What should I look for when chosing a computer?

So I am going to be looking for a new desktop/laptop computer next year, and I was wondering – what sort of things should I be looking out for and what sort of questions should I be asking?

I want something relatively powerful, but cheap, and can run games flawlessly.

Assume I am a novice (which I am).

Thanks.