How should I handle a 429 error?

Use backoff, queues, and concurrency controls.

HTTP 429 usually indicates a rate, concurrency, or related resource limit. Reduce concurrency, queue work, and use exponential backoff when the live API permits retries.

Avoid unlimited retries, especially for billable generation tasks.