diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
index 9c33fe48f6..7c02159d1a 100644
--- a/.gitlab-ci.yml
+++ b/.gitlab-ci.yml
@@ -29,5 +29,4 @@ include:
   - ".gitlab/ci/host-test.yml"
   - ".gitlab/ci/deploy.yml"
   - ".gitlab/ci/post_deploy.yml"
-  - ".gitlab/ci/retry_failed_jobs.yml"
   - ".gitlab/ci/test-win.yml"
diff --git a/.gitlab/ci/common.yml b/.gitlab/ci/common.yml
index a74c634098..1161176b02 100644
--- a/.gitlab/ci/common.yml
+++ b/.gitlab/ci/common.yml
@@ -12,7 +12,6 @@ stages:
   - test_deploy
   - deploy
   - post_deploy
-  - retry_failed_jobs
 
 variables:
 # System environment
diff --git a/.gitlab/ci/pre_check.yml b/.gitlab/ci/pre_check.yml
index 758bef51a4..49c3920ebd 100644
--- a/.gitlab/ci/pre_check.yml
+++ b/.gitlab/ci/pre_check.yml
@@ -202,13 +202,13 @@ gcc_static_analyzer:
     - echo "CONFIG_COMPILER_STATIC_ANALYZER=y" >> ${ANALYZING_APP}/sdkconfig.defaults
     - idf-build-apps build -p ${ANALYZING_APP}
 
-redundant_pass_job:
+retry_failed_jobs:
   extends:
     - .pre_check_template
+    - .rules:dev-push
   tags: [shiny, fast_run]
-  cache: []
-  variables:
-    GIT_STRATEGY: none
-  before_script: []
+  allow_failure: true
   script:
-    - echo "This job is redundant to ensure the 'retry_failed_jobs' job can exist and not be skipped"
+    - echo "Retrieving and retrying all failed jobs for the pipeline..."
+    - python tools/ci/python_packages/gitlab_api.py retry_failed_jobs $CI_MERGE_REQUEST_PROJECT_ID --pipeline_id $CI_PIPELINE_ID
+  when: manual
diff --git a/.gitlab/ci/retry_failed_jobs.yml b/.gitlab/ci/retry_failed_jobs.yml
deleted file mode 100644
index 8eff2ed6b4..0000000000
--- a/.gitlab/ci/retry_failed_jobs.yml
+++ /dev/null
@@ -1,15 +0,0 @@
-retry_failed_jobs:
-  stage: retry_failed_jobs
-  tags: [shiny, fast_run]
-  allow_failure: true
-  image: $ESP_ENV_IMAGE
-  dependencies: null
-  before_script: []
-  cache: []
-  extends: []
-  script:
-    - echo "Retrieving and retrying all failed jobs for the pipeline..."
-    - python tools/ci/python_packages/gitlab_api.py retry_failed_jobs $CI_MERGE_REQUEST_PROJECT_ID --pipeline_id $CI_PIPELINE_ID
-  when: manual
-  needs:
-    - redundant_pass_job
diff --git a/tools/ci/dynamic_pipelines/constants.py b/tools/ci/dynamic_pipelines/constants.py
index a85e9a5793..40dbe346d1 100644
--- a/tools/ci/dynamic_pipelines/constants.py
+++ b/tools/ci/dynamic_pipelines/constants.py
@@ -15,10 +15,6 @@ TOP_N_APPS_BY_SIZE_DIFF = 10
 SIZE_DIFFERENCE_BYTES_THRESHOLD = 500
 BINARY_SIZE_METRIC_NAME = 'binary_size'
 
