I was at Google App Engine IRC Chat today. Following a lot of concerns of others and of my own , I wanted to put forth my ideas to them about cold startups. I tried to promote my ideas of different approach to classloading, osgi, profiling the runtime itself etc. But time was not enough. I will probably talk again next time. For the most part, It looks like Google is almost ready to come up with *reserved instances* approach. But here is what they have to say. (9:59:52 PM) sar4j: This is about cold startups for java. I run my website sarathonline.com on appegnine py. But I am a java developer. So I have to get reasonabl undersanding about how gae/j works. To simulate the same performance, I am adding a test.js script to exisitng website. So every time a visit comes to gae/py a hit happens to gae/j. I still see that gae/j is very aggressively spinned down. (given number of requests are the same) is there any algorithm on how and when spinning down happens? ..... (10:04:17 PM) api...