Introduce experiment subjects

This adds the possilibity to run experiments for subjects instead of
always using the cookie.

app/controllers/invites_controller.rb

@@ -109,15 +109,6 @@ class InvitesController < ApplicationController
   end
 
   def track_invitation_reminders_experiment(action)
-    return unless Gitlab::Experimentation.enabled?(:invitation_reminders)
-
-    property = Gitlab::Experimentation.enabled_for_attribute?(:invitation_reminders, member.invite_email) ? 'experimental_group' : 'control_group'
-
-    Gitlab::Tracking.event(
-      Gitlab::Experimentation.experiment(:invitation_reminders).tracking_category,
-      action,
-      property: property,
-      label: Digest::MD5.hexdigest(member.to_global_id.to_s)
-    )
+    track_experiment_event(:invitation_reminders, action, subject: member)
   end
 end

app/mailers/emails/members.rb

@@ -64,11 +64,11 @@ module Emails
         layout: 'unknown_user_mailer'
       )
 
-      if Gitlab::Experimentation.enabled?(:invitation_reminders)
+      if Gitlab::Experimentation.active?(:invitation_reminders)
         Gitlab::Tracking.event(
-          Gitlab::Experimentation.experiment(:invitation_reminders).tracking_category,
+          Gitlab::Experimentation.get_experiment(:invitation_reminders).tracking_category,
           'sent',
-          property: Gitlab::Experimentation.enabled_for_attribute?(:invitation_reminders, member.invite_email) ? 'experimental_group' : 'control_group',
+          property: Gitlab::Experimentation.in_experiment_group?(:invitation_reminders, subject: member.invite_email) ? 'experimental_group' : 'control_group',
           label: Digest::MD5.hexdigest(member.to_global_id.to_s)
         )
       end

app/services/members/invitation_reminder_email_service.rb

@@ -25,7 +25,7 @@ module Members
     private
 
     def experiment_enabled?
-      Gitlab::Experimentation.enabled_for_attribute?(:invitation_reminders, invitation.invite_email)
+      Gitlab::Experimentation.in_experiment_group?(:invitation_reminders, subject: invitation.invite_email)
     end
 
     def days_after_invitation_sent

app/workers/member_invitation_reminder_emails_worker.rb

@@ -8,7 +8,7 @@ class MemberInvitationReminderEmailsWorker # rubocop:disable Scalability/Idempot
   urgency :low
 
   def perform
-    return unless Gitlab::Experimentation.enabled?(:invitation_reminders)
+    return unless Gitlab::Experimentation.active?(:invitation_reminders)
 
     Member.not_accepted_invitations.not_expired.last_ten_days_excluding_today.find_in_batches do |invitations|
       invitations.each do |invitation|

doc/development/experiment_guide/index.md

@@ -56,59 +56,90 @@ addressed.
 
 1. Use the experiment in the code.
 
+   Experiments can be performed on a `subject`. The `subject` that gets provided needs to respond to `to_global_id` or `to_s`.
+   The resulting string is bucketed and assigned to either the control or the experimental group. It's therefore necessary to always provide the same `subject` for an experiment to have the same experience.
+
    - Use this standard for the experiment in a controller:
 
-      ```ruby
-      class RegistrationController < ApplicationController
+     Experiment run for a user:
+
+     ```ruby
+     class ProjectController < ApplicationController
        def show
          # experiment_enabled?(:experiment_key) is also available in views and helpers
+         if experiment_enabled?(:signup_flow, subject: current_user)
+           # render the experiment
+         else
+           # render the original version
+         end
+       end
+     end
+     ```
+
+     or experiment run for a namespace:
+
+     ```ruby
+     if experiment_enabled?(:signup_flow, subject: namespace)
+       # experiment code
+     else
+       # control code
+     end
+     ```
+
+     When no subject is given, it falls back to a cookie that gets set and is consistent until
+     the cookie gets deleted.
+
+     ```ruby
+     class RegistrationController < ApplicationController
+       def show
+         # falls back to a cookie
          if experiment_enabled?(:signup_flow)
            # render the experiment
          else
            # render the original version
          end
        end
-      end
-      ```
+     end
+     ```
 
    - Make the experiment available to the frontend in a controller:
 
-      ```ruby
-      before_action do
-        push_frontend_experiment(:signup_flow)
-      end
-      ```
+     ```ruby
+     before_action do
+       push_frontend_experiment(:signup_flow, subject: current_user)
+     end
+     ```
 
-      The above checks whether the experiment is enabled and push the result to the frontend.
+     The above checks whether the experiment is enabled and pushes the result to the frontend.
 
-      You can check the state of the feature flag in JavaScript:
+     You can check the state of the feature flag in JavaScript:
 
-      ```javascript
-      import { isExperimentEnabled } from '~/experimentation';
+     ```javascript
+     import { isExperimentEnabled } from '~/experimentation';
 
-      if ( isExperimentEnabled('signupFlow') ) {
-        // ...
-      }
-      ```
+     if ( isExperimentEnabled('signupFlow') ) {
+       // ...
+     }
+     ```
 
    - It is also possible to run an experiment outside of the controller scope, for example in a worker:
 
-      ```ruby
-      class SomeWorker
-        def perform
-          # Check if the experiment is enabled at all (the percentage_of_time_value > 0)
-          return unless Gitlab::Experimentation.enabled?(:experiment_key)
-
-          # Since we cannot access cookies in a worker, we need to bucket models based on a unique, unchanging attribute instead.
-          # Use the following method to check if the experiment is enabled for a certain attribute, for example a username or email address:
-          if Gitlab::Experimentation.enabled_for_attribute?(:experiment_key, some_attribute)
-            # execute experimental code
-          else
-            # execute control code
-          end
-        end
-      end
-      ```
+     ```ruby
+     class SomeWorker
+       def perform
+         # Check if the experiment is active at all (the percentage_of_time_value > 0)
+         return unless Gitlab::Experimentation.active?(:experiment_key)
+
+         # Since we cannot access cookies in a worker, we need to bucket models based on a unique, unchanging attribute instead.
+         # It is therefore necessery to always provide the same subject.
+         if Gitlab::Experimentation.in_experiment_group?(:experiment_key, subject: user)
+           # execute experimental code
+         else
+           # execute control code
+         end
+       end
+     end
+     ```
 
 ### Implement the tracking events
 
@@ -122,7 +153,7 @@ The framework provides the following helper method that is available in controll
 
 ```ruby
 before_action do
-  track_experiment_event(:signup_flow, 'action', 'value')
+  track_experiment_event(:signup_flow, 'action', 'value', subject: current_user)
 end
 ```
 
@@ -132,7 +163,7 @@ Which can be tested as follows:
 context 'when the experiment is active and the user is in the experimental group' do
   before do
     stub_experiment(signup_flow: true)
-    stub_experiment_for_user(signup_flow: true)
+    stub_experiment_for_subject(signup_flow: true)
   end
 
   it 'tracks an event', :snowplow do
@@ -155,8 +186,8 @@ The framework provides the following helper method that is available in controll
 
 ```ruby
 before_action do
-  push_frontend_experiment(:signup_flow)
-  frontend_experimentation_tracking_data(:signup_flow, 'action', 'value')
+  push_frontend_experiment(:signup_flow, subject: current_user)
+  frontend_experimentation_tracking_data(:signup_flow, 'action', 'value', subject: current_user)
 end
 ```
 
@@ -255,7 +286,7 @@ Along with the tracking of backend and frontend events and the [recording of exp
 - **Experimental experience:** Show an in-product nudge to see if it causes more people to sign up for trials.
 - **Conversion event:** The user starts a trial.
 
