Videos are essentially offers just like the Free Token offers. Their availability may fluctuate. Everything depends on the Offer Providers who distribute said offers. The providers do that with regards to metric and demographic data. Clearing the app cache, reinstallation and otherwise, will not affect the Video Offer queue.

I've explained everything in detail in this thread.