Everyone probably has their own set of tools, but the tools can be used for both LARGE and small projects. Usually using popular frameworks for web, or just doing quick and easy adobe AIR projects would be fairly quick as well.

Web applications could be faster to build, mainly because there is probably a ton of community support and plugins.

I'm thinking of either using PHP and Smarty Templates, or Ruby on Rail.