What is the difference between compile code and executable code?

Compiling is the act of turning source code into object code.

Linking is the act of combining object code with libraries into a raw executable.

Building is the sequence composed of compiling and linking, with possibly other tasks such as installer creation.

Many compilers handle the linking step automatically after compiling source code.