How SimpleDub Processes 1 Million Videos

At SimpleDub, we’ve built an infrastructure capable of processing over a million videos per month. Here’s how we do it.

The Challenge

Video processing is computationally intensive. Each video requires:

Audio extraction and analysis
Speech recognition
Translation to multiple languages
Voice synthesis
Lip-sync adjustment
Final rendering

Multiply this by millions of videos, and you need serious infrastructure.

Our Architecture

Distributed Processing

We use a microservices architecture with horizontally scalable workers. Each processing step runs independently, allowing us to scale specific components based on demand.

GPU Clusters

Our AI models run on dedicated GPU clusters optimized for inference. We’ve fine-tuned our models to balance quality with processing speed.

Smart Queuing

Our intelligent queue system prioritizes based on user tier, deadline requirements, and resource availability to optimize throughput.

Results

Average processing time: 2-3 minutes per video minute
99.9% uptime
Support for videos up to 4 hours long

Want to learn more about our technology? Contact our team.