diff --git a/airflow/providers/apache/druid/hooks/druid.py b/airflow/providers/apache/druid/hooks/druid.py
index 7708684e60cf5..fb219fdebe25e 100644
--- a/airflow/providers/apache/druid/hooks/druid.py
+++ b/airflow/providers/apache/druid/hooks/druid.py
@@ -156,6 +156,10 @@ class DruidDbApiHook(DbApiHook):
 
     This hook is purely for users to query druid broker.
     For ingestion, please use druidHook.
+
+    :param context: Optional query context parameters to pass to the SQL endpoint.
+        Example: ``{"sqlFinalizeOuterSketches": True}``
+        See: https://druid.apache.org/docs/latest/querying/sql-query-context/
     """
 
     conn_name_attr = "druid_broker_conn_id"
@@ -164,6 +168,10 @@ class DruidDbApiHook(DbApiHook):
     hook_name = "Druid"
     supports_autocommit = False
 
+    def __init__(self, context: dict | None = None, *args, **kwargs) -> None:
+        super().__init__(*args, **kwargs)
+        self.context = context or {}
+
     def get_conn(self) -> connect:
         """Establish a connection to druid broker."""
         conn = self.get_connection(getattr(self, self.conn_name_attr))
@@ -174,6 +182,7 @@ def get_conn(self) -> connect:
             scheme=conn.extra_dejson.get("schema", "http"),
             user=conn.login,
             password=conn.password,
+            context=self.context,
         )
         self.log.info("Get the connection to druid broker on %s using user %s", conn.host, conn.login)
         return druid_broker_conn
diff --git a/tests/providers/apache/druid/hooks/test_druid.py b/tests/providers/apache/druid/hooks/test_druid.py
index 38f26f06cc380..04e68f765af7d 100644
--- a/tests/providers/apache/druid/hooks/test_druid.py
+++ b/tests/providers/apache/druid/hooks/test_druid.py
@@ -233,6 +233,38 @@ def get_connection(self, conn_id):
 
         self.db_hook = TestDruidDBApiHook
 
+    @patch("airflow.providers.apache.druid.hooks.druid.DruidDbApiHook.get_connection")
+    @patch("airflow.providers.apache.druid.hooks.druid.connect")
+    @pytest.mark.parametrize(
+        ("specified_context", "passed_context"),
+        [
+            (None, {}),
+            ({"query_origin": "airflow"}, {"query_origin": "airflow"}),
+        ],
+    )
+    def test_get_conn_with_context(
+        self, mock_connect, mock_get_connection, specified_context, passed_context
+    ):
+        get_conn_value = MagicMock()
+        get_conn_value.host = "test_host"
+        get_conn_value.conn_type = "https"
+        get_conn_value.login = "test_login"
+        get_conn_value.password = "test_password"
+        get_conn_value.port = 10000
+        get_conn_value.extra_dejson = {"endpoint": "/test/endpoint", "schema": "https"}
+        mock_get_connection.return_value = get_conn_value
+        hook = DruidDbApiHook(context=specified_context)
+        hook.get_conn()
+        mock_connect.assert_called_with(
+            host="test_host",
+            port=10000,
+            path="/test/endpoint",
+            scheme="https",
+            user="test_login",
+            password="test_password",
+            context=passed_context,
+        )
+
     def test_get_uri(self):
         db_hook = self.db_hook()
         assert "druid://host:1000/druid/v2/sql" == db_hook.get_uri()