1. Too many to count. The trick is to ship fast and see what sticks. Focus on that, ignore the rest. Tweet Photo is my first legit exit, but some of my other side projects have turned into $xxx,xxx/year businesses. Just haven't sold them :)
2. Usually out of necessity. Something I want myself, but can't find an (appealing) existing solution for.