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arq only auto-retries a job on its own Retry exception (or CancelledError) -- never on an arbitrary exception a task raises. _run_ingestion caught failures, recorded them via mark_job_failed (which sets ingestion_jobs.status to "retrying" when attempts hasn't hit max_attempts), and then just re-raised the original exception -- which arq treats as a terminal failure. The DB said "retrying" forever; nothing ever put the job back on the queue. Confirmed live: cascading Better Call Saul's 6 seasons hit the get_or_create race fixed in the previous commit on 4 of them, and the worker's own shutdown summary showed "4 failed, 0 retries" -- every one of those was permanently lost despite max_attempts=5 suggesting otherwise. _run_ingestion now raises arq.Retry (capped exponential backoff) when mark_job_failed left the job in RETRYING state, so arq actually requeues it; only once attempts are exhausted does the original exception propagate as a genuine terminal failure. Co-Authored-By: Claude Sonnet 5 <[email protected]>