Merge branch...

Merge branch '322604-add-a-check-that-the-metric-definitions-are-added-when-new-metrics-are-added-to-usage-ping' into 'master'

Add specs ensuring all metric definition key paths are present in Usage Ping structure

See merge request gitlab-org/gitlab!59314

changelogs/unreleased/322604-add-a-check-that-the-metric-definitions-are-added-when-new-metrics.yml

+---
+title: Add specs ensuring all metric definition key paths are present in Usage Ping
+  structure
+merge_request: 59314
+author:
+type: other

config/metrics/counts_28d/20210427102618_code_review_category_monthly_active_users.yml

+---
+key_path: counts_monthly.aggregated_metrics.code_review_category_monthly_active_users
+name: "0"
+description:
+product_section:
+product_stage:
+product_group:
+product_category:
+value_type: number
+status: implemented
+milestone: "13.12"
+introduced_by_url:
+time_frame: 28d
+data_source:
+distribution:
+- ce
+- ee
+tier:
+- free
+- premium
+- ultimate
+skip_validation: true

config/metrics/counts_28d/20210427103010_code_review_extension_category_monthly_active_users.yml

+---
+key_path: counts_monthly.aggregated_metrics.code_review_extension_category_monthly_active_users
+name: "0"
+description:
+product_section:
+product_stage:
+product_group:
+product_category:
+value_type: number
+status: implemented
+milestone: "13.12"
+introduced_by_url:
+time_frame: 28d
+data_source:
+distribution:
+- ce
+- ee
+tier:
+- free
+- premium
+- ultimate
+skip_validation: true

config/metrics/counts_28d/20210427103119_code_review_group_monthly_active_users.yml

+---
+key_path: counts_monthly.aggregated_metrics.code_review_group_monthly_active_users
+name: "0"
+description:
+product_section:
+product_stage:
+product_group:
+product_category:
+value_type: number
+status: implemented
+milestone: "13.12"
+introduced_by_url:
+time_frame: 28d
+data_source:
+distribution:
+- ce
+- ee
+tier:
+- free
+- premium
+- ultimate
+skip_validation: true

config/metrics/counts_28d/20210427105033_pipeline_authoring_total_unique_counts_monthly.yml

+---
+key_path: redis_hll_counters.pipeline_authoring.pipeline_authoring_total_unique_counts_monthly
+name: "0"
+description:
+product_section:
+product_stage:
+product_group:
+product_category:
+value_type: number
+status: implemented
+milestone: "13.12"
+introduced_by_url:
+time_frame: 28d
+data_source:
+distribution:
+- ce
+- ee
+tier:
+- free
+- premium
+- ultimate
+skip_validation: true

config/metrics/counts_28d/20210427213346_geo_secondary_web_oauth_users.yml

+---
+key_path: usage_activity_by_stage_monthly.enablement.geo_secondary_web_oauth_users
+name: ""
+description:
+product_section:
+product_stage:
+product_group:
+product_category:
+value_type: number
+status: implemented
+milestone: "13.12"
+introduced_by_url:
+time_frame: 28d
+data_source:
+distribution:
+- ce
+- ee
+tier:
+- free
+- premium
+- ultimate
+skip_validation: true

config/metrics/counts_7d/20210427103328_code_review_group_monthly_active_users.yml

+---
+key_path: counts_weekly.aggregated_metrics.code_review_group_monthly_active_users
+name: "0"
+description:
+product_section:
+product_stage:
+product_group:
+product_category:
+value_type: number
+status: implemented
+milestone: "13.12"
+introduced_by_url:
+time_frame: 7d
+data_source:
+distribution:
+- ce
+- ee
+tier:
+- free
+- premium
+- ultimate
+skip_validation: true

config/metrics/counts_7d/20210427103407_code_review_category_monthly_active_users.yml

+---
+key_path: counts_weekly.aggregated_metrics.code_review_category_monthly_active_users
+name: "0"
+description:
+product_section:
+product_stage:
+product_group:
+product_category:
+value_type: number
+status: implemented
+milestone: "13.12"
+introduced_by_url:
+time_frame: 7d
+data_source:
+distribution:
+- ce
+- ee
+tier:
+- free
+- premium
+- ultimate
+skip_validation: true

config/metrics/counts_7d/20210427103452_code_review_extension_category_monthly_active_users.yml