-The `record_experiment_conversion_event` helper method is available to all controllers, and enables us to easily record the conversion event for the current user, regardless of whether they are in the control or experimental group:
+The `record_experiment_conversion_event` helper method is available to all controllers. It enables us to record the conversion event for the current user, regardless of whether they are in the control or experimental group:
 
 ```ruby
 before_action do
@@ -296,7 +327,7 @@ context 'when the experiment is active' do
 
   context 'when the user is in the experimental group' do
     before do
-      stub_experiment_for_user(signup_flow: true)
+      stub_experiment_for_subject(signup_flow: true)
     end
 
     it { is_expected.to do_experimental_thing }
@@ -304,7 +335,7 @@ context 'when the experiment is active' do
 
   context 'when the user is in the control group' do
     before do
-      stub_experiment_for_user(signup_flow: false)
+      stub_experiment_for_subject(signup_flow: false)
     end
 
     it { is_expected.to do_control_thing }

ee/app/helpers/billing_plans_helper.rb

@@ -32,7 +32,7 @@ module BillingPlansHelper
   end
 
   def experiment_tracking_data_for_button_click(button_label)
-    return {} unless Gitlab::Experimentation.enabled?(:contact_sales_btn_in_app)
+    return {} unless Gitlab::Experimentation.active?(:contact_sales_btn_in_app)
 
     {
       track: {

ee/lib/api/experiments.rb

@@ -12,7 +12,7 @@ module API
       end
       get do
         experiments = Gitlab::Experimentation::EXPERIMENTS.keys.map do |experiment_key|
-          { key: experiment_key, enabled: Gitlab::Experimentation.enabled?(experiment_key) }
+          { key: experiment_key, enabled: Gitlab::Experimentation.active?(experiment_key) }
         end
 
         present experiments, with: EE::API::Entities::Experiment, current_user: current_user

ee/spec/controllers/registrations/groups_controller_spec.rb

@@ -16,7 +16,7 @@ RSpec.describe Registrations::GroupsController do
     context 'with an authenticated user' do
       before do
         sign_in(user)
-        stub_experiment_for_user(onboarding_issues: true)
+        stub_experiment_for_subject(onboarding_issues: true)
       end
 
       it { is_expected.to have_gitlab_http_status(:ok) }
@@ -37,7 +37,7 @@ RSpec.describe Registrations::GroupsController do
 
       context 'with the experiment not enabled for user' do
         before do
-          stub_experiment_for_user(onboarding_issues: false)
+          stub_experiment_for_subject(onboarding_issues: false)
         end
 
         it { is_expected.to have_gitlab_http_status(:not_found) }
@@ -58,7 +58,7 @@ RSpec.describe Registrations::GroupsController do
     context 'with an authenticated user' do
       before do
         sign_in(user)
-        stub_experiment_for_user(onboarding_issues: true)
+        stub_experiment_for_subject(onboarding_issues: true)
       end
 
       it 'creates a group' do
@@ -122,7 +122,7 @@ RSpec.describe Registrations::GroupsController do
 
       context 'with the experiment not enabled for user' do
         before do
-          stub_experiment_for_user(onboarding_issues: false)
+          stub_experiment_for_subject(onboarding_issues: false)
         end
 
         it { is_expected.to have_gitlab_http_status(:not_found) }

ee/spec/controllers/registrations/projects_controller_spec.rb

@@ -17,7 +17,7 @@ RSpec.describe Registrations::ProjectsController do
     context 'with an authenticated user' do
       before do
         sign_in(user)
-        stub_experiment_for_user(onboarding_issues: true)
+        stub_experiment_for_subject(onboarding_issues: true)
       end
 
       it { is_expected.to have_gitlab_http_status(:not_found) }
@@ -39,7 +39,7 @@ RSpec.describe Registrations::ProjectsController do
 
       context 'with the experiment not enabled for user' do
         before do
-          stub_experiment_for_user(onboarding_issues: false)
+          stub_experiment_for_subject(onboarding_issues: false)
         end
 
         it { is_expected.to have_gitlab_http_status(:not_found) }
@@ -61,7 +61,7 @@ RSpec.describe Registrations::ProjectsController do
       before do
         namespace.add_owner(user)
         sign_in(user)
-        stub_experiment_for_user(onboarding_issues: true)
+        stub_experiment_for_subject(onboarding_issues: true)
       end
 
       it 'creates a new project, a "Learn GitLab" project, sets a cookie and redirects to the experience level page' do
@@ -88,7 +88,7 @@ RSpec.describe Registrations::ProjectsController do
 
       context 'with the experiment not enabled for user' do
         before do
-          stub_experiment_for_user(onboarding_issues: false)
+          stub_experiment_for_subject(onboarding_issues: false)
         end
 
         it { is_expected.to have_gitlab_http_status(:not_found) }

ee/spec/controllers/registrations/welcome_controller_spec.rb

@@ -76,7 +76,7 @@ RSpec.describe Registrations::WelcomeController do
 
         context 'when part of the onboarding issues experiment' do
           before do
-            stub_experiment_for_user(onboarding_issues: true)
+            stub_experiment_for_subject(onboarding_issues: true)
           end
 
           it { is_expected.to redirect_to new_users_sign_up_group_path }
@@ -123,7 +123,7 @@ RSpec.describe Registrations::WelcomeController do
         sign_in(user)
         allow(::Gitlab).to receive(:com?).and_return(on_gitlab_com)
         stub_experiment(onboarding_issues: experiment_enabled)
-        stub_experiment_for_user(onboarding_issues: experiment_enabled_for_user)
+        stub_experiment_for_subject(onboarding_issues: experiment_enabled_for_user)
         allow(controller.helpers).to receive(:in_subscription_flow?).and_return(in_subscription_flow)
         allow(controller.helpers).to receive(:in_invitation_flow?).and_return(in_invitation_flow)
         allow(controller.helpers).to receive(:in_oauth_flow?).and_return(in_oauth_flow)

ee/spec/controllers/trials_controller_spec.rb

@@ -135,7 +135,7 @@ RSpec.describe TrialsController do
     context 'when the group-only trials experiment is active' do
       before do
         stub_experiment(group_only_trials: true)
-        stub_experiment_for_user(group_only_trials: user_is_in_experiment?)
+        stub_experiment_for_subject(group_only_trials: user_is_in_experiment?)
       end
 
       def expected_group_type

ee/spec/features/billings/billing_plans_spec.rb

@@ -18,7 +18,7 @@ RSpec.describe 'Billing plan pages', :feature do
   end
 
   before do
-    stub_experiment_for_user(contact_sales_btn_in_app: true)
+    stub_experiment_for_subject(contact_sales_btn_in_app: true)
     stub_full_request("#{EE::SUBSCRIPTIONS_URL}/gitlab_plans?plan=#{plan.name}")
       .to_return(status: 200, body: plans_data.to_json)
     stub_application_setting(check_namespace_plan: true)

ee/spec/features/registrations/user_sees_new_onboarding_flow_spec.rb

@@ -5,7 +5,7 @@ require 'spec_helper'
 RSpec.describe 'User sees new onboarding flow', :js do
   before do
     stub_const('Gitlab::QueryLimiting::Transaction::THRESHOLD', 200)
-    stub_experiment_for_user(onboarding_issues: true)
+    stub_experiment_for_subject(onboarding_issues: true)
     allow(Gitlab).to receive(:com?).and_return(true)
     gitlab_sign_in(:user)
     visit users_sign_up_welcome_path

