Without testing, I'm still sure one of the following: trick:
Light but small chance of success:
Delete all cookies from the site in question after each rand (0,100) request,
then change your user agent, accepted language, etc. and repeat.
A bit more work, but a much more durable spider:
Send your requests via Tor, other proxies, mobile networks, etc., to mask your IP ( also make offer 1 at every step )
Update on selenium I missed the fact that you are using Selenium, it was taken for granted that it was some kind of modern programming language (I know that Selenium can be controlled by the most widely used languages, but also as a kind of browser plugin requiring very little programming skills).
How then do I assume that your coding skills are not (or weren't?) Stunning, but for others with the same limitations when using Selenium, my answer is either to learn a simple, scripting language (PowerShell ?!) or JavaScript (since it located on the Internet ;-)) and from there from there.
If smoothing automation was as easy as a browser plugin, the web interface should be a much messier, confusing, and trustworthy place.
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