Root cause analysis and AI log summaries

Astro Observe provides root cause analysis (RCA) and AI-powered log summaries to help you quickly diagnose and resolve failures in your data pipelines.

Root cause analysis

For failure events, Observe detects the upstream root cause by scanning upstream dependencies and surfacing any anomalies or failures. Failure events also show downstream dependencies to help you understand the potential impact of the issue.

AI log summaries

For failed tasks and failure events depending on these tasks such as dag failures and data product SLAs, Observe can summarize the task failure logs into a human-readable description of the issue. AI log summaries are visible from the event timeline of a task failure, the event timeline of an SLA breach with a failed upstream task, and the event timeline tab in the lineage view.