rawwar commented on code in PR #44960:
URL: https://github.com/apache/airflow/pull/44960#discussion_r1890228496


##########
providers/src/airflow/providers/databricks/operators/databricks.py:
##########
@@ -1037,17 +1040,21 @@ def _get_hook(self, caller: str) -> DatabricksHook:
             caller=caller,
         )
 
-    def _get_databricks_task_id(self, task_id: str) -> str:
-        """Get the databricks task ID using dag_id and task_id. Removes 
illegal characters."""
-        task_id = f"{self.dag_id}__{task_id.replace('.', '__')}"
-        if len(task_id) > 100:
-            self.log.warning(
-                "The generated task_key '%s' exceeds 100 characters and will 
be truncated by the Databricks API. "
-                "This will cause failure when trying to monitor the task. 
task_key is generated by ",
-                "concatenating dag_id and task_id.",
-                task_id,
+    @cached_property
+    def databricks_task_key(self) -> str:
+        return self._generate_databricks_task_key()
+
+    def _generate_databricks_task_key(self, task_id: str | None = None) -> str:
+        """Create a databricks task key using the hash of dag_id and 
task_id."""
+        if not self._databricks_task_key or len(self._databricks_task_key) > 
100:
+            self.log.info(
+                "databricks_task_key has not be provided or the provided one 
exceeds 100 characters and will be truncated by the Databricks API. This will 
cause failure when trying to monitor the task. A task_key will be generated 
using the hash value of dag_id+task_id"
             )
-        return task_id
+            task_id = task_id or self.task_id
+            task_key = f"{self.dag_id}__{task_id}".encode()
+            self._databricks_task_key = hashlib.md5(task_key).hexdigest()
+            self.log.info("Generated databricks task_key: %s", 
self._databricks_task_key)
+        return self._databricks_task_key

Review Comment:
   Do we need `_generate_databricks_task_key` separately? `databricks_task_key` 
can have the implementation and can be reused in the rest of the code



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