Convalesce is a data infrastructure incident investigation and remediation platform that helps teams understand failed data pipeline runs. It captures run errors, task states, retries, and execution metadata, then combines them with data lineage, schema information, and telemetry to identify possible causes and downstream impact. AI agents analyze the incident context and provide evidence-backed fix suggestions that engineers can review, or apply when configured. Convalesce integrates with Airflow, Snowflake, dbt, OpenLineage, and OpenTelemetry. It reads data structure and operational metadata, such as schemas, types, row counts, and lineage, rather than table rows, helping data teams troubleshoot pipeline failures without copying their entire data environment.

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