diff --git a/tests/test_deploy_bake.py b/tests/test_deploy_bake.py
index 714ba9f..5677e25 100644
--- a/tests/test_deploy_bake.py
+++ b/tests/test_deploy_bake.py
@@ -113,23 +113,6 @@ def rtd_api_request(endpoint):
     assert build["commit"] == sha
 
 
-def codecov_api_verification(remote_url, token, sha):
-    def codecov_api_request(endpoint):
-        resp = requests.get('https://codecov.io/api/{}/{}'.format(remote_url, endpoint),
-                            headers={'Authorization': 'token {}'.format(token)}
-                            )
-        return resp.json()
-
-    # Poll the codecov.io API
-    commit = codecov_api_request('commit/{}'.format(sha))['commit']
-    while commit['state'] != 'complete':
-        time.sleep(5)
-        commit = codecov_api_request('commit/{}'.format(sha))['commit']
-
-    # Assert 100% coverage
-    assert commit['totals']['c'] == '100'
-
-
 @pytest.mark.integrations
 @pytest.mark.flaky(max_runs=3, min_passes=1, rerun_filter=wait_five_seconds)
 @pytest.mark.timeout(120)
@@ -139,25 +122,14 @@ def test_codecovio_github_deploy():
     repo = gh.get_repo('dokempf/test-gha-cookiecutter')
     sha = repo.get_branch('main').commit.sha
 
-    codecov_api_verification(
-        'gh/dokempf/test-gha-cookiecutter',
-        os.getenv('CODECOV_GH_API_ACCESS_TOKEN'),
-        sha
-    )
-
-
-@pytest.mark.integrations
-@pytest.mark.flaky(max_runs=3, min_passes=1, rerun_filter=wait_five_seconds)
-@pytest.mark.timeout(60)
-def test_codecovio_gitlab_deploy():
-    # Authenticate with Gitlab API
-    gl = gitlab.Gitlab('https://gitlab.com', private_token=os.getenv("GL_API_ACCESS_TOKEN"))
-    gl.auth()
-    project = gl.projects.get('dokempf/test-gitlab-ci-cookiecutter-cpp-project')
-    sha = project.branches.get('main').commit['id']
+    # Ask CodeCov API for coverage information
+    resp = requests.get(
+        f'https://api.codecov.io/api/v2/github/dokempf/repos/test-gha-cookiecutter/totals',
+        headers={
+            'authorization': f'Bearer {os.getenv("CODECOV_GH_API_ACCESS_TOKEN")}'
+        },
+        params={"sha": sha}
+    ).json()
 
-    codecov_api_verification(
-        'gl/dokempf/test-gitlab-ci-cookiecutter-cpp-project',
-        os.getenv('CODECOV_GL_API_ACCESS_TOKEN'),
-        sha
-    )
+    # Assert 100% coverage
+    assert resp['totals']['coverage'] == 100
diff --git a/{{cookiecutter.project_slug}}/.github/workflows/ci.yml b/{{cookiecutter.project_slug}}/.github/workflows/ci.yml
index 59a954e..2934245 100644
--- a/{{cookiecutter.project_slug}}/.github/workflows/ci.yml
+++ b/{{cookiecutter.project_slug}}/.github/workflows/ci.yml
@@ -205,5 +205,12 @@ jobs:
       working-directory: ${{ "{{runner.workspace}}" }}
       run: |
         lcov --directory ./build{% if cookiecutter.header_only == "No" %}/src{% endif %} --capture --output-file coverage.info
-        bash <(curl --connect-timeout 10 --retry 5 -s https://codecov.io/bash) -f coverage.info || echo "Codecov did not collect coverage reports"
+
+    - name: Upload coverage to Codecov
+      uses: codecov/codecov-action@v3
+      with:
+        fail_ci_if_error: true
+        files: ${{ "{{runner.workspace}}" }}/coverage.info
+      env:
+        CODECOV_TOKEN: ${{ "{{ secrets.CODECOV_TOKEN }}" }}
 {% endif %}
diff --git a/{{cookiecutter.project_slug}}/TODO.md b/{{cookiecutter.project_slug}}/TODO.md
index adde789..fae38f3 100644
--- a/{{cookiecutter.project_slug}}/TODO.md
+++ b/{{cookiecutter.project_slug}}/TODO.md
@@ -58,9 +58,10 @@ The following tasks need to be done to get a fully working project:
 {%- endif %}
 {%- if cookiecutter.codecovio == "Yes" %}
 * Enable the integration with `codecov.io` by heading to the [Codecov.io Website](https://codecov.io),
-  log in (e.g. with your Github credentials) and enable integration for your repository. This will
-  allow you to have automatic coverage reports on pull requests, but is not necessary to display
-  the coverage badge in the README.
+  log in (e.g. with your Github credentials) and enable integration for your repository. In order to do
+  so, you need to select it from the list of repositories (potentially re-syncing with GitHub) and head
+  to the Settings Tab. Within setting, get your token for this repository and put store it as a secret
+  called `CODECOV_TOKEN` for GitHub Actions.
 {%- endif %}
 {%- if cookiecutter.sonarcloud == "Yes" %}
 * Enable the integration with `sonarcloud.io` by heading to the [Sonarcloud.io Website](https://sonarcloud.io),