Abstraction is a powerful tool. Some of the greatest inventions in technology: operating systems, programming languages, compilers, etc. are abstractions. However, when misused or misunderstood, they can be destructive.
Over abstraction can create unmaintainable, untestable monstrosities. Under abstraction may mean duplicate code, but duplicate code is almost always better than unmaintainable code.