diff --git a/redash/query_runner/athena.py b/redash/query_runner/athena.py
index acde734f02..0d70a2a0e3 100644
--- a/redash/query_runner/athena.py
+++ b/redash/query_runner/athena.py
@@ -76,6 +76,10 @@ def configuration_schema(cls):
                     "default": "default",
                 },
                 "glue": {"type": "boolean", "title": "Use Glue Data Catalog"},
+                "catalog_ids": {
+                    "type": "string",
+                    "title": "Enter Glue Data Catalog IDs, separated by commas (leave blank for default catalog)",
+                },
                 "work_group": {
                     "type": "string",
                     "title": "Athena Work Group",
@@ -88,7 +92,7 @@ def configuration_schema(cls):
                 },
             },
             "required": ["region", "s3_staging_dir"],
-            "extra_options": ["glue", "cost_per_tb"],
+            "extra_options": ["glue", "catalog_ids", "cost_per_tb"],
             "order": [
                 "region",
                 "s3_staging_dir",
@@ -172,16 +176,23 @@ def _get_iam_credentials(self, user=None):
                 "region_name": self.configuration["region"],
             }
 
-    def __get_schema_from_glue(self):
+    def __get_schema_from_glue(self, catalog_id=""):
         client = boto3.client("glue", **self._get_iam_credentials())
         schema = {}
 
         database_paginator = client.get_paginator("get_databases")
         table_paginator = client.get_paginator("get_tables")
 
-        for databases in database_paginator.paginate():
+        databases_iterator = database_paginator.paginate(
+            **({"CatalogId": catalog_id} if catalog_id != "" else {}),
+        )
+
+        for databases in databases_iterator:
             for database in databases["DatabaseList"]:
-                iterator = table_paginator.paginate(DatabaseName=database["Name"])
+                iterator = table_paginator.paginate(
+                    DatabaseName=database["Name"],
+                    **({"CatalogId": catalog_id} if catalog_id != "" else {}),
+                )
                 for table in iterator.search("TableList[]"):
                     table_name = "%s.%s" % (database["Name"], table["Name"])
                     if "StorageDescriptor" not in table:
@@ -196,7 +207,8 @@ def __get_schema_from_glue(self):
 
     def get_schema(self, get_stats=False):
         if self.configuration.get("glue", False):
-            return self.__get_schema_from_glue()
+            catalog_ids = [id.strip() for id in self.configuration.get("catalog_ids", "").split(",")]
+            return sum([self.__get_schema_from_glue(catalog_id) for catalog_id in catalog_ids], [])
 
         schema = {}
         query = """
diff --git a/tests/query_runner/test_athena.py b/tests/query_runner/test_athena.py
index 2ac4ee42fe..6cda21c03b 100644
--- a/tests/query_runner/test_athena.py
+++ b/tests/query_runner/test_athena.py
@@ -221,3 +221,97 @@ def test_no_storage_descriptor_table(self):
         )
         with self.stubber:
             assert query_runner.get_schema() == []
+
+    def test_multi_catalog_tables(self):
+        """Tables of multi-catalogs"""
+        query_runner = Athena({"glue": True, "region": "mars-east-1", "catalog_ids": "foo,bar"})
+
+        self.stubber.add_response("get_databases", {"DatabaseList": [{"Name": "test1"}]}, {"CatalogId": "foo"})
+        self.stubber.add_response(
+            "get_tables",
+            {
+                "TableList": [
+                    {
+                        "Name": "jdbc_table",
+                        "StorageDescriptor": {
+                            "Columns": [{"Name": "row_id", "Type": "int"}],
+                            "Location": "Database.Schema.Table",
+                            "Compressed": False,
+                            "NumberOfBuckets": -1,
+                            "SerdeInfo": {"Parameters": {}},
+                            "BucketColumns": [],
+                            "SortColumns": [],
+                            "Parameters": {
+                                "CrawlerSchemaDeserializerVersion": "1.0",
+                                "CrawlerSchemaSerializerVersion": "1.0",
+                                "UPDATED_BY_CRAWLER": "jdbc",
+                                "classification": "sqlserver",
+                                "compressionType": "none",
+                                "connectionName": "jdbctest",
+                                "typeOfData": "view",
+                            },
+                            "StoredAsSubDirectories": False,
+                        },
+                        "PartitionKeys": [],
+                        "TableType": "EXTERNAL_TABLE",
+                        "Parameters": {
+                            "CrawlerSchemaDeserializerVersion": "1.0",
+                            "CrawlerSchemaSerializerVersion": "1.0",
+                            "UPDATED_BY_CRAWLER": "jdbc",
+                            "classification": "sqlserver",
+                            "compressionType": "none",
+                            "connectionName": "jdbctest",
+                            "typeOfData": "view",
+                        },
+                    }
+                ]
+            },
+            {"CatalogId": "foo", "DatabaseName": "test1"},
+        )
+        self.stubber.add_response("get_databases", {"DatabaseList": [{"Name": "test2"}]}, {"CatalogId": "bar"})
+        self.stubber.add_response(
+            "get_tables",
+            {
+                "TableList": [
+                    {
+                        "Name": "jdbc_table",
+                        "StorageDescriptor": {
+                            "Columns": [{"Name": "row_id", "Type": "int"}],
+                            "Location": "Database.Schema.Table",
+                            "Compressed": False,
+                            "NumberOfBuckets": -1,
+                            "SerdeInfo": {"Parameters": {}},
+                            "BucketColumns": [],
+                            "SortColumns": [],
+                            "Parameters": {
+                                "CrawlerSchemaDeserializerVersion": "1.0",
+                                "CrawlerSchemaSerializerVersion": "1.0",
+                                "UPDATED_BY_CRAWLER": "jdbc",
+                                "classification": "sqlserver",
+                                "compressionType": "none",
+                                "connectionName": "jdbctest",
+                                "typeOfData": "view",
+                            },
+                            "StoredAsSubDirectories": False,
+                        },
+                        "PartitionKeys": [],
+                        "TableType": "EXTERNAL_TABLE",
+                        "Parameters": {
+                            "CrawlerSchemaDeserializerVersion": "1.0",
+                            "CrawlerSchemaSerializerVersion": "1.0",
+                            "UPDATED_BY_CRAWLER": "jdbc",
+                            "classification": "sqlserver",
+                            "compressionType": "none",
+                            "connectionName": "jdbctest",
+                            "typeOfData": "view",
+                        },
+                    }
+                ]
+            },
+            {"CatalogId": "bar", "DatabaseName": "test2"},
+        )
+        with self.stubber:
+            assert query_runner.get_schema() == [
+                {"columns": ["row_id"], "name": "test1.jdbc_table"},
+                {"columns": ["row_id"], "name": "test2.jdbc_table"},
+            ]