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DriftWatch

Slack

VincentCotella/DriftWatch

Slack Integration¶

Get notified in Slack when drift is detected.

Installation¶

pip install driftwatch[alerting]

Setup¶

1. Create Slack Webhook¶

Go to Slack API
Create new app
Enable "Incoming Webhooks"
Add webhook to workspace
Copy webhook URL

2. Configure Alerter¶

from driftwatch.integrations.alerting import SlackAlerter

alerter = SlackAlerter(
    webhook_url="https://hooks.slack.com/services/YOUR/WEBHOOK/URL",
    throttle_minutes=60  # Max 1 alert per hour
)

Usage¶

from driftwatch import Monitor

monitor = Monitor(reference_data=train_df)
report = monitor.check(prod_df)

if report.has_drift():
    alerter.send(report)

Advanced Configuration¶

Custom Messages¶

alerter.send(
    report,
    custom_message="🚨 Production Model Alert - Immediate Action Required"
)

Mention Users¶

alerter = SlackAlerter(
    webhook_url="...",
    mention_user="U123ABC"  # Slack user ID
)

Channel Override¶

alerter = SlackAlerter(
    webhook_url="...",
    channel_override="#critical-alerts"
)

See Also¶