What weighs in a PDF is the images: a 600 dpi scan nobody asked to keep that large. We resize them and re-encode them, and nothing else.
What it does not do: A PDF without images will not get lighter: its text is already compressed, and nothing here turns text into images to fake a saving.
Nothing is uploaded. Cut your network connection once this page has loaded: the tool keeps working. How to check it yourself.