ee/spec/features/registrations/welcome_spec.rb

@@ -17,7 +17,7 @@ RSpec.describe 'Welcome screen', :js do
       allow_any_instance_of(EE::WelcomeHelper).to receive(:in_invitation_flow?).and_return(in_invitation_flow)
       allow_any_instance_of(EE::WelcomeHelper).to receive(:in_subscription_flow?).and_return(in_subscription_flow)
       allow_any_instance_of(EE::WelcomeHelper).to receive(:in_trial_flow?).and_return(in_trial_flow)
-      stub_experiment_for_user(onboarding_issues: part_of_onboarding_issues_experiment)
+      stub_experiment_for_subject(onboarding_issues: part_of_onboarding_issues_experiment)
 
       visit users_sign_up_welcome_path
     end

lib/gitlab/experimentation.rb

@@ -84,23 +84,49 @@ module Gitlab
     }.freeze
 
     class << self
-      def experiment(key)
-        Gitlab::Experimentation::Experiment.new(key, **EXPERIMENTS[key])
+      def get_experiment(experiment_key)
+        return unless EXPERIMENTS.key?(experiment_key)
+
+        ::Gitlab::Experimentation::Experiment.new(experiment_key, **EXPERIMENTS[experiment_key])
       end
 
-      def enabled?(experiment_key)
-        return false unless EXPERIMENTS.key?(experiment_key)
+      def active?(experiment_key)
+        experiment = get_experiment(experiment_key)
+        return false unless experiment
 
-        experiment(experiment_key).enabled?
+        experiment.active?
       end
 
-      def enabled_for_attribute?(experiment_key, attribute)
-        index = Digest::SHA1.hexdigest(attribute).hex % 100
-        enabled_for_value?(experiment_key, index)
+      def in_experiment_group?(experiment_key, subject:)
+        return false if subject.blank?
+        return false unless active?(experiment_key)
+
+        experiment = get_experiment(experiment_key)
+        return false unless experiment
+
+        experiment.enabled_for_index?(index_for_subject(experiment, subject))
+      end
+
+      private
+
+      def index_for_subject(experiment, subject)
+        index = if experiment.use_backwards_compatible_subject_index
+                  Digest::SHA1.hexdigest(subject_id(subject)).hex
+                else
+                  Zlib.crc32("#{experiment.key}#{subject_id(subject)}")
+                end
+
+        index % 100
       end
 
-      def enabled_for_value?(experiment_key, value)
-        enabled?(experiment_key) && experiment(experiment_key).enabled_for_index?(value)
+      def subject_id(subject)
+        if subject.respond_to?(:to_global_id)
+          subject.to_global_id.to_s
+        elsif subject.respond_to?(:to_s)
+          subject.to_s
+        else
+          raise ArgumentError.new('Subject must respond to `to_global_id` or `to_s`')
+        end
       end
     end
   end

lib/gitlab/experimentation/controller_concern.rb

@@ -3,7 +3,7 @@
 require 'zlib'
 
 # Controller concern that checks if an `experimentation_subject_id cookie` is present and sets it if absent.
-# Used for A/B testing of experimental features. Exposes the `experiment_enabled?(experiment_name)` method
+# Used for A/B testing of experimental features. Exposes the `experiment_enabled?(experiment_name, subject: nil)` method
 # to controllers and views. It returns true when the experiment is enabled and the user is selected as part
 # of the experimental group.
 #
@@ -28,55 +28,56 @@ module Gitlab
         }
       end
 
-      def push_frontend_experiment(experiment_key)
+      def push_frontend_experiment(experiment_key, subject: nil)
         var_name = experiment_key.to_s.camelize(:lower)
-        enabled = experiment_enabled?(experiment_key)
+
+        enabled = experiment_enabled?(experiment_key, subject: subject)
 
         gon.push({ experiments: { var_name => enabled } }, true)
       end
 
-      def experiment_enabled?(experiment_key)
+      def experiment_enabled?(experiment_key, subject: nil)
+        return true if forced_enabled?(experiment_key)
         return false if dnt_enabled?
 
-        return true if Experimentation.enabled_for_value?(experiment_key, experimentation_subject_index(experiment_key))
-        return true if forced_enabled?(experiment_key)
+        subject ||= fallback_experimentation_subject_index(experiment_key)
 
-        false
+        Experimentation.in_experiment_group?(experiment_key, subject: subject)
       end
 
-      def track_experiment_event(experiment_key, action, value = nil)
+      def track_experiment_event(experiment_key, action, value = nil, subject: nil)
         return if dnt_enabled?
 
-        track_experiment_event_for(experiment_key, action, value) do |tracking_data|
+        track_experiment_event_for(experiment_key, action, value, subject: subject) do |tracking_data|
           ::Gitlab::Tracking.event(tracking_data.delete(:category), tracking_data.delete(:action), **tracking_data)
         end
       end
 
-      def frontend_experimentation_tracking_data(experiment_key, action, value = nil)
+      def frontend_experimentation_tracking_data(experiment_key, action, value = nil, subject: nil)
         return if dnt_enabled?
 
-        track_experiment_event_for(experiment_key, action, value) do |tracking_data|
+        track_experiment_event_for(experiment_key, action, value, subject: subject) do |tracking_data|
           gon.push(tracking_data: tracking_data)
         end
       end
 
       def record_experiment_user(experiment_key)
         return if dnt_enabled?
-        return unless Experimentation.enabled?(experiment_key) && current_user
+        return unless Experimentation.active?(experiment_key) && current_user
 
-        ::Experiment.add_user(experiment_key, tracking_group(experiment_key), current_user)
+        ::Experiment.add_user(experiment_key, tracking_group(experiment_key, nil, subject: current_user), current_user)
       end
 
       def record_experiment_conversion_event(experiment_key)
         return if dnt_enabled?
         return unless current_user
-        return unless Experimentation.enabled?(experiment_key)
+        return unless Experimentation.active?(experiment_key)
 
         ::Experiment.record_conversion_event(experiment_key, current_user)
       end
 
-      def experiment_tracking_category_and_group(experiment_key)
-        "#{tracking_category(experiment_key)}:#{tracking_group(experiment_key, '_group')}"
+      def experiment_tracking_category_and_group(experiment_key, subject: nil)
+        "#{tracking_category(experiment_key)}:#{tracking_group(experiment_key, '_group', subject: subject)}"
       end
 
       private
@@ -89,40 +90,41 @@ module Gitlab
         cookies.signed[:experimentation_subject_id]
       end
 
-      def experimentation_subject_index(experiment_key)
+      def fallback_experimentation_subject_index(experiment_key)
         return if experimentation_subject_id.blank?
 
-        if Experimentation.experiment(experiment_key).use_backwards_compatible_subject_index
-          experimentation_subject_id.delete('-').hex % 100
+        if Experimentation.get_experiment(experiment_key).use_backwards_compatible_subject_index
+          experimentation_subject_id.delete('-')
         else
-          Zlib.crc32("#{experiment_key}#{experimentation_subject_id}") % 100
+          experimentation_subject_id
         end
       end
 
-      def track_experiment_event_for(experiment_key, action, value)
-        return unless Experimentation.enabled?(experiment_key)
+      def track_experiment_event_for(experiment_key, action, value, subject: nil)
