gitlab-org--gitlab-foss/doc/development/snowplow.md

---
stage: Growth
group: Product Intelligence
info: To determine the technical writer assigned to the Stage/Group associated with this page, see https://about.gitlab.com/handbook/engineering/ux/technical-writing/#assignments
---

# Snowplow Guide

This guide provides an overview of how Snowplow works, and implementation details.

For more information about Product Intelligence, see:

- [Product Intelligence Guide](https://about.gitlab.com/handbook/product/product-intelligence-guide/)
- [Usage Ping Guide](usage_ping.md)

More useful links:

- [Product Intelligence Direction](https://about.gitlab.com/direction/product-intelligence/)
- [Data Analysis Process](https://about.gitlab.com/handbook/business-ops/data-team/#data-analysis-process/)
- [Data for Product Managers](https://about.gitlab.com/handbook/business-ops/data-team/programs/data-for-product-managers/)
- [Data Infrastructure](https://about.gitlab.com/handbook/business-ops/data-team/platform/infrastructure/)

## What is Snowplow

Snowplow is an enterprise-grade marketing and Product Intelligence platform which helps track the way users engage with our website and application.

[Snowplow](https://github.com/snowplow/snowplow) consists of the following loosely-coupled sub-systems:

- **Trackers** fire Snowplow events. Snowplow has 12 trackers, covering web, mobile, desktop, server, and IoT.
- **Collectors** receive Snowplow events from trackers. We have three different event collectors, synchronizing events either to Amazon S3, Apache Kafka, or Amazon Kinesis.
- **Enrich** cleans up the raw Snowplow events, enriches them and puts them into storage. We have an Hadoop-based enrichment process, and a Kinesis-based or Kafka-based process.
- **Storage** is where the Snowplow events live. We store the Snowplow events in a flat file structure on S3, and in the Redshift and PostgreSQL databases.
- **Data modeling** is where event-level data is joined with other data sets and aggregated into smaller data sets, and business logic is applied. This produces a clean set of tables which make it easier to perform analysis on the data. We have data models for Redshift and Looker.
- **Analytics** are performed on the Snowplow events or on the aggregate tables.

![snowplow_flow](img/snowplow_flow.png)

## Snowplow schema

We have many definitions of Snowplow's schema. We have an active issue to [standardize this schema](https://gitlab.com/gitlab-org/gitlab/-/issues/207930) including the following definitions:

- Frontend and backend taxonomy as listed below
- [Structured event taxonomy](#structured-event-taxonomy)
- [Self describing events](https://github.com/snowplow/snowplow/wiki/Custom-events#self-describing-events)
- [Iglu schema](https://gitlab.com/gitlab-org/iglu/)
- [Snowplow authored events](https://github.com/snowplow/snowplow/wiki/Snowplow-authored-events)

## Enabling Snowplow

Tracking can be enabled at:

- The instance level, which enables tracking on both the frontend and backend layers.
- User level, though user tracking can be disabled on a per-user basis. GitLab tracking respects the [Do Not Track](https://www.eff.org/issues/do-not-track) standard, so any user who has enabled the Do Not Track option in their browser is not tracked at a user level.

We use Snowplow for the majority of our tracking strategy and it is enabled on GitLab.com. On a self-managed instance, Snowplow can be enabled by navigating to:

- **Admin Area > Settings > General** in the UI.
- `admin/application_settings/integrations` in your browser.

The following configuration is required:

| Name          | Value                     |
|---------------|---------------------------|
| Collector     | `snowplow.trx.gitlab.net` |
| Site ID       | `gitlab`                  |
| Cookie domain | `.gitlab.com`             |

## Snowplow request flow

The following example shows a basic request/response flow between the following components:

- Snowplow JS / Ruby Trackers on GitLab.com
- [GitLab.com Snowplow Collector](https://gitlab.com/gitlab-com/gl-infra/readiness/-/blob/master/library/snowplow/index.md)
- The GitLab S3 Bucket
- The GitLab Snowflake Data Warehouse
- Sisense:

```mermaid
sequenceDiagram
    participant Snowplow JS (Frontend)
    participant Snowplow Ruby (Backend)
    participant GitLab.com Snowplow Collector
    participant S3 Bucket
    participant Snowflake DW
    participant Sisense Dashboards
    Snowplow JS (Frontend) ->> GitLab.com Snowplow Collector: FE Tracking event
    Snowplow Ruby (Backend) ->> GitLab.com Snowplow Collector: BE Tracking event
    loop Process using Kinesis Stream
      GitLab.com Snowplow Collector ->> GitLab.com Snowplow Collector: Log raw events
      GitLab.com Snowplow Collector ->> GitLab.com Snowplow Collector: Enrich events
      GitLab.com Snowplow Collector ->> GitLab.com Snowplow Collector: Write to disk
    end
    GitLab.com Snowplow Collector ->> S3 Bucket: Kinesis Firehose
    S3 Bucket->>Snowflake DW: Import data
    Snowflake DW->>Snowflake DW: Transform data using dbt
    Snowflake DW->>Sisense Dashboards: Data available for querying
```

## Structured event taxonomy

When adding new click events, we should add them in a way that's internally consistent. If we don't, it is very painful to perform analysis across features since each feature captures events differently.

The current method provides several attributes that are sent on each click event. Please try to follow these guidelines when specifying events to capture:

| attribute | type    | required | description |
| --------- | ------- | -------- | ----------- |
| category  | text    | true     | The page or backend area of the application. Unless infeasible, please use the Rails page attribute by default in the frontend, and namespace + class name on the backend. |
| action    | text    | true     | The action the user is taking, or aspect that's being instrumented. The first word should always describe the action or aspect: clicks should be `click`, activations should be `activate`, creations should be `create`, etc. Use underscores to describe what was acted on; for example, activating a form field would be `activate_form_input`. An interface action like clicking on a dropdown would be `click_dropdown`, while a behavior like creating a project record from the backend would be `create_project` |
| label     | text    | false    | The specific element, or object that's being acted on. This is either the label of the element (e.g. a tab labeled 'Create from template' may be `create_from_template`) or a unique identifier if no text is available (e.g. closing the Groups dropdown in the top navigation bar might be `groups_dropdown_close`), or it could be the name or title attribute of a record being created. |
| property  | text    | false    | Any additional property of the element, or object being acted on. |
| value     | decimal | false    | Describes a numeric value or something directly related to the event. This could be the value of an input (e.g. `10` when clicking `internal` visibility). |

### Web-specific parameters

Snowplow JS adds many [web-specific parameters](https://docs.snowplowanalytics.com/docs/collecting-data/collecting-from-own-applications/snowplow-tracker-protocol/#Web-specific_parameters) to all web events by default.

## Implementing Snowplow JS (Frontend) tracking

GitLab provides `Tracking`, an interface that wraps the [Snowplow JavaScript Tracker](https://github.com/snowplow/snowplow/wiki/javascript-tracker) for tracking custom events. There are a few ways to use tracking, but each generally requires at minimum, a `category` and an `action`. Additional data can be provided that adheres to our [Structured event taxonomy](#structured-event-taxonomy).

| field      | type   | default value              | description                                                                                                                                                                                                    |
|:-----------|:-------|:---------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| `category` | string | `document.body.dataset.page` | Page or subsection of a page that events are being captured within.                                                                                                                                            |
| `action`   | string | 'generic'                  | Action the user is taking. Clicks should be `click` and activations should be `activate`, so for example, focusing a form field would be `activate_form_input`, and clicking a button would be `click_button`. |
| `data`     | object | `{}`                         | Additional data such as `label`, `property`, `value`, and `context` as described in our [Structured event taxonomy](#structured-event-taxonomy). |

### Tracking in HAML (or Vue Templates)

When working within HAML (or Vue templates) we can add `data-track-*` attributes to elements of interest. All elements that have a `data-track-event` attribute automatically have event tracking bound on clicks.

Below is an example of `data-track-*` attributes assigned to a button:

```haml
%button.btn{ data: { track: { event: "click_button", label: "template_preview", property: "my-template" } } }
```

```html
<button class="btn"
  data-track-event="click_button"
  data-track-label="template_preview"
  data-track-property="my-template"
/>
```

Event listeners are bound at the document level to handle click events on or within elements with these data attributes. This allows them to be properly handled on re-rendering and changes to the DOM. Note that because of the way these events are bound, click events should not be stopped from propagating up the DOM tree. If for any reason click events are being stopped from propagating, you need to implement your own listeners and follow the instructions in [Tracking in raw JavaScript](#tracking-in-raw-javascript).

Below is a list of supported `data-track-*` attributes:

| attribute             | required | description |
|:----------------------|:---------|:------------|
| `data-track-event`    | true     | Action the user is taking. Clicks must be prepended with `click` and activations must be prepended with `activate`. For example, focusing a form field would be `activate_form_input` and clicking a button would be `click_button`. |
| `data-track-label`    | false    | The `label` as described in our [Structured event taxonomy](#structured-event-taxonomy). |
| `data-track-property` | false    | The `property` as described in our [Structured event taxonomy](#structured-event-taxonomy). |
| `data-track-value`    | false    | The `value` as described in our [Structured event taxonomy](#structured-event-taxonomy). If omitted, this is the element's `value` property or an empty string. For checkboxes, the default value is the element's checked attribute or `false` when unchecked. |
| `data-track-context`  | false    | The `context` as described in our [Structured event taxonomy](#structured-event-taxonomy). |

