diff --git a/dvc/logger.py b/dvc/logger.py
index e9b8f9c6af..3afb0f647b 100644
--- a/dvc/logger.py
+++ b/dvc/logger.py
@@ -1,6 +1,6 @@
 """Manages logging configuration for dvc repo."""
 
-import io
+import traceback
 import logging.config
 import logging.handlers
 
@@ -101,26 +101,15 @@ def _description(self, message, exception):
         return description.format(message=message, exception=exception)
 
     def _walk_exc(self, exc_info):
-        import traceback
-
-        buffer = io.StringIO()
-
-        traceback.print_exception(*exc_info, file=buffer)
-
         exc = exc_info[1]
-        tb = buffer.getvalue()
 
         exc_list = [str(exc)]
-        tb_list = [tb]
 
-        # NOTE: parsing chained exceptions. See dvc/exceptions.py for more info
         while hasattr(exc, "__cause__") and exc.__cause__:
             exc_list.append(str(exc.__cause__))
-            if hasattr(exc, "cause_tb") and exc.cause_tb:
-                tb_list.insert(0, str(exc.cause_tb))
             exc = exc.__cause__
 
-        return exc_list, tb_list
+        return exc_list
 
     def _parse_exc(self, record):
         tb_only = getattr(record, "tb_only", False)
@@ -128,7 +117,8 @@ def _parse_exc(self, record):
         if not record.exc_info:
             return (None, "")
 
-        exc_list, tb_list = self._walk_exc(record.exc_info)
+        exc_list = self._walk_exc(record.exc_info)
+        tb = traceback.format_exception(*record.exc_info)
 
         exception = None if tb_only else ": ".join(exc_list)
 
@@ -139,7 +129,7 @@ def _parse_exc(self, record):
                 red=colorama.Fore.RED,
                 nc=colorama.Fore.RESET,
                 line="-" * 60,
-                stack_trace="\n".join(tb_list),
+                stack_trace="".join(tb),
             )
         else:
             stack_trace = ""