+        return unless Experimentation.active?(experiment_key)
 
-        yield experimentation_tracking_data(experiment_key, action, value)
+        yield experimentation_tracking_data(experiment_key, action, value, subject: subject)
       end
 
-      def experimentation_tracking_data(experiment_key, action, value)
+      def experimentation_tracking_data(experiment_key, action, value, subject: nil)
         {
           category: tracking_category(experiment_key),
           action: action,
-          property: tracking_group(experiment_key, "_group"),
-          label: experimentation_subject_id,
+          property: tracking_group(experiment_key, "_group", subject: subject),
+          label: tracking_label(subject),
           value: value
         }.compact
       end
 
       def tracking_category(experiment_key)
-        Experimentation.experiment(experiment_key).tracking_category
+        Experimentation.get_experiment(experiment_key).tracking_category
       end
 
-      def tracking_group(experiment_key, suffix = nil)
-        return unless Experimentation.enabled?(experiment_key)
+      def tracking_group(experiment_key, suffix = nil, subject: nil)
+        return unless Experimentation.active?(experiment_key)
 
-        group = experiment_enabled?(experiment_key) ? GROUP_EXPERIMENTAL : GROUP_CONTROL
+        subject ||= fallback_experimentation_subject_index(experiment_key)
+        group = experiment_enabled?(experiment_key, subject: subject) ? GROUP_EXPERIMENTAL : GROUP_CONTROL
 
         suffix ? "#{group}#{suffix}" : group
       end
@@ -130,6 +132,16 @@ module Gitlab
       def forced_enabled?(experiment_key)
         params.has_key?(:force_experiment) && params[:force_experiment] == experiment_key.to_s
       end
+
+      def tracking_label(subject)
+        return experimentation_subject_id if subject.blank?
+
+        if subject.respond_to?(:to_global_id)
+          Digest::MD5.hexdigest(subject.to_global_id.to_s)
+        else
+          Digest::MD5.hexdigest(subject.to_s)
+        end
+      end
     end
   end
 end

lib/gitlab/experimentation/experiment.rb

@@ -3,16 +3,17 @@
 module Gitlab
   module Experimentation
     class Experiment
-      attr_reader :tracking_category, :use_backwards_compatible_subject_index
+      attr_reader :key, :tracking_category, :use_backwards_compatible_subject_index
 
       def initialize(key, **params)
+        @key = key
         @tracking_category = params[:tracking_category]
         @use_backwards_compatible_subject_index = params[:use_backwards_compatible_subject_index]
 
         @experiment_percentage = Feature.get(:"#{key}_experiment_percentage").percentage_of_time_value # rubocop:disable Gitlab/AvoidFeatureGet
       end
 
-      def enabled?
+      def active?
         ::Gitlab.dev_env_or_com? && experiment_percentage > 0
       end
 

spec/controllers/groups_controller_spec.rb

@@ -333,7 +333,7 @@ RSpec.describe GroupsController, factory_default: :keep do
 
         context 'and the user is part of the control group' do
           before do
-            stub_experiment_for_user(onboarding_issues: false)
+            stub_experiment_for_subject(onboarding_issues: false)
           end
 
           it 'tracks the event with the "created_namespace" action with the "control_group" property', :snowplow do
@@ -350,7 +350,7 @@ RSpec.describe GroupsController, factory_default: :keep do
 
         context 'and the user is part of the experimental group' do
           before do
-            stub_experiment_for_user(onboarding_issues: true)
+            stub_experiment_for_subject(onboarding_issues: true)
           end
 
           it 'tracks the event with the "created_namespace" action with the "experimental_group" property', :snowplow do

spec/controllers/invites_controller_spec.rb

@@ -25,7 +25,7 @@ RSpec.describe InvitesController, :snowplow do
   shared_examples "tracks the 'accepted' event for the invitation reminders experiment" do
     before do
       stub_experiment(invitation_reminders: true)
-      allow(Gitlab::Experimentation).to receive(:enabled_for_attribute?).with(:invitation_reminders, member.invite_email).and_return(experimental_group)
+      stub_experiment_for_subject(invitation_reminders: experimental_group)
     end
 
     context 'when in the control group' do

spec/controllers/projects/jobs_controller_spec.rb

@@ -18,7 +18,7 @@ RSpec.describe Projects::JobsController, :clean_gitlab_redis_shared_state do
     describe 'pushing tracking_data to Gon' do
       before do
         stub_experiment(jobs_empty_state: experiment_active)
-        stub_experiment_for_user(jobs_empty_state: in_experiment_group)
+        stub_experiment_for_subject(jobs_empty_state: in_experiment_group)
 
         get_index
       end

spec/controllers/registrations/experience_levels_controller_spec.rb

@@ -19,7 +19,7 @@ RSpec.describe Registrations::ExperienceLevelsController do
     context 'with an authenticated user' do
       before do
         sign_in(user)
-        stub_experiment_for_user(onboarding_issues: true)
+        stub_experiment_for_subject(onboarding_issues: true)
       end
 
       it { is_expected.to have_gitlab_http_status(:ok) }
@@ -28,7 +28,7 @@ RSpec.describe Registrations::ExperienceLevelsController do
 
       context 'when not part of the onboarding issues experiment' do
         before do
-          stub_experiment_for_user(onboarding_issues: false)
+          stub_experiment_for_subject(onboarding_issues: false)
         end
 
         it { is_expected.to have_gitlab_http_status(:not_found) }
@@ -47,12 +47,12 @@ RSpec.describe Registrations::ExperienceLevelsController do
     context 'with an authenticated user' do
       before do
         sign_in(user)
-        stub_experiment_for_user(onboarding_issues: true)
+        stub_experiment_for_subject(onboarding_issues: true)
       end
 
       context 'when not part of the onboarding issues experiment' do
         before do
-          stub_experiment_for_user(onboarding_issues: false)
+          stub_experiment_for_subject(onboarding_issues: false)
         end
 
         it { is_expected.to have_gitlab_http_status(:not_found) }
@@ -90,7 +90,7 @@ RSpec.describe Registrations::ExperienceLevelsController do
           let(:issues_board) { build(:board, id: 123, project: project) }
 
           before do
-            stub_experiment_for_user(
+            stub_experiment_for_subject(
               onboarding_issues: true,
               default_to_issues_board: default_to_issues_board_xp?
             )

spec/controllers/root_controller_spec.rb

@@ -125,7 +125,7 @@ RSpec.describe RootController do
 
         context 'when experiment is enabled' do
           before do
-            stub_experiment_for_user(customize_homepage: true)
+            stub_experiment_for_subject(customize_homepage: true)
           end
 
           it 'renders the default dashboard' do

spec/features/projects/jobs_spec.rb

@@ -28,7 +28,7 @@ RSpec.describe 'Jobs', :clean_gitlab_redis_shared_state do
     context 'with no jobs' do
       before do
         stub_experiment(jobs_empty_state: experiment_active)
-        stub_experiment_for_user(jobs_empty_state: in_experiment_group)
+        stub_experiment_for_subject(jobs_empty_state: in_experiment_group)
 
         visit project_jobs_path(project)
       end

spec/features/registrations/experience_level_spec.rb