#### Caveats

When using the GitLab helper method [`nav_link`](https://gitlab.com/gitlab-org/gitlab/-/blob/898b286de322e5df6a38d257b10c94974d580df8/app/helpers/tab_helper.rb#L69) be sure to wrap `html_options` under the `html_options` keyword argument.
Be careful, as this behavior can be confused with the `ActionView` helper method [`link_to`](https://api.rubyonrails.org/v5.2.3/classes/ActionView/Helpers/UrlHelper.html#method-i-link_to) that does not require additional wrapping of `html_options`

`nav_link(controller: ['dashboard/groups', 'explore/groups'], html_options: { data: { track_label: "groups_dropdown", track_event: "click_dropdown" } })`

vs

`link_to assigned_issues_dashboard_path, title: _('Issues'), data: { track_label: 'main_navigation', track_event: 'click_issues_link' }`

### Tracking within Vue components

There's a tracking Vue mixin that can be used in components if more complex tracking is required. To use it, first import the `Tracking` library and request a mixin.

```javascript
import Tracking from '~/tracking';
const trackingMixin = Tracking.mixin({ label: 'right_sidebar' });
```

You can provide default options that are passed along whenever an event is tracked from within your component. For instance, if all events within a component should be tracked with a given `label`, you can provide one at this time. Available defaults are `category`, `label`, `property`, and `value`. If no category is specified, `document.body.dataset.page` is used as the default.

You can then use the mixin normally in your component with the `mixin` Vue declaration. The mixin also provides the ability to specify tracking options in `data` or `computed`. These override any defaults and allow the values to be dynamic from props, or based on state.

```javascript
export default {
  mixins: [trackingMixin],
  // ...[component implementation]...
  data() {
    return {
      expanded: false,
      tracking: {
        label: 'left_sidebar'
      }
    };
  },
}
```

The mixin provides a `track` method that can be called within the template, or from component methods. An example of the whole implementation might look like the following.

```javascript
export default {
  mixins: [Tracking.mixin({ label: 'right_sidebar' })],
  data() {
    return {
      expanded: false,
    };
  },
  methods: {
    toggle() {
      this.expanded = !this.expanded;
      this.track('click_toggle', { value: this.expanded })
    }
  }
};
```

And if needed within the template, you can use the `track` method directly as well.

```html
<template>
  <div>
    <a class="toggle" @click.prevent="toggle">Toggle</a>
    <div v-if="expanded">
      <p>Hello world!</p>
      <a @click.prevent="track('click_action')">Track an event</a>
    </div>
  </div>
</template>
```

### Tracking in raw JavaScript

Custom event tracking and instrumentation can be added by directly calling the `Tracking.event` static function. The following example demonstrates tracking a click on a button by calling `Tracking.event` manually.

```javascript
import Tracking from '~/tracking';

const button = document.getElementById('create_from_template_button');
button.addEventListener('click', () => {
  Tracking.event('dashboard:projects:index', 'click_button', {
    label: 'create_from_template',
    property: 'template_preview',
    value: 'rails',
  });
})
```

### Tests and test helpers

In Jest particularly in Vue tests, you can use the following:

```javascript
import { mockTracking } from 'helpers/tracking_helper';

describe('MyTracking', () => {
  let spy;

  beforeEach(() => {
    spy = mockTracking('_category_', wrapper.element, jest.spyOn);
  });

  it('tracks an event when clicked on feedback', () => {
    wrapper.find('.discover-feedback-icon').trigger('click');

    expect(spy).toHaveBeenCalledWith('_category_', 'click_button', {
      label: 'security-discover-feedback-cta',
      property: '0',
    });
  });
});
```

In obsolete Karma tests it's used as below:

```javascript
import { mockTracking, triggerEvent } from 'spec/helpers/tracking_helper';

describe('my component', () => {
  let trackingSpy;

  beforeEach(() => {
    trackingSpy = mockTracking('_category_', vm.$el, spyOn);
  });

  const triggerEvent = () => {
    // action which should trigger a event
  };

  it('tracks an event when toggled', () => {
    expect(trackingSpy).not.toHaveBeenCalled();

    triggerEvent('a.toggle');

    expect(trackingSpy).toHaveBeenCalledWith('_category_', 'click_edit_button', {
      label: 'right_sidebar',
      property: 'confidentiality',
    });
  });
});
```

## Implementing Snowplow Ruby (Backend) tracking

GitLab provides `Gitlab::Tracking`, an interface that wraps the [Snowplow Ruby Tracker](https://github.com/snowplow/snowplow/wiki/ruby-tracker) for tracking custom events.

