This is a guest engineering blog post from Ray contributors at Ant Group, discussing how Ant Group implemented scalable Ray Serving architecture atop Ray, deploying 240,000 cores for model serving, scaling by 3.5x from previous year, and reaching 1.37 million TPS during peak times.