@@ -9,7 +9,7 @@ RSpec.describe 'Experience level screen' do
   before do
     group.add_owner(user)
     gitlab_sign_in(user)
-    stub_experiment_for_user(onboarding_issues: true)
+    stub_experiment_for_subject(onboarding_issues: true)
     visit users_sign_up_experience_level_path(namespace_path: group.to_param)
   end
 

spec/lib/gitlab/experimentation/controller_concern_spec.rb

@@ -75,29 +75,24 @@ RSpec.describe Gitlab::Experimentation::ControllerConcern, type: :controller do
   describe '#push_frontend_experiment' do
     it 'pushes an experiment to the frontend' do
       gon = instance_double('gon')
-      experiments = { experiments: { 'myExperiment' => true } }
-
-      stub_experiment_for_user(my_experiment: true)
+      stub_experiment_for_subject(my_experiment: true)
       allow(controller).to receive(:gon).and_return(gon)
 
-      expect(gon).to receive(:push).with(experiments, true)
+      expect(gon).to receive(:push).with({ experiments: { 'myExperiment' => true } }, true)
 
       controller.push_frontend_experiment(:my_experiment)
     end
   end
 
   describe '#experiment_enabled?' do
-    def check_experiment(exp_key = :test_experiment)
-      controller.experiment_enabled?(exp_key)
+    def check_experiment(exp_key = :test_experiment, subject = nil)
+      controller.experiment_enabled?(exp_key, subject: subject)
     end
 
     subject { check_experiment }
 
     context 'cookie is not present' do
-      it 'calls Gitlab::Experimentation.enabled_for_value? with the name of the experiment and an experimentation_subject_index of nil' do
-        expect(Gitlab::Experimentation).to receive(:enabled_for_value?).with(:test_experiment, nil)
-        check_experiment
-      end
+      it { is_expected.to eq(false) }
     end
 
     context 'cookie is present' do
@@ -109,37 +104,56 @@ RSpec.describe Gitlab::Experimentation::ControllerConcern, type: :controller do
       end
 
       where(:experiment_key, :index_value) do
-        :test_experiment | 40 # Zlib.crc32('test_experimentabcd-1234') % 100 = 40
-        :backwards_compatible_test_experiment | 76 # 'abcd1234'.hex % 100 = 76
+        :test_experiment | 'abcd-1234'
+        :backwards_compatible_test_experiment | 'abcd1234'
       end
 
       with_them do
-        it 'calls Gitlab::Experimentation.enabled_for_value? with the name of the experiment and the calculated experimentation_subject_index based on the uuid' do
-          expect(Gitlab::Experimentation).to receive(:enabled_for_value?).with(experiment_key, index_value)
+        it 'calls Gitlab::Experimentation.in_experiment_group?? with the name of the experiment and the calculated experimentation_subject_index based on the uuid' do
+          expect(Gitlab::Experimentation).to receive(:in_experiment_group?).with(experiment_key, subject: index_value)
+
           check_experiment(experiment_key)
         end
       end
-    end
 
-    it 'returns true when DNT: 0 is set in the request' do
-      allow(Gitlab::Experimentation).to receive(:enabled_for_value?) { true }
-      controller.request.headers['DNT'] = '0'
+      context 'when subject is given' do
+        let(:user) { build(:user) }
 
-      is_expected.to be_truthy
+        it 'uses the subject' do
+          expect(Gitlab::Experimentation).to receive(:in_experiment_group?).with(:test_experiment, subject: user)
+
+          check_experiment(:test_experiment, user)
+        end
+      end
     end
 
-    it 'returns false when DNT: 1 is set in the request' do
-      allow(Gitlab::Experimentation).to receive(:enabled_for_value?) { true }
-      controller.request.headers['DNT'] = '1'
+    context 'do not track' do
+      before do
+        allow(Gitlab::Experimentation).to receive(:in_experiment_group?) { true }
+      end
 
-      is_expected.to be_falsy
+      context 'when do not track is disabled' do
+        before do
+          controller.request.headers['DNT'] = '0'
+        end
+
+        it { is_expected.to eq(true) }
+      end
+
+      context 'when do not track is enabled' do
+        before do
+          controller.request.headers['DNT'] = '1'
+        end
+
+        it { is_expected.to eq(false) }
+      end
     end
 
-    describe 'URL parameter to force enable experiment' do
+    context 'URL parameter to force enable experiment' do
       it 'returns true unconditionally' do
         get :index, params: { force_experiment: :test_experiment }
 
-        is_expected.to be_truthy
+        is_expected.to eq(true)
       end
     end
   end
@@ -152,7 +166,7 @@ RSpec.describe Gitlab::Experimentation::ControllerConcern, type: :controller do
 
       context 'the user is part of the experimental group' do
         before do
-          stub_experiment_for_user(test_experiment: true)
+          stub_experiment_for_subject(test_experiment: true)
         end
 
         it 'tracks the event with the right parameters' do
@@ -169,7 +183,7 @@ RSpec.describe Gitlab::Experimentation::ControllerConcern, type: :controller do
 
       context 'the user is part of the control group' do
         before do
-          stub_experiment_for_user(test_experiment: false)
+          stub_experiment_for_subject(test_experiment: false)
         end
 
         it 'tracks the event with the right parameters' do
@@ -212,6 +226,59 @@ RSpec.describe Gitlab::Experimentation::ControllerConcern, type: :controller do
           expect_no_snowplow_event
         end
       end
+
+      context 'subject is provided' do
+        before do
+          stub_experiment_for_subject(test_experiment: false)
+        end
+
+        it "provides the subject's hashed global_id as label" do
+          experiment_subject = double(:subject, to_global_id: 'abc')
+
+          controller.track_experiment_event(:test_experiment, 'start', 1, subject: experiment_subject)
+
+          expect_snowplow_event(
+            category: 'Team',
+            action: 'start',
+            property: 'control_group',
+            value: 1,
+            label: Digest::MD5.hexdigest('abc')
+          )
+        end
+
+        it "provides the subject's hashed string representation as label" do
+          experiment_subject = 'somestring'
+
+          controller.track_experiment_event(:test_experiment, 'start', 1, subject: experiment_subject)
+
+          expect_snowplow_event(
+            category: 'Team',
+            action: 'start',
+            property: 'control_group',
+            value: 1,
+            label: Digest::MD5.hexdigest('somestring')
+          )
+        end
+      end
+
+      context 'no subject is provided but cookie is set' do
+        before do
+          get :index
+          stub_experiment_for_subject(test_experiment: false)
+        end
+
+        it 'uses the experimentation_subject_id as fallback' do
+          controller.track_experiment_event(:test_experiment, 'start', 1)
+
+          expect_snowplow_event(
+            category: 'Team',
+            action: 'start',
+            property: 'control_group',
+            value: 1,
+            label: cookies.permanent.signed[:experimentation_subject_id]
+          )
+        end
+      end
     end
 
     context 'when the experiment is disabled' do
@@ -235,7 +302,7 @@ RSpec.describe Gitlab::Experimentation::ControllerConcern, type: :controller do
 
       context 'the user is part of the experimental group' do
         before do
