What should you monitor after launching a media-generation application?

What should you monitor after launching a media-generation application?

A healthy web server does not guarantee that users can finish generation. Monitoring should follow the product’s critical outcomes.

Measure the workflow

Track accepted jobs, completed results, failed stages, queue age, processing time, retries, and artifact-delivery failures. Distinguish provider outages from application errors. Include connection failures for external publishing separately from render failures. Use job and attempt identifiers to connect symptoms to diagnostics.

Choose actionable alerts

Alert on conditions that require a response, such as jobs stuck beyond expected bounds or a sustained rise in failures. Establish baselines with representative traffic before treating every variation as an incident. Review cost per usable result and resource limits as demand changes. Protect private content in logs and define access and retention. Monitoring should help someone decide what to investigate next, not merely produce a large dashboard.