The gap between task queues and durable execution, and what fills it in 2026 Most Python applications reach for Celery when they need background processing. It is a reasonable default. It is mature, well-documented, and the operational model is familiar to almost every backend engineer in the ecosystem. The problem surfaces later, usually in production, usually at an inconvenient time. You have a