-          stub_experiment_for_user(test_experiment: true)
+          stub_experiment_for_subject(test_experiment: true)
         end
 
         it 'pushes the right parameters to gon' do
@@ -253,9 +320,7 @@ RSpec.describe Gitlab::Experimentation::ControllerConcern, type: :controller do
 
       context 'the user is part of the control group' do
         before do
-          allow_next_instance_of(described_class) do |instance|
-            allow(instance).to receive(:experiment_enabled?).with(:test_experiment).and_return(false)
-          end
+          stub_experiment_for_subject(test_experiment: false)
         end
 
         it 'pushes the right parameters to gon' do
@@ -308,7 +373,7 @@ RSpec.describe Gitlab::Experimentation::ControllerConcern, type: :controller do
         it 'does not push data to gon' do
           controller.frontend_experimentation_tracking_data(:test_experiment, 'start')
 
-          expect(Gon.method_defined?(:tracking_data)).to be_falsey
+          expect(Gon.method_defined?(:tracking_data)).to eq(false)
         end
       end
     end
@@ -319,7 +384,7 @@ RSpec.describe Gitlab::Experimentation::ControllerConcern, type: :controller do
       end
 
       it 'does not push data to gon' do
-        expect(Gon.method_defined?(:tracking_data)).to be_falsey
+        expect(Gon.method_defined?(:tracking_data)).to eq(false)
         controller.track_experiment_event(:test_experiment, 'start')
       end
     end
@@ -336,7 +401,7 @@ RSpec.describe Gitlab::Experimentation::ControllerConcern, type: :controller do
 
       context 'the user is part of the experimental group' do
         before do
-          stub_experiment_for_user(test_experiment: true)
+          stub_experiment_for_subject(test_experiment: true)
         end
 
         it 'calls add_user on the Experiment model' do
@@ -348,9 +413,7 @@ RSpec.describe Gitlab::Experimentation::ControllerConcern, type: :controller do
 
       context 'the user is part of the control group' do
         before do
-          allow_next_instance_of(described_class) do |instance|
-            allow(instance).to receive(:experiment_enabled?).with(:test_experiment).and_return(false)
-          end
+          stub_experiment_for_subject(test_experiment: false)
         end
 
         it 'calls add_user on the Experiment model' do
@@ -395,6 +458,7 @@ RSpec.describe Gitlab::Experimentation::ControllerConcern, type: :controller do
       context 'is disabled' do
         before do
           request.headers['DNT'] = '0'
+          stub_experiment_for_subject(test_experiment: false)
         end
 
         it 'calls add_user on the Experiment model' do
@@ -475,7 +539,7 @@ RSpec.describe Gitlab::Experimentation::ControllerConcern, type: :controller do
 
     it 'returns a string with the experiment tracking category & group joined with a ":"' do
       expect(controller).to receive(:tracking_category).with(experiment_key).and_return('Experiment::Category')
-      expect(controller).to receive(:tracking_group).with(experiment_key, '_group').and_return('experimental_group')
+      expect(controller).to receive(:tracking_group).with(experiment_key, '_group', subject: nil).and_return('experimental_group')
 
       expect(subject).to eq('Experiment::Category:experimental_group')
     end

spec/lib/gitlab/experimentation/experiment_spec.rb

@@ -20,14 +20,14 @@ RSpec.describe Gitlab::Experimentation::Experiment do
 
   subject(:experiment) { described_class.new(:experiment_key, **params) }
 
-  describe '#enabled?' do
+  describe '#active?' do
     before do
       allow(Gitlab).to receive(:dev_env_or_com?).and_return(on_gitlab_com)
     end
 
-    subject { experiment.enabled? }
+    subject { experiment.active? }
 
-    where(:on_gitlab_com, :percentage, :is_enabled) do
+    where(:on_gitlab_com, :percentage, :is_active) do
       true  | 0  | false
       true  | 10 | true
       false | 0  | false
@@ -35,7 +35,7 @@ RSpec.describe Gitlab::Experimentation::Experiment do
     end
 
     with_them do
-      it { is_expected.to eq(is_enabled) }
+      it { is_expected.to eq(is_active) }
     end
   end
 

spec/lib/gitlab/experimentation_spec.rb

@@ -28,7 +28,7 @@ RSpec.describe Gitlab::Experimentation::EXPERIMENTS do
   end
 end
 
-RSpec.describe Gitlab::Experimentation, :snowplow do
+RSpec.describe Gitlab::Experimentation do
   before do
     stub_const('Gitlab::Experimentation::EXPERIMENTS', {
       backwards_compatible_test_experiment: {
@@ -47,92 +47,131 @@ RSpec.describe Gitlab::Experimentation, :snowplow do
 
   let(:enabled_percentage) { 10 }
 
-  describe '.enabled?' do
-    subject { described_class.enabled?(:test_experiment) }
+  describe '.get_experiment' do
+    subject { described_class.get_experiment(:test_experiment) }
 
-    context 'feature toggle is enabled and we are selected' do
-      it { is_expected.to be_truthy }
+    context 'returns experiment' do
+      it { is_expected.to be_instance_of(Gitlab::Experimentation::Experiment) }
+    end
+
+    context 'experiment is not defined' do
+      subject { described_class.get_experiment(:missing_experiment) }
+
+      it { is_expected.to be_nil }
+    end
+  end
+
+  describe '.active?' do
+    subject { described_class.active?(:test_experiment) }
+
+    context 'feature toggle is enabled' do
+      it { is_expected.to eq(true) }
     end
 
     describe 'experiment is not defined' do
       it 'returns false' do
-        expect(described_class.enabled?(:missing_experiment)).to be_falsey
+        expect(described_class.active?(:missing_experiment)).to eq(false)
       end
     end
 
     describe 'experiment is disabled' do
       let(:enabled_percentage) { 0 }
 
-      it { is_expected.to be_falsey }
+      it { is_expected.to eq(false) }
     end
   end
 
-  describe '.enabled_for_value?' do
-    subject { described_class.enabled_for_value?(:test_experiment, experimentation_subject_index) }
+  describe '.in_experiment_group?' do
+    context 'with new index calculation' do
+      let(:enabled_percentage) { 50 }
+      let(:experiment_subject) { 'z' } # Zlib.crc32('test_experimentz') % 100 = 33
 
-    let(:experimentation_subject_index) { 9 }
-
-    context 'experiment is disabled' do
-      before do
-        allow(described_class).to receive(:enabled?).and_return(false)
-      end
+      subject { described_class.in_experiment_group?(:test_experiment, subject: experiment_subject) }
 
-      it { is_expected.to be_falsey }
-    end
+      context 'when experiment is active' do
+        context 'when subject is part of the experiment' do
+          it { is_expected.to eq(true) }
+        end
 
-    context 'experiment is enabled' do
-      before do
-        allow(described_class).to receive(:enabled?).and_return(true)
-      end
+        context 'when subject is not part of the experiment' do
+          let(:experiment_subject) { 'a' } # Zlib.crc32('test_experimenta') % 100 = 61
 
-      it { is_expected.to be_truthy }
+          it { is_expected.to eq(false) }
+        end
 
-      describe 'experimentation_subject_index' do
-        context 'experimentation_subject_index is not set' do
-          let(:experimentation_subject_index) { nil }
+        context 'when subject has a global_id' do
+          let(:experiment_subject) { double(:subject, to_global_id: 'z') }
 
-          it { is_expected.to be_falsey }
+          it { is_expected.to eq(true) }
         end
 
-        context 'experimentation_subject_index is an empty string' do
-          let(:experimentation_subject_index) { '' }
+        context 'when subject is nil' do
+          let(:experiment_subject) { nil }
 
-          it { is_expected.to be_falsey }
+          it { is_expected.to eq(false) }
         end
 
-        context 'experimentation_subject_index outside enabled ratio' do
-          let(:experimentation_subject_index) { 11 }
+        context 'when subject is an empty string' do
+          let(:experiment_subject) { '' }
 
-          it { is_expected.to be_falsey }
+          it { is_expected.to eq(false) }
         end
       end
+
+      context 'when experiment is not active' do
+        before do
+          allow(described_class).to receive(:active?).and_return(false)
+        end
+
+        it { is_expected.to eq(false) }
+      end
     end
-  end
 
-  describe '.enabled_for_attribute?' do
-    subject { described_class.enabled_for_attribute?(:test_experiment, attribute) }
+    context 'with backwards compatible index calculation' do
+      let(:experiment_subject) { 'abcd' } # Digest::SHA1.hexdigest('abcd').hex % 100 = 7
 
-    let(:attribute) { 'abcd' } # Digest::SHA1.hexdigest('abcd').hex % 100 = 7
+      subject { described_class.in_experiment_group?(:backwards_compatible_test_experiment, subject: experiment_subject) }
 
-    context 'experiment is disabled' do
-      before do
-        allow(described_class).to receive(:enabled?).and_return(false)
-      end
+      context 'when experiment is active' do
+        before do
+          allow(described_class).to receive(:active?).and_return(true)
+        end
 
-      it { is_expected.to be false }
-    end
+        context 'when subject is part of the experiment' do
+          it { is_expected.to eq(true) }
+        end
 
-    context 'experiment is enabled' do
-      before do
-        allow(described_class).to receive(:enabled?).and_return(true)
-      end
+        context 'when subject is not part of the experiment' do
+          let(:experiment_subject) { 'abc' } # Digest::SHA1.hexdigest('abc').hex % 100 = 17
 
-      it { is_expected.to be true }
+          it { is_expected.to eq(false) }
+        end
+
+        context 'when subject has a global_id' do
+          let(:experiment_subject) { double(:subject, to_global_id: 'abcd') }
+
+          it { is_expected.to eq(true) }
+        end
 
-      context 'outside enabled ratio' do
-        let(:attribute) { 'abc' } # Digest::SHA1.hexdigest('abc').hex % 100 = 17
+        context 'when subject is nil' do
+          let(:experiment_subject) { nil }
+
+          it { is_expected.to eq(false) }
+        end
+
+        context 'when subject is an empty string' do
+          let(:experiment_subject) { '' }
+
+          it { is_expected.to eq(false) }
+        end
+      end
+
+      context 'when experiment is not active' do
+        before do
+          allow(described_class).to receive(:active?).and_return(false)
+        end
 
-        it { is_expected.to be false }
+        it { is_expected.to eq(false) }
       end
     end
   end

spec/mailers/notify_spec.rb

@@ -1453,7 +1453,7 @@ RSpec.describe Notify do
       shared_examples "tracks the 'sent' event for the invitation reminders experiment" do
         before do
           stub_experiment(invitation_reminders: true)
-          allow(Gitlab::Experimentation).to receive(:enabled_for_attribute?).with(:invitation_reminders, group_member.invite_email).and_return(experimental_group)
+          allow(Gitlab::Experimentation).to receive(:in_experiment_group?).with(:invitation_reminders, subject: group_member.invite_email).and_return(experimental_group)
         end
 
         it "tracks the 'sent' event", :snowplow do

spec/services/members/invitation_reminder_email_service_spec.rb

@@ -11,7 +11,7 @@ RSpec.describe Members::InvitationReminderEmailService do
 
     context 'when the experiment is disabled' do
       before do
-        allow(Gitlab::Experimentation).to receive(:enabled_for_attribute?).and_return(false)
+        allow(Gitlab::Experimentation).to receive(:in_experiment_group?).and_return(false)
         invitation.expires_at = frozen_time + 2.days
       end
 
@@ -26,7 +26,7 @@ RSpec.describe Members::InvitationReminderEmailService do
 
     context 'when the experiment is enabled' do
       before do
-        allow(Gitlab::Experimentation).to receive(:enabled_for_attribute?).and_return(true)
+        allow(Gitlab::Experimentation).to receive(:in_experiment_group?).and_return(true)
         invitation.expires_at = frozen_time + expires_at_days.days if expires_at_days
       end
 

spec/support/helpers/stub_experiments.rb

@@ -3,15 +3,15 @@
 module StubExperiments
   # Stub Experiment with `key: true/false`
   #
-  # @param [Hash] experiment where key is feature name and value is boolean whether enabled or not.
+  # @param [Hash] experiment where key is feature name and value is boolean whether active or not.
   #
   # Examples
-  # - `stub_experiment(signup_flow: false)` ... Disable `signup_flow` experiment globally.
+  # - `stub_experiment(signup_flow: false)` ... Disables `signup_flow` experiment.
   def stub_experiment(experiments)
-    allow(Gitlab::Experimentation).to receive(:enabled?).and_call_original
+    allow(Gitlab::Experimentation).to receive(:active?).and_call_original
 
     experiments.each do |experiment_key, enabled|
-      allow(Gitlab::Experimentation).to receive(:enabled?).with(experiment_key) { enabled }
+      allow(Gitlab::Experimentation).to receive(:active?).with(experiment_key) { enabled }
     end
   end
 
@@ -20,12 +20,12 @@ module StubExperiments
   # @param [Hash] experiment where key is feature name and value is boolean whether enabled or not.
   #
   # Examples
-  # - `stub_experiment_for_user(signup_flow: false)` ... Disable `signup_flow` experiment for user.
-  def stub_experiment_for_user(experiments)
-    allow(Gitlab::Experimentation).to receive(:enabled_for_value?).and_call_original
+  # - `stub_experiment_for_subject(signup_flow: false)` ... Disable `signup_flow` experiment for user.
+  def stub_experiment_for_subject(experiments)
+    allow(Gitlab::Experimentation).to receive(:in_experiment_group?).and_call_original
 
     experiments.each do |experiment_key, enabled|
-      allow(Gitlab::Experimentation).to receive(:enabled_for_value?).with(experiment_key, anything) { enabled }
+      allow(Gitlab::Experimentation).to receive(:in_experiment_group?).with(experiment_key, anything) { enabled }
     end
   end
 end

spec/support/shared_examples/features/issuable_invite_members_shared_examples.rb

@@ -3,7 +3,7 @@
 RSpec.shared_examples 'issuable invite members experiments' do
   context 'when invite_members_version_a experiment is enabled' do
     before do
-      stub_experiment_for_user(invite_members_version_a: true)
+      stub_experiment_for_subject(invite_members_version_a: true)
     end
 
     it 'shows a link for inviting members and follows through to the members page' do
@@ -28,7 +28,7 @@ RSpec.shared_examples 'issuable invite members experiments' do
 
   context 'when invite_members_version_b experiment is enabled' do
     before do
-      stub_experiment_for_user(invite_members_version_b: true)
+      stub_experiment_for_subject(invite_members_version_b: true)
     end
 
     it 'shows a link for inviting members and follows through to modal' do