Depending which tools you're using you'll have to do a bit of work to migrate out of AWS, but there tools are usually pretty standard stuff managed for you.

For example, RDS is just a database instance with management. You'd have to invest some time to replicate what AWS already does for you, but its not rocket science. The same for Elasticache, Autoscaling, ELB, and most of their other services.