Microservice Database Per Service: Best Practices?

We want to start using the 'database per service' setup for our microservices. We know it helps with loose coupling, but what are the real-world problems? How do you guys handle schema changes across services when they all have separate databases? Have you found any tools or tricks that actually work for keeping data consistent or querying across services without using distributed transactions all the time?