Scraping links from an FB page

An FB page which has tons of consistent uploads is my target. The captions along with each video's links are to be copied down in a decent manner. The page buffers a lot upon scrolls and leads to a browser crash as it's loading tonnes of data. How can I possibly scrape each video URL with the post caption?

Many thanks