API – Java Frameworks

I am researching which language and which framework/library to use to build a robust API service on top of big data, something like a data as a service, or even analytics as a service. I came across this Quora discussion which is very inspiring, here I will list all the libraries/frameworks people have mentioned and maybe have a 1 hour get-started introduction to each one of them.