Use 'coincident' when emphasizing that events happen simultaneously, more for unplanned or surprising timing. The power outage was coincident with her arrival.
Pro Tip 2/2
Not Cause-Effect
'Coincident' doesn't imply one event causes the other, just that they occur together. Their career peaks were coincident, though unrelated.