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I have also met such problems, and i know that there are many ways you can try to compress PDF files on Mac, here i'd like to share an article which tells you multiple ways to make your PDF smaller:
3 Methods: How to Make a PDF File Smaller
Google your question and there are many available answers on PDF compression.