Panther medium experimental python
Databricks Data Downloads From Control Plane
Detects high volume data downloads from the control plane which may indicate data exfiltration. Monitors download actions including query results, notebooks, and models.
Detection Logic
from panther_databricks_helpers import DOWNLOAD_ACTIONS, databricks_alert_context
def rule(event):
action = event.get("actionName")
if action not in DOWNLOAD_ACTIONS:
return False
# Exclude source exports
if action == "workspaceExport":
export_format = event.deep_get("requestParams", "workspaceExportFormat")
if export_format == "SOURCE":
return False
# Exclude arrows format
if action == "downloadQueryResult":
file_type = event.deep_get("requestParams", "fileType")
if file_type == "arrows":
return False
return True
def dedup(event):
user = event.deep_get("userIdentity", "email", default="unknown")
return f"data_download_{user}"
def title(event):
user = event.deep_get("userIdentity", "email", default="Unknown User")
action = event.get("actionName", "download")
return f"High volume data downloads by {user} ({action})"
def alert_context(event):
return databricks_alert_context(event) Field Validations
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