Scala is syntactically complex, compiles relatively slowly, and some of the tools (IDE plugins) are terrible. Or, at least, they were a few years ago. On the positive side, you'll have a more mature ecosystem of third-party libraries since you'll be able to tap into everything Java offers.
Go, on the other hand, has a simple syntax, excellent tools, and compiles lightning fast. Depending on what you're doing you may not have the library support you need.