PDF compression shrinks the size of a PDF so it's easier to email, upload or store. It works by re-optimizing embedded images, removing redundant data and cleaning up the file's internal structure.
Done well, the document looks the same but weighs a fraction of the original. Very aggressive compression can soften scanned images, so there's a balance between size and quality.
Shrink a file with Compress PDF.