Snowplow Guide

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

For more information about Product Intelligence, see:

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 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.

Useful links

Enable Snowplow tracking

Tracking can be enabled at:

The instance level, which enables tracking on both the frontend and backend layers.
The user level, though user tracking can be disabled on a per-user basis. GitLab respects the 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.

Snowplow tracking is enabled on GitLab.com, and we use it for most of our tracking strategy.

To enable Snowplow tracking on a self-managed instance:

On the top bar, select Menu > {admin} Admin, then select Settings > General. Alternatively, go to admin/application_settings/general in your browser.
Expand Snowplow.
Select Enable snowplow tracking and enter your Snowplow configuration information. For example:

Name Value

Collector hostname your-snowplow-collector.net

App ID gitlab

Cookie domain .your-gitlab-instance.com
Select Save changes.

Name	Value
Collector hostname	`your-snowplow-collector.net`
App ID	`gitlab`
Cookie domain	`.your-gitlab-instance.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
The GitLab S3 Bucket
The GitLab Snowflake Data Warehouse
Sisense:

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).

Examples

category*	label	action	property**	value
`[root:index]`	`main_navigation`	`click_navigation_link`	`[link_label]`	-
`[groups:boards:show]`	`toggle_swimlanes`	`click_toggle_button`	-	`[is_active]`
`[projects:registry:index]`	`registry_delete`	`click_button`	-	-
`[projects:registry:index]`	`registry_delete`	`confirm_deletion`	-	-
`[projects:blob:show]`	`congratulate_first_pipeline`	`click_button`	`[human_access]`	-
`[projects:clusters:new]`	`chart_options`	`generate_link`	`[chart_link]`	-
`[projects:clusters:new]`	`chart_options`	`click_add_label_button`	`[label_id]`	-

* It's ok to omit the category, and use the default.
** Property is usually the best place for variable strings.

Reference SQL

Last 20 `reply_comment_button` events

SELECT
  session_id,
  event_id,
  event_label,
  event_action,
  event_property,
  event_value,
  event_category,
  contexts
FROM legacy.snowplow_structured_events_all
WHERE
  event_label = 'reply_comment_button'
  AND event_action = 'click_button'
  -- AND event_category = 'projects:issues:show'
  -- AND event_value = 1
ORDER BY collector_tstamp DESC
LIMIT 20

Web-specific parameters

Snowplow JS adds many 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 for tracking custom events. The simplest way to use it is to add data- attributes to clickable elements and dropdowns. There is also a Vue mixin (exposing a track method), and the static method Tracking.event. Each of these requires at minimum a category and an action. You can provide additional Structured event taxonomy properties along with an extra object that accepts key-value pairs.

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`, `context` (as described in our Structured event taxonomy), and `extra` (key-value pairs object).

Usage recommendations

Use data attributes on HTML elements that emits either the click, show.bs.dropdown, or hide.bs.dropdown events.
Use the Vue mixin when tracking custom events, or if the supported events for data attributes are not propagating.
Use the Tracking class directly when tracking on raw JS files.

Tracking with data attributes

When working within HAML (or Vue templates) we can add data-track-* attributes to elements of interest. All elements that have a data-track-action attribute automatically have event tracking bound on clicks. You can provide extra data as a valid JSON string using data-track-extra.

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

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

<button class="btn"
  data-track-action="click_button"
  data-track-label="template_preview"
  data-track-property="my-template"
  data-track-extra='{ "template_variant": "primary" }'
/>

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 within Vue components or Tracking in raw JavaScript.

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

attribute	required	description
`data-track-action`	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`. Replaces `data-track-event`, which was deprecated in GitLab 13.11.
`data-track-label`	false	The `label` as described in our Structured event taxonomy.
`data-track-property`	false	The `property` as described in our Structured event taxonomy.
`data-track-value`	false	The `value` as described in our Structured event taxonomy. If omitted, this is the element's `value` property or `undefined`. For checkboxes, the default value is the element's checked attribute or `0` when unchecked.
`data-track-extra`	false	A key-value pairs object passed as a valid JSON string. This is added to the `extra` property in our `gitlab_standard` schema.
`data-track-context`	false	The `context` as described in our Structured event taxonomy.

