I would never take a cab in Rio de Janeiro or Sao Paulo, but I take an Uber frequently.

The really big difference for me here in Brazil, is that I can communicate to someone in case the route is bad, something is stolen, etc. Taking a cab is so ephemeral that I don't even have time to complain or ask for help.