diff --git a/app/models/project_feature_usage.rb b/app/models/project_feature_usage.rb
index dba81a6cb60c230a4766ecd7bd8cd695a4064b86..5e47ec6310d40a3a17cd20da2708721ae0ec0d5d 100644
--- a/app/models/project_feature_usage.rb
+++ b/app/models/project_feature_usage.rb
@@ -19,19 +19,6 @@ def jira_dvcs_integration_field(cloud: true)
     end
   end
 
-  def log_jira_dvcs_integration_usage(cloud: true)
-    ::Gitlab::Database::LoadBalancing::Session.without_sticky_writes do
-      integration_field = self.class.jira_dvcs_integration_field(cloud: cloud)
-
-      # The feature usage is used only once later to query the feature usage in a
-      # long date range. Therefore, we just need to update the timestamp once per
-      # day
-      break if persisted? && updated_today?(integration_field)
-
-      persist_jira_dvcs_usage(integration_field)
-    end
-  end
-
   private
 
   def updated_today?(integration_field)
diff --git a/config/metrics/counts_all/20210216180232_projects_jira_dvcs_cloud_active.yml b/config/metrics/counts_all/20210216180232_projects_jira_dvcs_cloud_active.yml
index 5bf8e1d6e7820b86da26af027518c9332cb22dca..c9c85bca41513077dfb93eff72675e637d2a021a 100644
--- a/config/metrics/counts_all/20210216180232_projects_jira_dvcs_cloud_active.yml
+++ b/config/metrics/counts_all/20210216180232_projects_jira_dvcs_cloud_active.yml
@@ -6,7 +6,7 @@ product_section: dev
 product_stage: manage
 product_group: integrations
 value_type: number
-status: active
+status: removed
 time_frame: all
 data_source: database
 instrumentation_class: CountProjectsWithJiraDvcsIntegrationMetric
@@ -21,3 +21,5 @@ tier:
 - ultimate
 performance_indicator_type: []
 milestone: "<13.9"
+removed_by_url: https://gitlab.com/gitlab-org/gitlab/-/merge_requests/135755
+milestone_removed: "<16.6"
diff --git a/spec/lib/gitlab/usage/metrics/instrumentations/count_projects_with_jira_dvcs_integration_metric_spec.rb b/spec/lib/gitlab/usage/metrics/instrumentations/count_projects_with_jira_dvcs_integration_metric_spec.rb
deleted file mode 100644
index a2d86fc50444202ae7d9cd844af0a96bd1c1a6d5..0000000000000000000000000000000000000000
--- a/spec/lib/gitlab/usage/metrics/instrumentations/count_projects_with_jira_dvcs_integration_metric_spec.rb
+++ /dev/null
@@ -1,50 +0,0 @@
-# frozen_string_literal: true
-
-require 'spec_helper'
-
-RSpec.describe Gitlab::Usage::Metrics::Instrumentations::CountProjectsWithJiraDvcsIntegrationMetric,
-  feature_category: :integrations do
-  describe 'metric value and query' do
-    let_it_be_with_reload(:project_1) { create(:project) }
-    let_it_be_with_reload(:project_2) { create(:project) }
-    let_it_be_with_reload(:project_3) { create(:project) }
-
-    before do
-      project_1.feature_usage.log_jira_dvcs_integration_usage(cloud: false)
-      project_2.feature_usage.log_jira_dvcs_integration_usage(cloud: false)
-      project_3.feature_usage.log_jira_dvcs_integration_usage(cloud: true)
-    end
-
-    context 'when counting cloud integrations' do
-      let(:expected_value) { 1 }
-      let(:expected_query) do
-        'SELECT COUNT("project_feature_usages"."project_id") FROM "project_feature_usages" ' \
-          'WHERE "project_feature_usages"."jira_dvcs_cloud_last_sync_at" IS NOT NULL'
-      end
-
-      it_behaves_like 'a correct instrumented metric value and query', { time_frame: 'all', options: { cloud: true } }
-    end
-
-    context 'when counting non-cloud integrations' do
-      let(:expected_value) { 2 }
-      let(:expected_query) do
-        'SELECT COUNT("project_feature_usages"."project_id") FROM "project_feature_usages" ' \
-          'WHERE "project_feature_usages"."jira_dvcs_server_last_sync_at" IS NOT NULL'
-      end
-
-      it_behaves_like 'a correct instrumented metric value and query', { time_frame: 'all', options: { cloud: false } }
-    end
-  end
-
-  it "raises an exception if option is not present" do
-    expect do
-      described_class.new(options: {}, time_frame: 'all')
-    end.to raise_error(ArgumentError, %r{must be a boolean})
-  end
-
-  it "raises an exception if option has invalid value" do
-    expect do
-      described_class.new(options: { cloud: 'yes' }, time_frame: 'all')
-    end.to raise_error(ArgumentError, %r{must be a boolean})
-  end
-end