Custom event tracking and instrumentation can be added by directly calling the `GitLab::Tracking.event` class method, which accepts the following arguments:

| argument   | type                      | default value | description                                                                                                                       |
|------------|---------------------------|---------------|-----------------------------------------------------------------------------------------------------------------------------------|
| `category` | String                    |               | Area or aspect of the application. This could be `HealthCheckController` or `Lfs::FileTransformer` for instance.                  |
| `action`   | String                    |               | The action being taken, which can be anything from a controller action like `create` to something like an Active Record callback. |
| `label`    | String                    | nil           | As described in [Structured event taxonomy](#structured-event-taxonomy).                                                          |
| `property` | String                    | nil           | As described in [Structured event taxonomy](#structured-event-taxonomy).                                                          |
| `value`    | Numeric                   | nil           | As described in [Structured event taxonomy](#structured-event-taxonomy).                                                          |
| `context`  | Array\[SelfDescribingJSON\] | nil           | An array of custom contexts to send with this event. Most events should not have any custom contexts.                             |

Tracking can be viewed as either tracking user behavior, or can be used for instrumentation to monitor and visualize performance over time in an area or aspect of code.

For example:

```ruby
class Projects::CreateService < BaseService
  def execute
    project = Project.create(params)

    Gitlab::Tracking.event('Projects::CreateService', 'create_project',
      label: project.errors.full_messages.to_sentence,
      value: project.valid?
    )
  end
end
```

### Unit testing

Use the `expect_snowplow_event` helper when testing backend Snowplow events. See [testing best practices](
https://docs.gitlab.com/ee/development/testing_guide/best_practices.html#test-snowplow-events) for details.

### Performance

We use the [AsyncEmitter](https://github.com/snowplow/snowplow/wiki/Ruby-Tracker#52-the-asyncemitter-class) when tracking events, which allows for instrumentation calls to be run in a background thread. This is still an active area of development.

## Developing and testing Snowplow

There are several tools for developing and testing Snowplow Event

| Testing Tool                                 | Frontend Tracking  | Backend Tracking    | Local Development Environment | Production Environment | Production Environment |
|----------------------------------------------|--------------------|---------------------|-------------------------------|------------------------|------------------------|
| Snowplow Analytics Debugger Chrome Extension | **{check-circle}** | **{dotted-circle}** | **{check-circle}**            | **{check-circle}**     | **{check-circle}**     |
| Snowplow Inspector Chrome Extension          | **{check-circle}** | **{dotted-circle}** | **{check-circle}**            | **{check-circle}**     | **{check-circle}**     |
| Snowplow Micro                               | **{check-circle}** | **{check-circle}**  | **{check-circle}**            | **{dotted-circle}**    | **{dotted-circle}**    |
| Snowplow Mini                                | **{check-circle}** | **{check-circle}**  | **{dotted-circle}**           | **{status_preparing}** | **{status_preparing}** |

**Legend**

**{check-circle}** Available, **{status_preparing}** In progress, **{dotted-circle}** Not Planned

### Preparing your MR for Review

1. For frontend events, in the MR description section, add a screenshot of the event's relevant section using the [Snowplow Analytics Debugger](https://chrome.google.com/webstore/detail/snowplow-analytics-debugg/jbnlcgeengmijcghameodeaenefieedm) Chrome browser extension.
1. For backend events, please use Snowplow Micro and add the output of the Snowplow Micro good events  `GET http://localhost:9090/micro/good`.

### Snowplow Analytics Debugger Chrome Extension

Snowplow Analytics Debugger is a browser extension for testing frontend events. This works on production, staging and local development environments.

1. Install the [Snowplow Analytics Debugger](https://chrome.google.com/webstore/detail/snowplow-analytics-debugg/jbnlcgeengmijcghameodeaenefieedm) Chrome browser extension.
1. Open Chrome DevTools to the Snowplow Analytics Debugger tab.
1. Learn more at [Igloo Analytics](https://www.iglooanalytics.com/blog/snowplow-analytics-debugger-chrome-extension.html).

### Snowplow Inspector Chrome Extension

Snowplow Inspector Chrome Extension is a browser extension for testing frontend events. This works on production, staging and local development environments.

1. Install [Snowplow Inspector](https://chrome.google.com/webstore/detail/snowplow-inspector/maplkdomeamdlngconidoefjpogkmljm?hl=en).
1. Open the Chrome extension by pressing the Snowplow Inspector icon beside the address bar.
1. Click around on a webpage with Snowplow and you should see JavaScript events firing in the inspector window.

### Snowplow Micro

Snowplow Micro is a very small version of a full Snowplow data collection pipeline: small enough that it can be launched by a test suite. Events can be recorded into Snowplow Micro just as they can a full Snowplow pipeline. Micro then exposes an API that can be queried.

Snowplow Micro is a Docker-based solution for testing frontend and backend events in a local development environment. You need to modify GDK using the instructions below to set this up.

