What exactly is mystery shopping? Is it that profitable?

I've seen a few posts about mystery shopping, or going out to stores and restaurants and getting free stuff and getting paid a lot for just critiquing stuff and get to keep the stuff you buy. But does it really pay that well? This would be an amazing thing for me cause I like eating out and I'm a pretty good critique. So is this that good of a job or was I lied to.