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Tools for monitoring data infrastructure, pipelines, and system health.
Monitoring and observability tools provide visibility into the health, performance, and reliability of data infrastructure and pipelines. These tools collect metrics, logs, and traces from databases, stream processors, orchestrators, and other components of the data stack, enabling data engineers to detect issues, diagnose problems, and optimize performance. Effective monitoring is critical for maintaining SLAs, reducing downtime, and ensuring data pipelines deliver fresh, accurate data to downstream consumers.
Open-Source Monitoring System
An open-source systems monitoring and alerting toolkit with a powerful multi-dimensional data model and flexible query language (PromQL). Prometheus is the standard for monitoring cloud-native and Kubernetes-based data infrastructure.
Observability & Dashboarding Platform
An open-source analytics and interactive visualization platform. Grafana connects to dozens of data sources including Prometheus, InfluxDB, and Elasticsearch to create rich monitoring dashboards for data infrastructure and pipeline health.