- Read [Introducing Snowplow Micro](https://snowplowanalytics.com/blog/2019/07/17/introducing-snowplow-micro/)
- Look at the [Snowplow Micro repository](https://github.com/snowplow-incubator/snowplow-micro)
- Watch our <i class="fa fa-youtube-play youtube" aria-hidden="true"></i> [installation guide recording](https://www.youtube.com/watch?v=OX46fo_A0Ag)

1. Ensure Docker is installed and running.

1. Install [Snowplow Micro](https://github.com/snowplow-incubator/snowplow-micro) by cloning the settings in [this project](https://gitlab.com/gitlab-org/snowplow-micro-configuration):
1. Navigate to the directory with the cloned project, and start the appropriate Docker
   container with the following script:

   ```shell
   ./snowplow-micro.sh
   ```

1. Update your instance's settings to enable Snowplow events and point to the Snowplow Micro collector:

   ```shell
   gdk psql -d gitlabhq_development
   update application_settings set snowplow_collector_hostname='localhost:9090', snowplow_enabled=true, snowplow_cookie_domain='.gitlab.com';
   ```

1. Update `DEFAULT_SNOWPLOW_OPTIONS` in `app/assets/javascripts/tracking.js` to remove `forceSecureTracker: true`:

   ```diff
   diff --git a/app/assets/javascripts/tracking.js b/app/assets/javascripts/tracking.js
   index 0a1211d0a76..3b98c8f28f2 100644
   --- a/app/assets/javascripts/tracking.js
   +++ b/app/assets/javascripts/tracking.js
   @@ -7,7 +7,6 @@ const DEFAULT_SNOWPLOW_OPTIONS = {
      appId: '',
      userFingerprint: false,
      respectDoNotTrack: true,
   -  forceSecureTracker: true,
      eventMethod: 'post',
      contexts: { webPage: true, performanceTiming: true },
      formTracking: false,

   ```

1. Update `snowplow_options` in `lib/gitlab/tracking.rb` to add `protocol` and `port`:

   ```diff
   diff --git a/lib/gitlab/tracking.rb b/lib/gitlab/tracking.rb
   index 618e359211b..e9084623c43 100644
   --- a/lib/gitlab/tracking.rb
   +++ b/lib/gitlab/tracking.rb
   @@ -41,7 +41,9 @@ def snowplow_options(group)
              cookie_domain: Gitlab::CurrentSettings.snowplow_cookie_domain,
              app_id: Gitlab::CurrentSettings.snowplow_app_id,
              form_tracking: additional_features,
   -          link_click_tracking: additional_features
   +          link_click_tracking: additional_features,
   +          protocol: 'http',
   +          port: 9090
            }.transform_keys! { |key| key.to_s.camelize(:lower).to_sym }
          end
   ```

1. Update `emitter` in `lib/gitlab/tracking/destinations/snowplow.rb` to change `protocol`:

   ```diff
   diff --git a/lib/gitlab/tracking/destinations/snowplow.rb b/lib/gitlab/tracking/destinations/snowplow.rb
   index 4fa844de325..5dd9d0eacfb 100644
   --- a/lib/gitlab/tracking/destinations/snowplow.rb
   +++ b/lib/gitlab/tracking/destinations/snowplow.rb
   @@ -40,7 +40,7 @@ def tracker
            def emitter
              SnowplowTracker::AsyncEmitter.new(
                Gitlab::CurrentSettings.snowplow_collector_hostname,
   -            protocol: 'https'
   +            protocol: 'http'
              )
            end
          end

   ```

1. Restart GDK:

   ```shell
   `gdk restart`
   ```

1. Send a test Snowplow event from the Rails console:

   ```ruby
   Gitlab::Tracking.self_describing_event('iglu:com.gitlab/pageview_context/jsonschema/1-0-0', data: { page_type: 'MY_TYPE' }, context: nil)
   ```

1. Navigate to `localhost:9090/micro/good` to see the event.

### Snowplow Mini

[Snowplow Mini](https://github.com/snowplow/snowplow-mini) is an easily-deployable, single-instance version of Snowplow.

Snowplow Mini can be used for testing frontend and backend events on a production, staging and local development environment.

For GitLab.com, we're setting up a [QA and Testing environment](https://gitlab.com/gitlab-org/telemetry/-/issues/266) using Snowplow Mini.

## Snowplow Schemas

### `gitlab_standard`

We are currently working towards including the [`gitlab_standard` schema](https://gitlab.com/gitlab-org/iglu/-/blob/master/public/schemas/com.gitlab/gitlab_standard/jsonschema/) with every event. See [Standardize Snowplow Schema](https://gitlab.com/groups/gitlab-org/-/epics/5218) for details.