+---
+key_path: counts_weekly.aggregated_metrics.code_review_extension_category_monthly_active_users
+name: ""
+description:
+product_section:
+product_stage:
+product_group:
+product_category:
+value_type: number
+status: implemented
+milestone: "13.12"
+introduced_by_url:
+time_frame: 7d
+data_source:
+distribution:
+- ce
+- ee
+tier:
+- free
+- premium
+- ultimate
+skip_validation: true

config/metrics/counts_7d/20210427105030_pipeline_authoring_total_unique_counts_weekly.yml

+---
+key_path: redis_hll_counters.pipeline_authoring.pipeline_authoring_total_unique_counts_weekly
+name: "0"
+description:
+product_section:
+product_stage:
+product_group:
+product_category:
+value_type: number
+status: implemented
+milestone: "13.12"
+introduced_by_url:
+time_frame: 7d
+data_source:
+distribution:
+- ce
+- ee
+tier:
+- free
+- premium
+- ultimate
+skip_validation: true

config/metrics/counts_all/20210423005644_i_analytics_dev_ops_adoption.yml

+---
+key_path: analytics_unique_visits.i_analytics_dev_ops_adoption
+name: "<please fill metric name, suggested format is: {subject}_{verb}{ing|ed}_{object} eg: users_creating_epics or merge_requests_viewed_in_single_file_mode>"
+description:
+product_section:
+product_stage:
+product_group:
+product_category:
+value_type: number
+status: implemented
+milestone: "13.11"
+introduced_by_url:
+time_frame: all
+data_source:
+distribution:
+- ce
+# tier:
+# - free
+# - premium
+# - ultimate
+skip_validation: true

config/metrics/counts_all/20210427212450_geo_secondary_web_oauth_users.yml

+---
+key_path: usage_activity_by_stage.enablement.geo_secondary_web_oauth_users
+name: ""
+description:
+product_section:
+product_stage:
+product_group:
+product_category:
+value_type: number
+status: implemented
+milestone: "13.12"
+introduced_by_url:
+time_frame: all
+data_source:
+distribution:
+- ce
+- ee
+tier:
+- free
+- premium
+- ultimate
+skip_validation: true

config/metrics/counts_all/20210428142406_users_viewing_analytics_group_devops_adoption.yml

+---
+key_path: analytics_unique_visits.users_viewing_analytics_group_devops_adoption
+name: "<please fill metric name, suggested format is: {subject}_{verb}{ing|ed}_{object} eg: users_creating_epics or merge_requests_viewed_in_single_file_mode>"
+description:
+product_section:
+product_stage:
+product_group:
+product_category:
+value_type: number
+status: implemented
+milestone: "13.12"
+introduced_by_url:
+time_frame: all
+data_source:
+distribution:
+- ce
+- ee
+tier:
+- free
+- premium
+- ultimate
+skip_validation: true

doc/development/usage_ping/dictionary.md

@@ -154,6 +154,18 @@ Status: `data_available`
 
 Tiers: `free`
 
+### `analytics_unique_visits.i_analytics_dev_ops_adoption`
+
+Missing description
+
+[YAML definition](https://gitlab.com/gitlab-org/gitlab/-/blob/master/config/metrics/counts_all/20210423005644_i_analytics_dev_ops_adoption.yml)
+
+Group: ``
+
+Status: `implemented`
+
+Tiers:
+
 ### `analytics_unique_visits.i_analytics_dev_ops_score`
 
 Unique visitors to /-/instance_statistics/dev_ops_score
@@ -262,6 +274,18 @@ Status: `data_available`
 
 Tiers: `free`
 
+### `analytics_unique_visits.users_viewing_analytics_group_devops_adoption`
+
+Missing description
+
+[YAML definition](https://gitlab.com/gitlab-org/gitlab/-/blob/master/config/metrics/counts_all/20210428142406_users_viewing_analytics_group_devops_adoption.yml)
+
+Group: ``
+
+Status: `implemented`
+
+Tiers: `free`, `premium`, `ultimate`
+
 ### `compliance_unique_visits.a_compliance_audit_events_api`
 
