Metaplane is a broad data observability platform that includes ML-based monitoring and anomaly detection. It also can handle automated end-to-end data observability, real-time schema change alerts and job monitoring with automated alerts for unusual runs. Metaplane can integrate with many tools in the modern data stack, and it's designed to be useful to teams of all sizes working to keep data quality high and collaboration high.
Another powerful option is Edge Delta, an automated observability platform that's strong at AI-assisted anomaly detection and assisted troubleshooting. It can handle petabyte-scale log search and offers flexible data ingest and routing pipelines. Edge Delta's interface is designed to be easy to use, and its architecture is designed to scale, so it's good for teams that need to monitor and troubleshoot without a lot of setup.
Logz.io combines open-source tools like OpenSearch and Prometheus for high-performance log analytics and centralized metrics monitoring. It also offers AI-powered features for anomaly detection and alert recommendations to help automate and speed up troubleshooting. Logz.io can be easily integrated with more than 300 cloud platforms and applications, making it a good fit for companies of any size.