When it scales up, queries start to fail and there are long delays. I had to add a try/retry loop around all my inserts to avoid losing data.
I definitely wouldn't recommend it for bursty applications where it needs to rapidly scale up.
The thing that bugs me is that I know a similar workload works fine on a relatively cheap c3.xlarge so I'm not actually saving much money with Aurora.