I don't general starch any of my fabrics unless they are really flimsy. I like to use Magic Spray as it isn't quite as stiff as starch. I think this is a personal preference and has lots to do with what type of piecing you are doing.
The WM and Dollar Stores near me sell blue starch, but not by the gallon.