diff --git a/tests/ci/pr_info.py b/tests/ci/pr_info.py
index 0de4ec89124..be15b0817bf 100644
--- a/tests/ci/pr_info.py
+++ b/tests/ci/pr_info.py
@@ -1,5 +1,6 @@
 #!/usr/bin/env python3
 import json
+import logging
 import os
 
 from unidiff import PatchSet  # type: ignore
@@ -98,12 +99,20 @@ class PRInfo:
         if "pull_request" in github_event:  # pull request and other similar events
             self.number = github_event["pull_request"]["number"]
             if pr_event_from_api:
-                response = get_with_retries(
-                    f"https://api.github.com/repos/{GITHUB_REPOSITORY}"
-                    f"/pulls/{self.number}",
-                    sleep=RETRY_SLEEP,
-                )
-                github_event["pull_request"] = response.json()
+                try:
+                    response = get_with_retries(
+                        f"https://api.github.com/repos/{GITHUB_REPOSITORY}"
+                        f"/pulls/{self.number}",
+                        sleep=RETRY_SLEEP,
+                    )
+                    github_event["pull_request"] = response.json()
+                except Exception as e:
+                    logging.warning(
+                        "Unable to get pull request event %s from API, "
+                        "fallback to received event. Exception: %s",
+                        self.number,
+                        e,
+                    )
 
             if "after" in github_event:
                 self.sha = github_event["after"]