DigiKey is my go-to for capacitors. Very easy to order if you know the sizes and ratings (not difficult to figure out), and you can easily compare specs between the best brands. (IIRC, Nichicon "CL" series was the way to go last time I ordered.) On the other hand, Cosmos might be the least hassle if you only plan on doing a board or two.