The [`StandardContext`](https://gitlab.com/gitlab-org/gitlab/-/blob/master/lib/gitlab/tracking/standard_context.rb) class represents this schema in the application. 

| Field Name     | Required            | Type                  | Description                                                                                 |
|----------------|---------------------|-----------------------|---------------------------------------------------------------------------------------------|
| `project_id`   | **{dotted-circle}** | integer               |                                                                 |
| `namespace_id` | **{dotted-circle}** | integer               |                                                               |
| `environment`  | **{check-circle}**  | string (max 32 chars) | Name of the source environment, such as `production` or `staging`             |
| `source`       | **{check-circle}**  | string (max 32 chars) | Name of the source application, such as  `gitlab-rails` or `gitlab-javascript` |

### Default Schema

| Field Name               | Required            | Type      | Description                                                                                                                      |
|--------------------------|---------------------|-----------|----------------------------------------------------------------------------------------------------------------------------------|
| `app_id`                   | **{check-circle}**  | string    | Unique identifier for website / application                                                                                      |
| `base_currency`            | **{dotted-circle}** | string    | Reporting currency                                                                                                               |
| `br_colordepth`            | **{dotted-circle}** | integer   | Browser color depth                                                                                                              |
| `br_cookies`               | **{dotted-circle}** | boolean   | Does the browser permit cookies?                                                                                                 |
| `br_family`                | **{dotted-circle}** | string    | Browser family                                                                                                                   |
| `br_features_director`     | **{dotted-circle}** | boolean   | Director plugin installed?                                                                                                       |
| `br_features_flash`        | **{dotted-circle}** | boolean   | Flash plugin installed?                                                                                                          |
| `br_features_gears`        | **{dotted-circle}** | boolean   | Google gears installed?                                                                                                          |
| `br_features_java`         | **{dotted-circle}** | boolean   | Java plugin installed?                                                                                                           |
| `br_features_pdf`          | **{dotted-circle}** | boolean   | Adobe PDF plugin installed?                                                                                                      |
| `br_features_quicktime`    | **{dotted-circle}** | boolean   | Quicktime plugin installed?                                                                                                      |
| `br_features_realplayer`   | **{dotted-circle}** | boolean   | RealPlayer plugin installed?                                                                                                     |
| `br_features_silverlight`  | **{dotted-circle}** | boolean   | Silverlight plugin installed?                                                                                                    |
| `br_features_windowsmedia` | **{dotted-circle}** | boolean   | Windows media plugin installed?                                                                                                  |
| `br_lang`                  | **{dotted-circle}** | string    | Language the browser is set to                                                                                                   |
| `br_name`                  | **{dotted-circle}** | string    | Browser name                                                                                                                     |
| `br_renderengine`          | **{dotted-circle}** | string    | Browser rendering engine                                                                                                         |
| `br_type`                  | **{dotted-circle}** | string    | Browser type                                                                                                                     |
| `br_version`               | **{dotted-circle}** | string    | Browser version                                                                                                                  |
| `br_viewheight`            | **{dotted-circle}** | string    | Browser viewport height                                                                                                          |
| `br_viewwidth`             | **{dotted-circle}** | string    | Browser viewport width                                                                                                           |
| `collector_tstamp`         | **{dotted-circle}** | timestamp | Time stamp for the event recorded by the collector                                                                               |
| `contexts`                 | **{dotted-circle}** |           |                                                                                                                                  |
| `derived_contexts`         | **{dotted-circle}** |           | Contexts derived in the Enrich process                                                                                           |
| `derived_tstamp`           | **{dotted-circle}** | timestamp | Timestamp making allowance for inaccurate device clock                                                                          |
| `doc_charset`              | **{dotted-circle}** | string    | Web page’s character encoding                                                                                                    |
| `doc_height`               | **{dotted-circle}** | string    | Web page height                                                                                                                  |
| `doc_width`                | **{dotted-circle}** | string    | Web page width                                                                                                                   |
| `domain_sessionid`         | **{dotted-circle}** | string    | Unique identifier (UUID) for this visit of this user_id to this domain                                                           |
| `domain_sessionidx`        | **{dotted-circle}** | integer   | Index of number of visits that this user_id has made to this domain (The first visit is `1`)                                        |
| `domain_userid`            | **{dotted-circle}** | string    | Unique identifier for a user, based on a first party cookie (so domain specific)                                                 |
| `dvce_created_tstamp`      | **{dotted-circle}** | timestamp | Timestamp when event occurred, as recorded by client device                                                                      |
| `dvce_ismobile`            | **{dotted-circle}** | boolean   | Indicates whether device is mobile                                                                                               |
| `dvce_screenheight`        | **{dotted-circle}** | string    | Screen / monitor resolution                                                                                                      |
| `dvce_screenwidth`         | **{dotted-circle}** | string    | Screen / monitor resolution                                                                                                      |
| `dvce_sent_tstamp`         | **{dotted-circle}** | timestamp | Timestamp when event was sent by client device to collector                                                                      |
| `dvce_type`                | **{dotted-circle}** | string    | Type of device                                                                                                                   |
| `etl_tags`                 | **{dotted-circle}** | string    | JSON of tags for this ETL run                                                                                                    |
| `etl_tstamp`               | **{dotted-circle}** | timestamp | Timestamp event began ETL                                                                                                        |
| `event`                    | **{dotted-circle}** | string    | Event type                                                                                                                       |
| `event_fingerprint`        | **{dotted-circle}** | string    | Hash client-set event fields                                                                                                     |
| `event_format`             | **{dotted-circle}** | string    | Format for event                                                                                                                 |
| `event_id`                 | **{dotted-circle}** | string    | Event UUID                                                                                                                       |
| `event_name`               | **{dotted-circle}** | string    | Event name                                                                                                                       |
| `event_vendor`             | **{dotted-circle}** | string    | The company who developed the event model                                                                                        |
| `event_version`            | **{dotted-circle}** | string    | Version of event schema                                                                                                          |
| `geo_city`                 | **{dotted-circle}** | string    | City of IP origin                                                                                                                |
| `geo_country`              | **{dotted-circle}** | string    | Country of IP origin                                                                                                             |
| `geo_latitude`             | **{dotted-circle}** | string    | An approximate latitude                                                                                                          |
| `geo_longitude`            | **{dotted-circle}** | string    | An approximate longitude                                                                                                         |
| `geo_region`               | **{dotted-circle}** | string    | Region of IP origin                                                                                                              |
| `geo_region_name`          | **{dotted-circle}** | string    | Region of IP origin                                                                                                              |
| `geo_timezone`             | **{dotted-circle}** | string    | Timezone of IP origin                                                                                                            |
| `geo_zipcode`              | **{dotted-circle}** | string    | Zip (postal) code of IP origin                                                                                                   |
| `ip_domain`                | **{dotted-circle}** | string    | Second level domain name associated with the visitor’s IP address                                                                |
| `ip_isp`                   | **{dotted-circle}** | string    | Visitor’s ISP                                                                                                                    |
| `ip_netspeed`              | **{dotted-circle}** | string    | Visitor’s connection type                                                                                                        |
| `ip_organization`          | **{dotted-circle}** | string    | Organization associated with the visitor’s IP address – defaults to ISP name if none is found                                    |
| `mkt_campaign`             | **{dotted-circle}** | string    | The campaign ID                                                                                                                  |
| `mkt_clickid`              | **{dotted-circle}** | string    | The click ID                                                                                                                     |
| `mkt_content`              | **{dotted-circle}** | string    | The content or ID of the ad.                                                                   |
| `mkt_medium`               | **{dotted-circle}** | string    | Type of traffic source                                                                                                           |
| `mkt_network`              | **{dotted-circle}** | string    | The ad network to which the click ID belongs                                                                                     |
| `mkt_source`               | **{dotted-circle}** | string    | The company / website where the traffic came from                                                                                |
| `mkt_term`                 | **{dotted-circle}** | string    | Keywords associated with the referrer                                                                                        |
| `name_tracker`             | **{dotted-circle}** | string    | The tracker namespace                                                                                                            |
| `network_userid`           | **{dotted-circle}** | string    | Unique identifier for a user, based on a cookie from the collector (so set at a network level and shouldn’t be set by a tracker) |
| `os_family`                | **{dotted-circle}** | string    | Operating system family                                                                                                          |
| `os_manufacturer`          | **{dotted-circle}** | string    | Manufacturers of operating system                                                                                                |
| `os_name`                  | **{dotted-circle}** | string    | Name of operating system                                                                                                         |
| `os_timezone`              | **{dotted-circle}** | string    | Client operating system timezone                                                                                                 |
| `page_referrer`            | **{dotted-circle}** | string    | Referrer URL                                                                                                                     |
| `page_title`               | **{dotted-circle}** | string    | Page title                                                                                                                       |
| `page_url`                 | **{dotted-circle}** | string    | Page URL                                                                                                                         |
| `page_urlfragment`         | **{dotted-circle}** | string    | Fragment aka anchor                                                                                                              |
| `page_urlhost`             | **{dotted-circle}** | string    | Host aka domain                                                                                                                  |
| `page_urlpath`             | **{dotted-circle}** | string    | Path to page                                                                                                                     |
| `page_urlport`             | **{dotted-circle}** | integer   | Port if specified, 80 if not                                                                                                     |
| `page_urlquery`            | **{dotted-circle}** | string    | Query string                                                                                                                      |
| `page_urlscheme`           | **{dotted-circle}** | string    | Scheme (protocol name)                                                                                                              |
| `platform`                 | **{dotted-circle}** | string    | The platform the app runs on                                                                                                     |
| `pp_xoffset_max`           | **{dotted-circle}** | integer   | Maximum page x offset seen in the last ping period                                                                               |
| `pp_xoffset_min`           | **{dotted-circle}** | integer   | Minimum page x offset seen in the last ping period                                                                               |
| `pp_yoffset_max`           | **{dotted-circle}** | integer   | Maximum page y offset seen in the last ping period                                                                               |
| `pp_yoffset_min`           | **{dotted-circle}** | integer   | Minimum page y offset seen in the last ping period                                                                               |
| `refr_domain_userid`       | **{dotted-circle}** | string    | The Snowplow `domain_userid` of the referring website                                                                              |
