Baidu Bigflow is an interface that allows for writing distributed computing programs and provides lots of simple, flexible, powerful APIs. Using Bigflow, you can easily handle data of any scale. Bigflow processes 4P+ data inside Baidu and runs about 10k jobs every day.
Yes, you can use sklearn in the transformations.