diff --git a/daft/io/_delta_lake.py b/daft/io/_delta_lake.py
index 6bf8e764f4..b29c5cfc5c 100644
--- a/daft/io/_delta_lake.py
+++ b/daft/io/_delta_lake.py
@@ -72,7 +72,13 @@ def read_delta_lake(
                 aws_secret_access_key=s3_config.access_key,
                 aws_session_token=s3_config.session_token,
             )
-            glue_table = glue.get_table(DatabaseName=table.database_name, Name=table.table_name)
+            if table.catalog_id is not None:
+                # All cross account access, table.catalog_id should be the target account id
+                glue_table = glue.get_table(CatalogId=table.catalog_id, DatabaseName=table.database_name,
+                                            Name=table.table_name)
+            else:
+                glue_table = glue.get_table(DatabaseName=table.database_name, Name=table.table_name)
+
             # TODO(Clark): Fetch more than just the table URI from Glue Data Catalog.
             table_uri = glue_table["Table"]["StorageDescriptor"]["Location"]
         elif table.catalog == DataCatalogType.UNITY: