An automation pipeline built on cron jobs, Celery workers and async queues that pulled beats from cloud storage (one folder per producer), rendered video from them with FFmpeg, produced short-form cuts, and auto-uploaded to Beatstars, YouTube, Instagram and TikTok on daily and weekly formats. The build was finished; it never went into use, because the business partners left before launch.