;s labeled &quot;impression data&quot;.

To create a feature toggle with impression data enabled, set the impressionData option to true in the request payload, as seen below. For more options, check the reference docs on creating features.

Create a feature toggle with impression data enabled.
POST <unleash-url>/api/admin/projects/<project-id>/features
Authorization: <API-token>
content-type: application/json

{
  "name": "<feature-toggle-name>",
  "impressionData": true
}

Enabling impression data for existing feature toggles​

To enable impression data for an existing toggle, go to the "Settings" tab of that feature toggle and use the "edit" button near the Feature information title in the admin UI. It will take you to a form that looks like the toggle creation form. Use the "Enable impression data" toggle to enable it, the same way you would when enabling impression data for a new feature toggle.

The create feature toggle form. There&#39;s a toggle at the end of the form that enables or disables impression data. It&#39;s labeled &quot;impression data&quot;.

To enable impression data for an existing toggle, use the API's toggle patching functionality:

Enable impression data on an existing toggle.
PATCH <unleash-url>/api/admin/projects/<project-id>/features/<feature-toggle-name>
Authorization: <API-token>
content-type: application/json

[
  {
    "op": "replace",
    "path": "/impressionData",
    "value": true
  }
]

Step 2: Capture impression events in your client​

In your client SDK, initialize the library for the third party service you're using. For the full details on setting up a Posthog client, see the official Posthog JavaScript client docs. The steps below will use extracts from said documentation.

After initializing the library, you'll probably also want to identify the current user, so that events can be correlated properly:

Identify the user.
posthog.identify(userId);

Capture and transform the event​

Attach an event listener to Unleash that listens for "impression" events. Inside the listener, transform the event data to the format you want and send it to your analytics service.

Capture, transform, and send impression data.
// listen for impression events
unleash.on("impression", (event) => {

    // capture and transform events
    posthog.capture(event.eventType, {
        ...event.context,
        distinct_id: event.context?.userId,
        featureName: event.featureName,
        enabled: event.enabled,
        variant: event.variant,
    });

});

Posthog expects an object with a distinct_id property that it uses to correlate data. Additionally, you can add whatever properties you want, such as the feature toggle name, its state and/or variant, or the whole Unleash context. The posthog.capture method sends the event data to your Posthog instance.