Scale really does require some degree of dimensional analysis. You can go very far with just Amazon S3 and an EC2 host. The place to begin is really with the fundamentals of a single host, and then looking for where bottlenecks will happen per project. That's when you can go through the catalog and find something which may be an ok upgrade to then buy into the lock-in.