Python: Scrape videos (that are invisible in HTML) from webpages - python

I would like to download the videos embedded in a set of URL's from the Google Ad Transparency report. Here's a sample page where the video is a YouTube link:
https://transparencyreport.google.com/political-ads/advertiser/AR113835462480625664/creative/CR525481620803682304
And here's a sample page where the video is hosted by google and the video file can be directly downloaded:
https://transparencyreport.google.com/political-ads/advertiser/AR528016269983612928/creative/CR221377870159675392
In both cases, regular browsers (Chrome, Firefox) let me copy the YouTube link URL (top example) or download the linked video file (bottom example).
However, I cannot locate these links in the page source. Can anyone tell me how to locate them, or how one would write a script that would locate the correct tags and grab the video files (or YouTube links)? Is this a dynamic content problem?

You could reach it by the transparencryreport API
For example, the page you attached is getting the video content from the following page:
https://transparencyreport.google.com/transparencyreport/api/v3/politicalads/creatives/details?entity_id=AR528016269983612928&creative_id=CR221377870159675392

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I got the video link from the page so this should work.
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