Compress PDF
Lossless keeps every image as it is and only tidies the file structure. High and maximum re-encode images at lower quality, which shrinks scans and photo-heavy documents a lot.
Still too big? Run the result through again. Each pass shrinks it further, at some cost in image sharpness.