In my 6+ years of using Ubuntu and derivatives, and frequently installing PPAs, I've never had a problem or been bitten. And I've only exercised a little bit of caution.

On the other hand, I ran into massive headaches when I used to try to pin apt repositories. No more of that for me.

PPAs are the main reason I use Ubuntu distros now instead of Debian.