Modern teams often need to generate video as part of a larger workflow.
An API-native architecture typically includes:
- A request service that validates and queues generation jobs.
- Webhook handling for completion and failure events.
- A media pipeline that stores and distributes rendered assets.
The critical design decision is idempotency.
Use stable request IDs so retries never create duplicate renders.