Available helpers

tracking_attrs(label, action, property) # { data: { track_label... } }

%button{ **tracking_attrs('main_navigation', 'click_button', 'navigation') }

Caveats

When using the GitLab helper method nav_link 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 that does not require additional wrapping of html_options

# Bad
= nav_link(controller: ['dashboard/groups', 'explore/groups'], data: { track_label: "explore_groups", track_action: "click_button" })

# Good
= nav_link(controller: ['dashboard/groups', 'explore/groups'], html_options: { data: { track_label: "explore_groups", track_action: "click_button" } })

# Good (other helpers)
= link_to explore_groups_path, title: _("Explore"), data: { track_label: "explore_groups", track_action: "click_button" }

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.

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.

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 this:

export default {
  name: 'RightSidebar',
  mixins: [Tracking.mixin({ label: 'right_sidebar' })],
  data() {
    return {
      expanded: false,
    };
  },
  methods: {
    toggle() {
      this.expanded = !this.expanded;
      // Additional data will be merged, like `value` below
      this.track('click_toggle', { value: Number(this.expanded) });
    }
  }
};

The event data can be provided with a tracking object, declared in the data function, or as a computed property.

export default {
  name: 'RightSidebar',
  mixins: [Tracking.mixin()],
  data() {
    return {
      tracking: {
        label: 'right_sidebar',
        // category: '',
        // property: '',
        // value: '',
        // extra: {},
      },
    };
  },
};

The event data can be provided directly in the track function as well. This object will merge with any previously provided options.

this.track('click_button', {
  label: 'right_sidebar',
});

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

<template>
  <div>
    <button data-testid="toggle" @click="toggle">Toggle</button>

    <div v-if="expanded">
      <p>Hello world!</p>
      <button @click="track('click_action')">Track another event</button>
    </div>
  </div>
</template>

Testing example

import { mockTracking } from 'helpers/tracking_helper';
// mockTracking(category, documentOverride, spyMethod)

describe('RightSidebar.vue', () => {
  let trackingSpy;
  let wrapper;

  beforeEach(() => {
    trackingSpy = mockTracking(undefined, wrapper.element, jest.spyOn);
  });

  const findToggle = () => wrapper.find('[data-testid="toggle"]');

  it('tracks turning off toggle', () => {
    findToggle().trigger('click');

    expect(trackingSpy).toHaveBeenCalledWith(undefined, 'click_toggle', {
      label: 'right_sidebar',
      value: 0,
    });
  });
});

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.

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',
    extra: {
      templateVariant: 'primary',
      valid: 1,
    },
  });
});

Testing example

import Tracking from '~/tracking';

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

  beforeEach(() => {
    jest.spyOn(Tracking, 'event');
  });

  const findButton = () => wrapper.find('[data-testid="create_from_template"]');

  it('tracks event', () => {
    findButton().trigger('click');

    expect(Tracking.event).toHaveBeenCalledWith(undefined, 'click_button', {
      label: 'create_from_template',
      property: 'template_preview',
      extra: {
        templateVariant: 'primary',
        valid: true,
      },
    });
  });
});

Form tracking

You can enable Snowplow automatic form tracking by calling Tracking.enableFormTracking (after the DOM is ready) and providing a config object that includes at least one of the following elements:

forms: determines which forms are tracked, and are identified by the CSS class name.
fields: determines which fields inside the tracked forms are tracked, and are identified by the field name.

An optional list of contexts can be provided as the second argument. Note that our gitlab_standard schema is excluded from these events.

