What are small white bumps on top of my feet?

Need a picture: I would need a picture and better description of your signs and symptoms. Could be eczema.

A few things: Without seeing the feet, it could be many things. Perhaps seeing a podiatrist where he can see their size, textures, and what symptoms they cause would shed more light to your question. If you have more details, that would be great.