Compress PDF Files w/ Linux The Easy Way

For those of you who are always sharing graphics intensive pdf files, having a way to compress the final output before sharing it via whatever medium you choose is important. A great example would be that one of my UI designers creates these 31+M UI flow diagrams in pdf format and before I share it with clients, I always compress them to a sharable size.