diff --git a/airflow-core/src/airflow/utils/log/file_processor_handler.py b/airflow-core/src/airflow/utils/log/file_processor_handler.py
index 2ef63d55c9c97..82c671feddb8d 100644
--- a/airflow-core/src/airflow/utils/log/file_processor_handler.py
+++ b/airflow-core/src/airflow/utils/log/file_processor_handler.py
@@ -46,7 +46,7 @@ def __init__(self, base_log_folder, filename_template):
         super().__init__()
         self.handler = None
         self.base_log_folder = base_log_folder
-        self.dag_dir = os.path.expanduser(settings.DAGS_FOLDER)
+        self.dag_dir = str(Path(settings.DAGS_FOLDER).expanduser())
         self.filename_template, self.filename_jinja_template = parse_template_string(filename_template)
 
         self._cur_date = datetime.today()
@@ -94,9 +94,9 @@ def _render_filename(self, filename):
 
         airflow_directory = airflow.__path__[0]
         if filename.startswith(airflow_directory):
-            filename = os.path.join("native_dags", os.path.relpath(filename, airflow_directory))
+            filename = str(Path("native_dags") / Path(filename).relative_to(airflow_directory))
         else:
-            filename = os.path.relpath(filename, self.dag_dir)
+            filename = str(Path(filename).relative_to(self.dag_dir))
         ctx = {"filename": filename}
 
         if self.filename_jinja_template:
@@ -105,7 +105,7 @@ def _render_filename(self, filename):
         return self.filename_template.format(filename=ctx["filename"])
 
     def _get_log_directory(self):
-        return os.path.join(self.base_log_folder, timezone.utcnow().strftime("%Y-%m-%d"))
+        return str(Path(self.base_log_folder) / timezone.utcnow().strftime("%Y-%m-%d"))
 
     def _symlink_latest_log_directory(self):
         """
@@ -115,17 +115,17 @@ def _symlink_latest_log_directory(self):
 
         :return: None
         """
-        log_directory = self._get_log_directory()
-        latest_log_directory_path = os.path.join(self.base_log_folder, "latest")
-        if os.path.isdir(log_directory):
-            rel_link_target = Path(log_directory).relative_to(Path(latest_log_directory_path).parent)
+        log_directory = Path(self._get_log_directory())
+        latest_log_directory_path = Path(self.base_log_folder) / "latest"
+        if log_directory.is_dir():
+            rel_link_target = log_directory.relative_to(latest_log_directory_path.parent)
             try:
                 # if symlink exists but is stale, update it
-                if os.path.islink(latest_log_directory_path):
-                    if os.path.realpath(latest_log_directory_path) != log_directory:
+                if latest_log_directory_path.is_symlink():
+                    if latest_log_directory_path.resolve() != log_directory.resolve():
                         os.unlink(latest_log_directory_path)
                         os.symlink(rel_link_target, latest_log_directory_path)
-                elif os.path.isdir(latest_log_directory_path) or os.path.isfile(latest_log_directory_path):
+                elif latest_log_directory_path.is_dir() or latest_log_directory_path.is_file():
                     logger.warning(
                         "%s already exists as a dir/file. Skip creating symlink.", latest_log_directory_path
                     )
@@ -141,13 +141,13 @@ def _init_file(self, filename):
         :param filename: task instance object
         :return: relative log path of the given task instance
         """
-        relative_log_file_path = os.path.join(self._get_log_directory(), self._render_filename(filename))
-        log_file_path = os.path.abspath(relative_log_file_path)
-        directory = os.path.dirname(log_file_path)
+        relative_log_file_path = Path(self._get_log_directory()) / self._render_filename(filename)
+        log_file_path = relative_log_file_path.absolute()
+        directory = log_file_path.parent
 
-        Path(directory).mkdir(parents=True, exist_ok=True)
+        directory.mkdir(parents=True, exist_ok=True)
 
-        if not os.path.exists(log_file_path):
+        if not log_file_path.exists():
             open(log_file_path, "a").close()
 
-        return log_file_path
+        return str(log_file_path)