My end-to-end automated YouTube video factory

posted Originally published at www.linkedin.com 1 min read

I'm excited to share the MVP of my latest personal project: a fully end-to-end automated YouTube video factory. This system is designed to transform a simple text idea into a complete, published video, supporting both short-form (Shorts) and long-form content.

It orchestrates a suite of powerful APIs and tools to automate the entire workflow:

  • Scripting: OpenAI API (GPT)
  • Voiceover: ElevenLabs API for high-quality TTS
  • Visuals: Flexible image generation via Replicate (SDXL) or a cost-effective alternative using the Pixabay API
  • Subtitles: Precise, locally-run transcription with OpenAI Whisper
  • Music: Royalty-free background music sourced from the Jamendo API
  • Assembly: A robust, two-step FFmpeg process that ensures smooth, "judder-free" animations
  • Publishing: Direct upload to YouTube via the YouTube Data API v3

Beyond just connecting APIs, the focus was on building a resilient and developer-friendly system. This includes:

  • A comprehensive health_check.py script to validate the environment.
  • Automated pytest tests for key integrations like Pixabay and Jamendo to handle API errors gracefully.
  • A full scheduling system for macOS using launchd to automate future uploads.

This project was a deep dive into system architecture, complex automation pipelines, and solving low-level integration challenges.

You can see the system's architecture in these diagrams:

I'm always open to feedback and connecting with fellow developers!

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