 Missing description
@@ -6562,6 +6586,42 @@ Status: `data_available`
 
 Tiers: `free`
 
+### `counts_monthly.aggregated_metrics.code_review_category_monthly_active_users`
+
+Missing description
+
+[YAML definition](https://gitlab.com/gitlab-org/gitlab/-/blob/master/config/metrics/counts_28d/20210427102618_code_review_category_monthly_active_users.yml)
+
+Group: ``
+
+Status: `implemented`
+
+Tiers: `free`, `premium`, `ultimate`
+
+### `counts_monthly.aggregated_metrics.code_review_extension_category_monthly_active_users`
+
+Missing description
+
+[YAML definition](https://gitlab.com/gitlab-org/gitlab/-/blob/master/config/metrics/counts_28d/20210427103010_code_review_extension_category_monthly_active_users.yml)
+
+Group: ``
+
+Status: `implemented`
+
+Tiers: `free`, `premium`, `ultimate`
+
+### `counts_monthly.aggregated_metrics.code_review_group_monthly_active_users`
+
+Missing description
+
+[YAML definition](https://gitlab.com/gitlab-org/gitlab/-/blob/master/config/metrics/counts_28d/20210427103119_code_review_group_monthly_active_users.yml)
+
+Group: ``
+
+Status: `implemented`
+
+Tiers: `free`, `premium`, `ultimate`
+
 ### `counts_monthly.aggregated_metrics.compliance_features_track_unique_visits_union`
 
 Missing description
@@ -6730,6 +6790,42 @@ Status: `data_available`
 
 Tiers: `free`
 
+### `counts_weekly.aggregated_metrics.code_review_category_monthly_active_users`
+
+Missing description
+
+[YAML definition](https://gitlab.com/gitlab-org/gitlab/-/blob/master/config/metrics/counts_7d/20210427103407_code_review_category_monthly_active_users.yml)
+
+Group: ``
+
+Status: `implemented`
+
+Tiers: `free`, `premium`, `ultimate`
+
+### `counts_weekly.aggregated_metrics.code_review_extension_category_monthly_active_users`
+
+Missing description
+
+[YAML definition](https://gitlab.com/gitlab-org/gitlab/-/blob/master/config/metrics/counts_7d/20210427103452_code_review_extension_category_monthly_active_users.yml)
+
+Group: ``
+
+Status: `implemented`
+
+Tiers: `free`, `premium`, `ultimate`
+
+### `counts_weekly.aggregated_metrics.code_review_group_monthly_active_users`
+
+Missing description
+
+[YAML definition](https://gitlab.com/gitlab-org/gitlab/-/blob/master/config/metrics/counts_7d/20210427103328_code_review_group_monthly_active_users.yml)
+
+Group: ``
+
+Status: `implemented`
+
+Tiers: `free`, `premium`, `ultimate`
+
 ### `counts_weekly.aggregated_metrics.compliance_features_track_unique_visits_union`
 
 Missing description
@@ -11422,30 +11518,6 @@ Status: `data_available`
 
 Tiers:
 
-### `redis_hll_counters.incident_management.i_incident_management_oncall_notification_sent_monthly`
-
-Count of unique users to receive a notification while on-call
-
-[YAML definition](https://gitlab.com/gitlab-org/gitlab/-/blob/master/ee/config/metrics/counts_28d/20210405222005_i_incident_management_oncall_notification_sent_monthly.yml)
-
-Group: `group::monitor`
-
-Status: `implemented`
-
-Tiers: `premium`, `ultimate`
-
-### `redis_hll_counters.incident_management.i_incident_management_oncall_notification_sent_weekly`
-
-Count of unique users to receive a notification while on-call
-
-[YAML definition](https://gitlab.com/gitlab-org/gitlab/-/blob/master/ee/config/metrics/counts_7d/20210405220139_i_incident_management_oncall_notification_sent_weekly.yml)
-
-Group: `group::monitor`
-
-Status: `implemented`
-
-Tiers: `premium`, `ultimate`
-
 ### `redis_hll_counters.incident_management.incident_management_alert_assigned_monthly`
 
 Missing description
@@ -11830,6 +11902,30 @@ Status: `data_available`
 
 Tiers:
 
