An interesting approach to the Bootstrap that can handle big data in a single pass, even if you don’t know the number of observations in the data set or the data is split across multiple servers.
Amir Najmi. An introduction to the Poisson bootstrap. The Unofficial Google Data Science Blog, 2015-08-26. Available in html format.