diff --git a/metadata-ingestion/src/datahub/ingestion/source/delta_lake/delta_lake_utils.py b/metadata-ingestion/src/datahub/ingestion/source/delta_lake/delta_lake_utils.py
index 15b1c9006f..071dacae4a 100644
--- a/metadata-ingestion/src/datahub/ingestion/source/delta_lake/delta_lake_utils.py
+++ b/metadata-ingestion/src/datahub/ingestion/source/delta_lake/delta_lake_utils.py
@@ -6,15 +6,12 @@ from deltalake import DeltaTable
 try:
     from deltalake.exceptions import TableNotFoundError
 
-    DELTALAKE_VERSION_GTE_0_10_0 = True
-
-
+    _MUST_CHECK_TABLE_NOT_FOUND_MESSAGE = False
 except ImportError:
-    # For deltalake < 0.10.0
-    from deltalake import PyDeltaTableError  # type: ignore[attr-defined]
-
-    DELTALAKE_VERSION_GTE_0_10_0 = False
+    # For deltalake < 0.10.0.
+    from deltalake import PyDeltaTableError as TableNotFoundError  # type: ignore
 
+    _MUST_CHECK_TABLE_NOT_FOUND_MESSAGE = True
 
 from datahub.ingestion.source.delta_lake.config import DeltaLakeSourceConfig
 
@@ -33,15 +30,15 @@ def read_delta_table(
             storage_options=opts,
             without_files=not delta_lake_config.require_files,
         )
-    except Exception as e:
-        if (DELTALAKE_VERSION_GTE_0_10_0 and isinstance(e, TableNotFoundError)) or (
-            not DELTALAKE_VERSION_GTE_0_10_0
-            and isinstance(e, PyDeltaTableError)
-            and "Not a Delta table" in str(e)
-        ):
-            pass
-        else:
+    except TableNotFoundError as e:
+        # For deltalake < 0.10.0, we need to check the error message to make sure
+        # that this is a table not found error. Newer versions have a dedicated
+        # exception class for this.
+        if _MUST_CHECK_TABLE_NOT_FOUND_MESSAGE and "Not a Delta table" not in str(e):
             raise e
+        else:
+            # Otherwise, the table was genuinely not found and we return None.
+            pass
     return None