Is there a way that we can reduce the Page File usage?
Windows has a page file not a swap file. Every commited memory page will be backed by page file (if sufficient page file exists). You should notice that commited memory is alomst exactly equal to page file usage. You should not try to optimize windows to not use the page file. See How to tell if my windows server is swapping for more details.