-RETRY_JOB_PICTURE_PATH = 'tools/ci/dynamic_pipelines/templates/retry-jobs.png'
-RETRY_JOB_TITLE = '\n\nRetry failed jobs with with help of "retry_failed_jobs" stage of the pipeline:'
-RETRY_JOB_PICTURE_LINK = '![Retry Jobs Image]({pic_url})'
-
 KNOWN_GENERATE_TEST_CHILD_PIPELINE_WARNINGS_FILEPATH = os.path.join(
     IDF_PATH, 'tools', 'ci', 'dynamic_pipelines', 'templates', 'known_generate_test_child_pipeline_warnings.yml'
 )
diff --git a/tools/ci/dynamic_pipelines/report.py b/tools/ci/dynamic_pipelines/report.py
index 1ae1f04778..24b0ed9a03 100644
--- a/tools/ci/dynamic_pipelines/report.py
+++ b/tools/ci/dynamic_pipelines/report.py
@@ -19,16 +19,12 @@ from .constants import COMMENT_START_MARKER
 from .constants import CSS_STYLES_FILEPATH
 from .constants import JS_SCRIPTS_FILEPATH
 from .constants import REPORT_TEMPLATE_FILEPATH
-from .constants import RETRY_JOB_PICTURE_LINK
-from .constants import RETRY_JOB_PICTURE_PATH
-from .constants import RETRY_JOB_TITLE
 from .constants import SIZE_DIFFERENCE_BYTES_THRESHOLD
 from .constants import TOP_N_APPS_BY_SIZE_DIFF
 from .models import GitlabJob
 from .models import TestCase
 from .utils import format_permalink
 from .utils import get_artifacts_url
-from .utils import get_repository_file_url
 from .utils import is_url
 
 
@@ -286,25 +282,13 @@ class ReportGenerator:
 
         return comment
 
-    def _update_mr_comment(self, comment: str, print_retry_jobs_message: bool) -> None:
-        retry_job_picture_comment = (f'{RETRY_JOB_TITLE}\n\n{RETRY_JOB_PICTURE_LINK}').format(
-            pic_url=get_repository_file_url(RETRY_JOB_PICTURE_PATH)
-        )
-        del_retry_job_pic_pattern = re.escape(RETRY_JOB_TITLE) + r'.*?' + re.escape(f'{RETRY_JOB_PICTURE_PATH})')
-
+    def _update_mr_comment(self, comment: str) -> None:
         new_comment = f'{COMMENT_START_MARKER}\n\n{comment}'
-        if print_retry_jobs_message:
-            new_comment += retry_job_picture_comment
 
         for note in self.mr.notes.list(iterator=True):
             if note.body.startswith(COMMENT_START_MARKER):
                 updated_str = self._get_updated_comment(note.body, comment)
 
-                # Add retry job message only if any job has failed
-                if print_retry_jobs_message:
-                    updated_str = re.sub(del_retry_job_pic_pattern, '', updated_str, flags=re.DOTALL)
-                    updated_str += retry_job_picture_comment
-
                 note.body = updated_str
                 try:
                     note.save()
@@ -321,7 +305,7 @@ class ReportGenerator:
             updated_str = f'{existing_comment.strip()}\n\n{new_comment}'
         return updated_str
 
-    def post_report(self, print_retry_jobs_message: bool = False) -> None:
+    def post_report(self) -> None:
         comment = self._generate_comment()
 
         print(comment)
@@ -330,7 +314,7 @@ class ReportGenerator:
             print('No MR found, skip posting comment')
             return
 
-        self._update_mr_comment(comment, print_retry_jobs_message=print_retry_jobs_message)
+        self._update_mr_comment(comment)
 
 
 class BuildReportGenerator(ReportGenerator):
diff --git a/tools/ci/dynamic_pipelines/scripts/generate_report.py b/tools/ci/dynamic_pipelines/scripts/generate_report.py
index 83829c8558..1f40fff50a 100644
--- a/tools/ci/dynamic_pipelines/scripts/generate_report.py
+++ b/tools/ci/dynamic_pipelines/scripts/generate_report.py
@@ -110,7 +110,7 @@ def generate_jobs_report(args: argparse.Namespace) -> None:
     report_generator = JobReportGenerator(
         args.project_id, args.mr_iid, args.pipeline_id, args.job_id, args.commit_id, args.local_commit_id, jobs=jobs
     )
-    report_generator.post_report(print_retry_jobs_message=any(job.is_failed for job in jobs))
+    report_generator.post_report()
 
     if GitlabEnvVars().IDF_CI_IS_DEBUG_PIPELINE:
         print('Debug pipeline detected, exit non-zero to fail the pipeline in order to block merge')
diff --git a/tools/ci/dynamic_pipelines/templates/retry-jobs.png b/tools/ci/dynamic_pipelines/templates/retry-jobs.png
deleted file mode 100644
index a8a60112c0..0000000000
Binary files a/tools/ci/dynamic_pipelines/templates/retry-jobs.png and /dev/null differ