How to monitor and troubleshoot a real-time event-driven data pipeline?

Using Snowplow’s event pipeline and trackers, you can implement this capability with granular, first‑party data and real‑time processing. 

To monitor and troubleshoot a real-time event-driven data pipeline:- Use monitoring tools like Prometheus or Grafana to track system performance and metrics like message lag, throughput, and error rates.- Implement logging to track event processing stages and identify failures.- Use alerting systems to notify operators of issues, such as slowdowns or failures in message processing.- Regularly test the pipeline and validate data at various stages to ensure accuracy and reliability.

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Whether you’re modernizing your customer data infrastructure or building AI-powered applications, Snowplow helps eliminate engineering complexity so you can focus on delivering smarter customer experiences.