How can I effectively monitor data pipelines?
To effectively monitor data pipelines, you should implement logging, set up alerts for failures, and use visualization tools.
What tools do you recommend for monitoring?
Some popular tools include Apache Airflow, Prometheus, and Grafana for visualization.
How do I set up alerts for data pipeline failures?
You can set up alerts using monitoring tools that support notifications via email, SMS, or integrations with services like Slack.
What metrics should I track in my data pipelines?
Key metrics include data latency, error rates, and throughput to ensure your pipelines are performing optimally.
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