I visited Qatar on a tourist visa three times (within a period of 5 months) and never had any problems.

I got my visa through Qatar embassy and I strongly advise that (it just looks better when you go through official embassy).

If you are genuinely a tourist, you have nothing to worry about! don't listen to people ;o)