It depends on how well/dynamic your application is deigned, but if some parts are a bit static (let say, the DB side), conciser reserved instances you can get 20 to 40% reduction in cost for it.

True, it requires a plan for 1 to 3 years, but it can reduce your bill by a significant amount.