simulate click on javascript button with php CURL or something similar

I have already a php script who use curl or Guzzle to grab every page product title on any website and add into mysql. I got a probleme with 1 website https://www.bigbuy.eu/fr/deguisements.html?page=1 I cant change to page=2 or page=3 i see alway same page, because this website use javascript button to paginate on other page.
like this <a href="#" class="paginator-link" data-js-paginador="link" data-js-paginador-link="2">2</a>

I need a way to make it work on my script.