stankiewicz commented on code in PR #34135:
URL: https://github.com/apache/beam/pull/34135#discussion_r1979329394


##########
sdks/python/apache_beam/io/gcp/bigquery_tools.py:
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@@ -386,8 +390,28 @@ def __init__(self, client=None, temp_dataset_id=None, 
temp_table_ref=None):
       self._temporary_table_suffix = uuid.uuid4().hex
       self.temp_dataset_id = temp_dataset_id or self._get_temp_dataset()
 
+    # Initialize table definition cache with default TTL of 1 hour
+    # Cache entries are invalidated after TTL expires to ensure fresh metadata
+    self._table_cache = {}

Review Comment:
   see cachetools as example



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