Tracking.enableFormTracking({
  forms: { allow: ['sign-in-form', 'password-recovery-form'] },
  fields: { allow: ['terms_and_conditions', 'newsletter_agreement'] },
});

Testing example

import Tracking from '~/tracking';

describe('MyFormTracking', () => {
  let formTrackingSpy;

  beforeEach(() => {
    formTrackingSpy = jest
      .spyOn(Tracking, 'enableFormTracking')
      .mockImplementation(() => null);
  });

  it('initialized with the correct configuration', () => {
    expect(formTrackingSpy).toHaveBeenCalledWith({
      forms: { allow: ['sign-in-form', 'password-recovery-form'] },
      fields: { allow: ['terms_and_conditions', 'newsletter_agreement'] },
    });
  });
});

Implementing Snowplow Ruby (Backend) tracking

GitLab provides Gitlab::Tracking, an interface that wraps the Snowplow 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.
`property`	String	nil	As described in Structured event taxonomy.
`value`	Numeric	nil	As described in 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.
`project`	Project	nil	The project associated with the event.
`user`	User	nil	The user associated with the event.
`namespace`	Namespace	nil	The namespace associated with the event.
`extra`	Hash	`{}`	Additional keyword arguments are collected into a hash and sent with the event.

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:

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

    Gitlab::Tracking.event('Projects::CreateService', 'create_project', label: project.errors.full_messages.to_sentence,
                           property: project.valid?.to_s, project: project, user: current_user, namespace: namespace)
  end
end

Unit testing

Use the expect_snowplow_event helper when testing backend Snowplow events. See testing best practices for details.

Performance

We use the AsyncEmitter 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

Test frontend events

To test frontend events in development:

Enable Snowplow tracking in the Admin Area.
Turn off any ad blockers that would prevent Snowplow JS from loading in your environment.
Turn off "Do Not Track" (DNT) in your browser.

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.

Install the Snowplow Analytics Debugger Chrome browser extension.
Open Chrome DevTools to the Snowplow Analytics Debugger tab.
Learn more at Igloo Analytics.

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.

Install Snowplow Inspector.
Open the Chrome extension by pressing the Snowplow Inspector icon beside the address bar.
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.

Ensure Docker is installed and running.
Install Snowplow Micro by cloning the settings in this project:
Navigate to the directory with the cloned project, and start the appropriate Docker container with the following script:
```
./snowplow-micro.sh
```

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

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

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

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,

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

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

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

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

Restart GDK:
```
`gdk restart`
```
Send a test Snowplow event from the Rails console:
```
Gitlab::Tracking.event('category', 'action')
```
Navigate to localhost:9090/micro/good to see the event.

Snowplow Mini

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 using Snowplow Mini.

Troubleshooting

To control content security policy warnings when using an external host, you can allow or disallow them by modifying config/gitlab.yml. To allow them, add the relevant host for connect_src. For example, for https://snowplow.trx.gitlab.net:

development:
  <<: *base
  gitlab:
    content_security_policy:
      enabled: true
      directives:
        connect_src: "'self' http://localhost:* http://127.0.0.1:* ws://localhost:* wss://localhost:* ws://127.0.0.1:* https://snowplow.trx.gitlab.net/"

Snowplow Schemas

`gitlab_standard`

We are including the gitlab_standard schema with every event. See Standardize Snowplow Schema for details.

The StandardContext 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`
`plan`	{dotted-circle}	string (max 32 chars)	Name of the plan for the namespace, such as `free`, `premium`, or `ultimate`. Automatically picked from the `namespace`.
`extra`	{dotted-circle}	JSON	Any additional data associated with the event, in the form of key-value pairs

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

Snowplow Guide

What is Snowplow

Useful links

Enable Snowplow tracking

Snowplow request flow

Structured event taxonomy

Examples

Reference SQL

Last 20 reply_comment_button events

Web-specific parameters

Implementing Snowplow JS (Frontend) tracking

Usage recommendations

Tracking with data attributes

Available helpers

Caveats

Tracking within Vue components

Testing example

Tracking in raw JavaScript

Testing example

Form tracking

Testing example

Implementing Snowplow Ruby (Backend) tracking

Unit testing

Performance

Developing and testing Snowplow

Test frontend events

Snowplow Analytics Debugger Chrome Extension

Snowplow Inspector Chrome Extension

Snowplow Micro

Snowplow Mini

Troubleshooting

Snowplow Schemas

gitlab_standard

Default Schema

Last 20 `reply_comment_button` events

`gitlab_standard`