+### `redis_hll_counters.incident_management_oncall.i_incident_management_oncall_notification_sent_monthly`
+
+Count of unique users to receive a notification while on-call
+
+[YAML definition](https://gitlab.com/gitlab-org/gitlab/-/blob/master/ee/config/metrics/counts_28d/20210405222005_i_incident_management_oncall_notification_sent_monthly.yml)
+
+Group: `group::monitor`
+
+Status: `implemented`
+
+Tiers: `premium`, `ultimate`
+
+### `redis_hll_counters.incident_management_oncall.i_incident_management_oncall_notification_sent_weekly`
+
+Count of unique users to receive a notification while on-call
+
+[YAML definition](https://gitlab.com/gitlab-org/gitlab/-/blob/master/ee/config/metrics/counts_7d/20210405220139_i_incident_management_oncall_notification_sent_weekly.yml)
+
+Group: `group::monitor`
+
+Status: `implemented`
+
+Tiers: `premium`, `ultimate`
+
 ### `redis_hll_counters.issues_edit.g_project_management_issue_added_to_epic_monthly`
 
 Count of MAU adding an issue to an epic
@@ -12694,6 +12790,30 @@ Status: `data_available`
 
 Tiers: `free`, `premium`, `ultimate`
 
+### `redis_hll_counters.pipeline_authoring.pipeline_authoring_total_unique_counts_monthly`
+
+Missing description
+
+[YAML definition](https://gitlab.com/gitlab-org/gitlab/-/blob/master/config/metrics/counts_28d/20210427105033_pipeline_authoring_total_unique_counts_monthly.yml)
+
+Group: ``
+
+Status: `implemented`
+
+Tiers: `free`, `premium`, `ultimate`
+
+### `redis_hll_counters.pipeline_authoring.pipeline_authoring_total_unique_counts_weekly`
+
+Missing description
+
+[YAML definition](https://gitlab.com/gitlab-org/gitlab/-/blob/master/config/metrics/counts_7d/20210427105030_pipeline_authoring_total_unique_counts_weekly.yml)
+
+Group: ``
+
+Status: `implemented`
+
+Tiers: `free`, `premium`, `ultimate`
+
 ### `redis_hll_counters.quickactions.i_quickactions_approve_monthly`
 
 Count of MAU using the `/approve` quick action
@@ -15948,6 +16068,18 @@ Status: `data_available`
 
 Tiers: `premium`, `ultimate`
 
+### `usage_activity_by_stage.enablement.geo_secondary_web_oauth_users`
+
+Missing description
+
+[YAML definition](https://gitlab.com/gitlab-org/gitlab/-/blob/master/config/metrics/counts_all/20210427212450_geo_secondary_web_oauth_users.yml)
+
+Group: ``
+
+Status: `implemented`
+
+Tiers: `free`, `premium`, `ultimate`
+
 ### `usage_activity_by_stage.manage.bulk_imports.gitlab`
 
 Distinct count of users that triggered an import using the Group Migration tool
@@ -17894,6 +18026,18 @@ Status: `data_available`
 
 Tiers: `premium`, `ultimate`
 
+### `usage_activity_by_stage_monthly.enablement.geo_secondary_web_oauth_users`
+
+Missing description
+
+[YAML definition](https://gitlab.com/gitlab-org/gitlab/-/blob/master/config/metrics/counts_28d/20210427213346_geo_secondary_web_oauth_users.yml)
+
+Group: ``
+
+Status: `implemented`
+
+Tiers: `free`, `premium`, `ultimate`
+
 ### `usage_activity_by_stage_monthly.manage.bulk_imports.gitlab`
 
 Missing description

ee/config/metrics/counts_28d/20210405222005_i_incident_management_oncall_notification_sent_monthly.yml

 ---
-key_path: redis_hll_counters.incident_management.i_incident_management_oncall_notification_sent_monthly
+key_path: redis_hll_counters.incident_management_oncall.i_incident_management_oncall_notification_sent_monthly
 description: Count of unique users to receive a notification while on-call
 product_section: ops
 product_stage: monitor

ee/config/metrics/counts_28d/20210421080207_g_project_management_users_checking_epic_task_monthly.yml

@@ -2,7 +2,7 @@
 # Name of this metric contains g_project_management prefix
 # because we are using the same slot from issue_tracking to
 # allow data aggregation.
-key_path: counts.g_project_management_users_checking_epic_task_monthly
+key_path: redis_hll_counters.epics_usage.project_management_users_checking_epic_task_monthly
 description: Counts of MAU checking epic task
 product_section: dev
 product_stage: plan

ee/config/metrics/counts_28d/20210421102516_g_project_management_users_unchecking_epic_task_monthly.yml

