Cornelius Puschmann and I contributed a chapter to the book "Twitter And Society" - our chapter is "Data Collection on Twitter" and is a dense teardown of all the methodological options available to researchers looking at Twitter written from the perspective of a researcher. Take a look at a pre-print PDF of the book available here.