| `refr_dvce_tstamp`         | **{dotted-circle}** | timestamp | The time of attaching the `domain_userid` to the inbound link                                                                      |
| `refr_medium`              | **{dotted-circle}** | string    | Type of referer                                                                                                                  |
| `refr_source`              | **{dotted-circle}** | string    | Name of referer if recognised                                                                                                    |
| `refr_term`                | **{dotted-circle}** | string    | Keywords if source is a search engine                                                                                            |
| `refr_urlfragment`         | **{dotted-circle}** | string    | Referer URL fragment                                                                                                             |
| `refr_urlhost`             | **{dotted-circle}** | string    | Referer host                                                                                                                     |
| `refr_urlpath`             | **{dotted-circle}** | string    | Referer page path                                                                                                                |
| `refr_urlport`             | **{dotted-circle}** | integer   | Referer port                                                                                                                     |
| `refr_urlquery`            | **{dotted-circle}** | string    | Referer URL query string                                                                                                          |
| `refr_urlscheme`           | **{dotted-circle}** | string    | Referer scheme                                                                                                                   |
| `se_action`                | **{dotted-circle}** | string    | The action / event itself                                                                                                        |
| `se_category`              | **{dotted-circle}** | string    | The category of event                                                                                                            |
| `se_label`                 | **{dotted-circle}** | string    | A label often used to refer to the ‘object’ the action is performed on                                                           |
| `se_property`              | **{dotted-circle}** | string    | A property associated with either the action or the object                                                                       |
| `se_value`                 | **{dotted-circle}** | decimal   | A value associated with the user action                                                                                          |
| `ti_category`              | **{dotted-circle}** | string    | Item category                                                                                                                    |
| `ti_currency`              | **{dotted-circle}** | string    | Currency                                                                                                                         |
| `ti_name`                  | **{dotted-circle}** | string    | Item name                                                                                                                        |
| `ti_orderid`               | **{dotted-circle}** | string    | Order ID                                                                                                                         |
| `ti_price`                 | **{dotted-circle}** | decimal   | Item price                                                                                                                       |
| `ti_price_base`            | **{dotted-circle}** | decimal   | Item price in base currency                                                                                                      |
| `ti_quantity`              | **{dotted-circle}** | integer   | Item quantity                                                                                                                    |
| `ti_sku`                   | **{dotted-circle}** | string    | Item SKU                                                                                                                         |
| `tr_affiliation`           | **{dotted-circle}** | string    | Transaction affiliation (such as channel)                                                                                           |
| `tr_city`                  | **{dotted-circle}** | string    | Delivery address: city                                                                                                           |
| `tr_country`               | **{dotted-circle}** | string    | Delivery address: country                                                                                                        |
| `tr_currency`              | **{dotted-circle}** | string    | Transaction Currency                                                                                                             |
| `tr_orderid`               | **{dotted-circle}** | string    | Order ID                                                                                                                         |
| `tr_shipping`              | **{dotted-circle}** | decimal   | Delivery cost charged                                                                                                            |
| `tr_shipping_base`         | **{dotted-circle}** | decimal   | Shipping cost in base currency                                                                                                   |
| `tr_state`                 | **{dotted-circle}** | string    | Delivery address: state                                                                                                          |
| `tr_tax`                   | **{dotted-circle}** | decimal   | Transaction tax value (such as amount of VAT included)                                                                              |
| `tr_tax_base`              | **{dotted-circle}** | decimal   | Tax applied in base currency                                                                                                     |
| `tr_total`                 | **{dotted-circle}** | decimal   | Transaction total value                                                                                                          |
| `tr_total_base`            | **{dotted-circle}** | decimal   | Total amount of transaction in base currency                                                                                     |
| `true_tstamp`              | **{dotted-circle}** | timestamp | User-set exact timestamp                                                                                                         |
| `txn_id`                   | **{dotted-circle}** | string    | Transaction ID                                                                                                                   |
| `unstruct_event`           | **{dotted-circle}** | JSON      | The properties of the event                                                                                                      |
| `uploaded_at`              | **{dotted-circle}** |           |                                                                                                                                  |
| `user_fingerprint`         | **{dotted-circle}** | integer   | User identifier based on (hopefully unique) browser features                                                                     |
| `user_id`                  | **{dotted-circle}** | string    | Unique identifier for user, set by the business using setUserId                                                                  |
| `user_ipaddress`           | **{dotted-circle}** | string    | IP address                                                                                                                       |
| `useragent`                | **{dotted-circle}** | string    | User agent (expressed as a browser string)                                                                                                |
| `v_collector`              | **{dotted-circle}** | string    | Collector version                                                                                                                |
| `v_etl`                    | **{dotted-circle}** | string    | ETL version                                                                                                                      |
| `v_tracker`                | **{dotted-circle}** | string    | Identifier for Snowplow tracker                                                                                                  |