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databricks-webhooks-events Configure Databricks job notifications, webhooks, and event handling.
Use when setting up Slack/Teams notifications, configuring alerts,
or integrating Databricks events with external systems.
Trigger with phrases like "databricks webhook", "databricks notifications",
"databricks alerts", "job failure notification", "databricks slack".
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name databricks-webhooks-events description Configure Databricks job notifications, webhooks, and event handling.
Use when setting up Slack/Teams notifications, configuring alerts,
or integrating Databricks events with external systems.
Trigger with phrases like "databricks webhook", "databricks notifications",
"databricks alerts", "job failure notification", "databricks slack".
allowed-tools Read, Write, Edit, Bash(databricks:*) version 1.0.0 license MIT author Jeremy Longshore <jeremy@intentsolutions.io> compatible-with claude-code, codex, openclaw tags ["saas","databricks","webhooks"]
Databricks Webhooks & Events
Overview
Configure notifications and event-driven workflows for Databricks jobs. Covers notification destinations (Slack, Teams, PagerDuty, email, generic webhooks), job lifecycle events, SQL alerts with automated triggers, and system table queries for event auditing.
Prerequisites
Databricks workspace admin access (for notification destinations)
Webhook endpoint URL (Slack incoming webhook, Teams connector, etc.)
Job permissions for notification configuration
Instructions
Step 1: Create Notification Destinations
from databricks.sdk import WorkspaceClient
from databricks.sdk.service.settings import (
CreateNotificationDestinationRequest,
SlackConfig, EmailConfig, GenericWebhookConfig,
)
w = WorkspaceClient()
slack = w.notification_destinations.create(
display_name="Engineering Slack" ,
config=SlackConfig(url="https://hooks.slack.com/services/T00/B00/xxxx" ),
)
email = w.notification_destinations.create(
display_name="Oncall Email" ,
config=EmailConfig(addresses=["oncall@company.com" , "data-team@company.com" ]),
)
pagerduty = w.notification_destinations.create(
display_name="PagerDuty" ,
config=GenericWebhookConfig(
url="https://events.pagerduty.com/integration/YOUR_KEY/enqueue" ,
),
)
print (f"Slack: {slack.id } , Email: {email.id } , PD: {pagerduty.id } " )
Step 2: Attach Notifications to Jobs
from databricks.sdk.service.jobs import (
JobEmailNotifications, WebhookNotifications, Webhook,
)
w.jobs.update(
job_id=123 ,
new_settings={
"email_notifications"
"team@company.com"
"team@company.com"
"oncall@company.com"
"team@company.com"
True
"webhook_notifications"
id
id
id
id
id
id
id
id
Or declaratively in Asset Bundles:
resources:
jobs:
daily_etl:
email_notifications:
on_failure: ["oncall@company.com" ]
webhook_notifications:
on_failure:
- id: "<notification-destination-id>"
Step 3: Build Custom Webhook Handler Receive Databricks job events at your own endpoint.
from fastapi import FastAPI, Request
import httpx
app = FastAPI()
@app.post("/databricks/webhook"
async def handle_event (request: Request ):
payload = await request.json()
event_type = payload.get("event_type" )
run_id = payload.get("run" , {}).get("run_id" )
job_name = payload.get("job" , {}).get("name" )
result = payload.get("run" , {}).get("result_state" )
error_msg = payload.get("run" , {}).get("state_message" , "" )
if result == "FAILED" :
await httpx.AsyncClient().post(
"https://events.pagerduty.com/v2/enqueue" ,
json={
"routing_key" : "YOUR_INTEGRATION_KEY" ,
"event_action" : "trigger" ,
"payload" : {
"summary" : f"Databricks job failed: {job_name} " ,
"severity" : "critical" ,
"source" : f"databricks-run-{run_id} " ,
"custom_details" : {"error" : error_msg, "run_id" : run_id},
},
},
)
return {"status" : "ok" }
Step 4: Monitor Events via System Tables Query system.access.audit for event monitoring without webhooks.
SELECT event_time, user_identity.email AS actor,
action_name, request_params.job_id, request_params.run_id,
response.status_code, response.error_message
FROM system.access.audit
WHERE service_name = 'jobs'
AND action_name IN ('runNow' , 'submitRun' , 'cancelRun' , 'repairRun' )
AND event_date >= current_date ()
AND event_time > current_timestamp () - INTERVAL 6 HOURS
ORDER BY event_time DESC ;
SELECT event_time, user_identity.email, action_name, request_params
FROM system.access.audit
WHERE action_name IN ('changeJobPermissions' , 'changeClusterPermissions' ,
'updatePermissions' , 'grantPermission' )
AND event_date >= current_date () - 7
ORDER BY event_time DESC ;
Step 5: SQL Alerts with Automated Triggers Create alerts that fire when query conditions are met.
SELECT COUNT (* ) AS failure_count,
COLLECT_LIST(DISTINCT job_name) AS failed_jobs
FROM (
SELECT j.name AS job_name
FROM system.lakeflow.job_run_timeline r
JOIN system.lakeflow.jobs j ON r.job_id = j.job_id
WHERE r.result_state = 'FAILED'
AND r.start_time > current_timestamp () - INTERVAL 1 HOUR
);
alert = w.alerts.create(
name="High Job Failure Rate" ,
query_id="<saved-query-id>" ,
options={"column" : "failure_count" , "op" : ">" , "value" : "3" },
rearm=900 ,
)
Step 6: Slack Message Formatter def format_slack_message (payload: dict ) -> dict :
"""Format Databricks job event as a rich Slack Block Kit message."""
run = payload.get("run" , {})
job = payload.get("job" , {})
status = run.get("result_state" , "UNKNOWN" )
emoji = {"SUCCESS" : ":white_check_mark:" , "FAILED" : ":x:" , "TIMED_OUT" : ":hourglass:" }.get(status, ":question:" )
duration_sec = run.get("execution_duration" , 0 ) // 1000
return {
"blocks" : [
{"type" : "header" , "text" : {"type" : "plain_text" , "text" : f"{emoji} {job.get('name' , 'Unknown' )} " }},
{"type" : "section" , "fields" : [
{"type" : "mrkdwn" , "text" : f"*Status:* {status} " },
{"type" : "mrkdwn" , "text" : f"*Run ID:* {run.get('run_id' )} " },
{"type" : "mrkdwn" , "text" : f"*Duration:* {duration_sec} s" },
{"type" : "mrkdwn" , "text" : f"*Error:* {run.get('state_message' , 'none' )[:200 ]} " },
]},
]
}
Output
Notification destinations registered (Slack, email, PagerDuty)
Job lifecycle notifications (on_start, on_success, on_failure)
Custom webhook handler for advanced routing
System table queries for event auditing
SQL alerts with automated triggers and destinations
Error Handling Error Cause Solution RESOURCE_DOES_NOT_EXIST for destinationDestination deleted or wrong workspace w.notification_destinations.list() to verifyWebhook not triggered URL unreachable from Databricks network Check firewall; Databricks needs outbound access to webhook URL Duplicate notifications Same destination on job AND task level Configure at job level only Alert never fires Query returns 0 rows or wrong column Test query in SQL Editor first System tables empty Unity Catalog not enabled Enable system tables in Account Console
Examples
List All Notification Destinations databricks notification-destinations list --output json | \
jq '.[] | {name: .display_name, type: .destination_type, id: .id}'
Resources
Next Steps For performance tuning, see databricks-performance-tuning.
