Question: I'm looking for a tool that provides automated end-to-end data observability and alerts me to potential problems.

If you need a tool that offers automated end-to-end data observability and that will alert you if there's a problem, Metaplane is a top contender. It offers automated end-to-end data observability, including ML-based monitoring, anomaly detection, real-time schema change alerts, and job monitoring with automatic alerts for unusual runs. Through integration with many tools in the modern data stack, Metaplane empowers teams of any size to quickly identify and resolve data issues, build data trust, and collaborate more effectively.

Another contender is Edge Delta, an automated observability platform that monitors services, spots anomalies and leads you to the root cause with AI-powered analysis of petabytes of data. Features include automated real-time insights, AI/ML anomaly detection and assisted troubleshooting. Edge Delta also offers a simple interface for configuring agents and monitoring agent health, making it a good option for teams that want automated observability without a lot of setup.

For those who want to save money and respond to incidents faster, Observo is an AI-powered observability solution that automates observability pipelines. It includes data optimization, anomaly detection, smart routing and a searchable low-cost data lake, supporting more than 50 sources and destinations. Observo is good for security and DevOps teams that are overwhelmed by telemetry data and struggling with bad data practices, offering automation, cost savings and faster incident resolution.