diff --git a/tests/ci/build_download_helper.py b/tests/ci/build_download_helper.py
index 036d3548eb9..0532d618802 100644
--- a/tests/ci/build_download_helper.py
+++ b/tests/ci/build_download_helper.py
@@ -15,6 +15,8 @@ from ci_config import CI_CONFIG
 
 DOWNLOAD_RETRIES_COUNT = 5
 
+logger = logging.getLogger(__name__)
+
 
 class DownloadException(Exception):
     pass
@@ -30,7 +32,7 @@ def get_with_retries(
     sleep: int = 3,
     **kwargs: Any,
 ) -> requests.Response:
-    logging.info(
+    logger.info(
         "Getting URL with %i tries and sleep %i in between: %s", retries, sleep, url
     )
     exc = Exception("A placeholder to satisfy typing and avoid nesting")
@@ -42,7 +44,7 @@ def get_with_retries(
             return response
         except Exception as e:
             if i + 1 < retries:
-                logging.info("Exception '%s' while getting, retry %i", e, i + 1)
+                logger.info("Exception '%s' while getting, retry %i", e, i + 1)
                 time.sleep(sleep)
 
             exc = e
@@ -96,7 +98,7 @@ def get_gh_api(
             )
             try_auth = e.response.status_code == 404
             if (ratelimit_exceeded or try_auth) and not token_is_set:
-                logging.warning(
+                logger.warning(
                     "Received rate limit exception, setting the auth header and retry"
                 )
                 set_auth_header()
@@ -107,7 +109,7 @@ def get_gh_api(
             exc = e
 
         if try_cnt < retries:
-            logging.info("Exception '%s' while getting, retry %i", exc, try_cnt)
+            logger.info("Exception '%s' while getting, retry %i", exc, try_cnt)
             time.sleep(sleep)
 
     raise APIException(f"Unable to request data from GH API: {url}") from exc
@@ -121,25 +123,25 @@ def read_build_urls(build_name: str, reports_path: Union[Path, str]) -> List[str
     for root, _, files in os.walk(reports_path):
         for file in files:
             if file.endswith(f"_{build_name}.json"):
-                logging.info("Found build report json %s for %s", file, build_name)
+                logger.info("Found build report json %s for %s", file, build_name)
                 with open(
                     os.path.join(root, file), "r", encoding="utf-8"
                 ) as file_handler:
                     build_report = json.load(file_handler)
                     return build_report["build_urls"]  # type: ignore
 
-    logging.info("A build report is not found for %s", build_name)
+    logger.info("A build report is not found for %s", build_name)
     return []
 
 
 def download_build_with_progress(url: str, path: Path) -> None:
-    logging.info("Downloading from %s to temp path %s", url, path)
+    logger.info("Downloading from %s to temp path %s", url, path)
     for i in range(DOWNLOAD_RETRIES_COUNT):
         try:
             response = get_with_retries(url, retries=1, stream=True)
             total_length = int(response.headers.get("content-length", 0))
             if path.is_file() and total_length and path.stat().st_size == total_length:
-                logging.info(
+                logger.info(
                     "The file %s already exists and have a proper size %s",
                     path,
                     total_length,
@@ -148,14 +150,14 @@ def download_build_with_progress(url: str, path: Path) -> None:
 
             with open(path, "wb") as f:
                 if total_length == 0:
-                    logging.info(
+                    logger.info(
                         "No content-length, will download file without progress"
                     )
                     f.write(response.content)
                 else:
                     dl = 0
 
-                    logging.info("Content length is %ld bytes", total_length)
+                    logger.info("Content length is %ld bytes", total_length)
                     for data in response.iter_content(chunk_size=4096):
                         dl += len(data)
                         f.write(data)
@@ -170,8 +172,8 @@ def download_build_with_progress(url: str, path: Path) -> None:
         except Exception as e:
             if sys.stdout.isatty():
                 sys.stdout.write("\n")
-            if os.path.exists(path):
-                os.remove(path)
+            if path.exists():
+                path.unlink()
 
             if i + 1 < DOWNLOAD_RETRIES_COUNT:
                 time.sleep(3)
@@ -182,7 +184,7 @@ def download_build_with_progress(url: str, path: Path) -> None:
 
     if sys.stdout.isatty():
         sys.stdout.write("\n")
-    logging.info("Downloading finished")
+    logger.info("Downloading finished")
 
 
 def download_builds(
@@ -191,7 +193,7 @@ def download_builds(
     for url in build_urls:
         if filter_fn(url):
             fname = os.path.basename(url.replace("%2B", "+").replace("%20", " "))
-            logging.info("Will download %s to %s", fname, result_path)
+            logger.info("Will download %s to %s", fname, result_path)
             download_build_with_progress(url, result_path / fname)
 
 
@@ -203,7 +205,7 @@ def download_builds_filter(
 ) -> None:
     build_name = get_build_name_for_check(check_name)
     urls = read_build_urls(build_name, reports_path)
-    logging.info("The build report for %s contains the next URLs: %s", build_name, urls)
+    logger.info("The build report for %s contains the next URLs: %s", build_name, urls)
 
     if not urls:
         raise DownloadException("No build URLs found")
@@ -240,7 +242,7 @@ def get_clickhouse_binary_url(
 ) -> Optional[str]:
     build_name = get_build_name_for_check(check_name)
     urls = read_build_urls(build_name, reports_path)
-    logging.info("The build report for %s contains the next URLs: %s", build_name, urls)
+    logger.info("The build report for %s contains the next URLs: %s", build_name, urls)
     for url in urls:
         check_url = url
         if "?" in check_url: