Instagram is one of the most popular social apps and has more than 500M monthly active users. We will talk about how Instagram was able to scale its Django/Python web framework by putting the right metric and tooling in place to gain visibility into the stack, fix inefficient code paths, and improve server capacity with increased parallelism in network IO access.