@@ -2,7 +2,7 @@
 # Name of this metric contains g_project_management prefix
 # because we are using the same slot from issue_tracking to
 # allow data aggregation.
-key_path: counts.g_project_management_users_unchecking_epic_task_monthly
+key_path: redis_hll_counters.epics_usage.project_management_users_unchecking_epic_task_monthly
 description: Counts of MAU unchecking epic task
 product_section: dev
 product_stage: plan

ee/config/metrics/counts_28d/20210507165054_custom_compliance_frameworks.yml

+---
+key_path: usage_activity_by_stage_monthly.manage.custom_compliance_frameworks
+name: "count_compliance_management_frameworks"
+description: Monthly count of all custom compliance framework labels
+product_section: dev
+product_stage: manage
+product_group: compliance
+product_category: "Compliance management"
+value_type: number
+status: implemented
+milestone: "13.12"
+introduced_by_url: https://gitlab.com/gitlab-org/gitlab/-/merge_requests/59314
+time_frame: 28d
+data_source: database
+distribution:
+- ee
+tier:
+- premium
+- ultimate

ee/config/metrics/counts_28d/20210507171840_epic_boards_usage_total_unique_counts_monthly.yml

+---
+key_path: redis_hll_counters.epic_boards_usage.epic_boards_usage_total_unique_counts_monthly
+name: "0"
+description:
+product_section:
+product_stage:
+product_group:
+product_category:
+value_type: number
+status: implemented
+milestone: "13.12"
+introduced_by_url:
+time_frame: 28d
+data_source:
+distribution:
+- ee
+tier:
+#- premium
+- ultimate
+skip_validation: true

ee/config/metrics/counts_7d/20210405220139_i_incident_management_oncall_notification_sent_weekly.yml

 ---
-key_path: redis_hll_counters.incident_management.i_incident_management_oncall_notification_sent_weekly
+key_path: redis_hll_counters.incident_management_oncall.i_incident_management_oncall_notification_sent_weekly
 description: Count of unique users to receive a notification while on-call
 product_section: ops
 product_stage: monitor

ee/config/metrics/counts_7d/20210421075943_g_project_management_users_checking_epic_task_weekly.yml

@@ -2,7 +2,7 @@
 # Name of this metric contains g_project_management prefix
 # because we are using the same slot from issue_tracking to
 # allow data aggregation.
-key_path: counts.g_project_management_users_checking_epic_task_weekly
+key_path: redis_hll_counters.epics_usage.project_management_users_checking_epic_task_weekly
 description: Counts of WAU checking epic task
 product_section: dev
 product_stage: plan

ee/config/metrics/counts_7d/20210421102812_g_project_management_users_unchecking_epic_task_weekly.yml

@@ -2,7 +2,7 @@
 # Name of this metric contains g_project_management prefix
 # because we are using the same slot from issue_tracking to
 # allow data aggregation.
-key_path: counts.g_project_management_users_unchecking_epic_task_weekly
+key_path: redis_hll_counters.epics_usage.project_management_users_unchecking_epic_task_weekly
 description: Counts of WAU unchecking epic task
 product_section: dev
 product_stage: plan

ee/config/metrics/counts_7d/20210507171838_epic_boards_usage_total_unique_counts_weekly.yml

+---
+key_path: redis_hll_counters.epic_boards_usage.epic_boards_usage_total_unique_counts_weekly
+name: "0"
+description:
+product_section:
+product_stage:
+product_group:
+product_category:
+value_type: number
+status: implemented
+milestone: "13.12"
+introduced_by_url:
+time_frame: 7d
+data_source:
+distribution:
+- ee
+tier:
+#- premium
+- ultimate
+skip_validation: true

