Examples

Common Patterns

• Creator app uploads -> process -> auto-download
• CMS batch pipeline with queue workers
• Live campaign builder with model switch per scene

Reference Stack

Operational Patterns

• Use queue-based orchestration for sustained throughput.
• Separate latency-sensitive traffic from bulk processing workloads.
• Centralize webhook/event consumption through one idempotent handler.
• Use dead-letter queue for repeated failures and manual replay.

Go-Live Checklist

1. Load test with realistic clip duration distribution.
2. Validate alerting for error rate, queue lag, and failed jobs.
3. Confirm credit accounting and billing UX alignment.
4. Prepare escalation template containing job_id + payload summary.

How to Choose an Example

When to Use Examples

Examples belongs to the Examples & Integrations section and covers reference architectures and practical implementation templates.

The page is written for developers and operators who need predictable video background removal behavior in production, not just a one-off demo request.

• Use this example when examples matches your deployment shape or automation pattern.
• Start with the reference flow, then replace storage, queue, and database pieces with your production stack.
• Keep one small fixture video for smoke tests and one difficult video for quality regression checks.

Implementation Notes

Before you promote this workflow, test it with at least one short clip, one longer clip, and one visually difficult clip from your actual product or customer segment.

For support and debugging, persist the original input reference, selected model, output format, credit usage, and final job status alongside your internal user or project id.

• Do not copy example credentials, callback URLs, or storage paths directly into production.
• Do not run high-volume jobs synchronously from user-facing request handlers.
• Do not skip observability; every example should emit enough state to replay or debug failed jobs.

Related Documentation

FAQ