I've been building BatchEdits — a tool that lets content creators upload 50 videos at once and get them back edited simultaneously with silence removed, captions added, and cropped for every platform.

The hardest engineering problem was making 50 videos process truly in parallel without the server falling over.

Here's exactly how I built it.

The Problem With Sequential Processing

The naive approach is obvious: