I've nearly missed flights twice because of uber drivers canceling on me - 10-15 min after accepting the ride In Columbus, Ohio and Panama. If you've ever tried to get taxis in Panama you know they're worse though.

If I'm going to take uber to the airport, I'm careful now to leave an extra 30 min over the two hours I would normally plan for.