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→ vs traditional task queues: No Redis or message broker to configure. No separate worker pool to deploy and scale. Works natively with your TypeScript codebase.
→ vs serverless functions: Not a separate deployment target. Tasks run with full access to your application context, types, and shared code.
→ vs running scripts in production: We handle container orchestration, dependency management, and dev/prod parity automatically.
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Check out our practical guides in our docs:
- Web scraping with Crawl4AI + Playwright
- Image processing with Pillow → S3
- PDF form extraction with PyMuPDF
- Doc conversion with Microsoft's MarkItDown
All TypeScript orchestration with Python execution.
trigger.dev/docs/guides/
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