ee/spec/config/metrics/every_metric_definition_spec.rb

+# frozen_string_literal: true
+
+require 'spec_helper'
+
+RSpec.describe 'Every metric definition' do
+  include UsageDataHelpers
+
+  let(:usage_ping) { Gitlab::UsageData.uncached_data }
+  let(:ignored_usage_ping_key_patterns) do
+    %w(
+      geo_node_usage
+      license_add_ons
+      testing_total_unique_counts
+      topology
+      user_auth_by_provider
+    ).freeze
+  end
+
+  let(:usage_ping_key_paths) do
+    parse_usage_ping_keys(usage_ping)
+      .flatten
+      .reject { |v| v =~ Regexp.union(ignored_usage_ping_key_patterns)}
+      .sort
+  end
+
+  let(:ignored_metric_files_key_patterns) do
+    %w(
+      ci_runners_online
+      geo_node_usage
+      mock_ci
+      mock_monitoring
+      user_auth_by_provider
+    ).freeze
+  end
+
+  let(:metric_files_key_paths) do
+    Gitlab::Usage::MetricDefinition
+      .definitions
+      .reject { |k, v| v.status == 'removed' || v.value_type == 'object' || v.key_path =~ Regexp.union(ignored_metric_files_key_patterns)}
+      .keys
+      .sort
+  end
+
+  # Recursively traverse nested Hash of a generated Usage Ping to return an Array of key paths
+  # in the dotted format used in metric definition YAML files, e.g.: 'count.category.metric_name'
+  def parse_usage_ping_keys(object, key_path = [])
+    if object.is_a? Hash
+      object.each_with_object([]) do |(key, value), result|
+        result.append parse_usage_ping_keys(value, key_path + [key])
+      end
+    else
+      key_path.join('.')
+    end
+  end
+
+  before do
+    allow(Gitlab::UsageData).to receive_messages(count: -1, distinct_count: -1, estimate_batch_distinct_count: -1, sum: -1, alt_usage_data: -1)
+    allow(Gitlab::Geo).to receive(:enabled?).and_return(true)
+    stub_licensed_features(requirements: true)
+    stub_prometheus_queries
+  end
+
+  it 'is included in the Usage Ping hash structure' do
+    expect(metric_files_key_paths).to match_array(usage_ping_key_paths)
+  end
+end

ee/spec/factories/licenses.rb

@@ -30,7 +30,11 @@ FactoryBot.define do
     notify_admins_at { expires_at }
 
     licensee do
-      { "Name" => generate(:name) }
+      {
+         "Name" => generate(:name),
+         "Email" => generate(:email),
+         "Company" => "Company name"
+      }
     end
 
     restrictions do

lib/gitlab/usage_data.rb

@@ -427,7 +427,7 @@ module Gitlab
 
       def services_usage
         # rubocop: disable UsageData/LargeTable:
-        Integration.available_services_names.each_with_object({}) do |service_name, response|
+        Integration.available_services_names(include_dev: false).each_with_object({}) do |service_name, response|
           service_type = Integration.service_name_to_type(service_name)
 
           response["projects_#{service_name}_active".to_sym] = count(Integration.active.where.not(project: nil).where(type: service_type))

lib/gitlab/usage_data_counters/known_events/analytics.yml

@@ -8,11 +8,6 @@
   redis_slot: analytics
   aggregation: weekly
   feature_flag: track_unique_visits
-- name: g_analytics_merge_request
-  category: analytics
-  redis_slot: analytics
-  aggregation: weekly
-  feature_flag: track_unique_visits
 - name: i_analytics_dev_ops_score
   category: analytics
   redis_slot: analytics

spec/lib/gitlab/usage/metric_definition_spec.rb

@@ -38,6 +38,11 @@ RSpec.describe Gitlab::Usage::MetricDefinition do
     File.write(path, content)
   end
 
+  after do
+    # Reset memoized `definitions` result
+    described_class.instance_variable_set(:@definitions, nil)
+  end
+
   it 'has all definitons valid' do
     expect { described_class.definitions }.not_to raise_error(Gitlab::Usage::Metric::InvalidMetricError)
   end
@@ -193,8 +198,6 @@ RSpec.describe Gitlab::Usage::MetricDefinition do
           File.join(metric2, '**', '*.yml')
         ]
       )
-      # Reset memoized `definitions` result
-      described_class.instance_variable_set(:@definitions, nil)
     end
 
     after do

spec/lib/gitlab/usage_data_spec.rb

@@ -1332,7 +1332,6 @@ RSpec.describe Gitlab::UsageData, :aggregate_failures do
           'i_analytics_dev_ops_score' => 123,
           'i_analytics_instance_statistics' => 123,
           'p_analytics_merge_request' => 123,
-          'g_analytics_merge_request' => 123,
           'i_analytics_dev_ops_adoption' => 123,
           'users_viewing_analytics_group_devops_adoption' => 123,
           'analytics_unique_visits_for_any_target' => 543,