How to Conceal WebDriver in Geckodriver from BotD in Java?

When using Selenium driven GeckoDriver initiated Browsing Context

The webdriver-active flag is set to true when the user agent is under remote control. It is initially false.

webdriver-active flag

where, webdriver returns true if webdriver-active flag is set, false otherwise.

As:

navigator.webdriver Defines a standard way for co-operating user agents to inform the document that it is controlled by WebDriver, for
example so that alternate code paths can be triggered during
automation.

Further @whimboo in his comments confirmed:

This implementation have to be conformant to this requirement. As such
we will not provide a way to circumvent that.


Conclusion

So, the bottom line is:

Selenium identifies itself

and there is no way to conceal the fact that the browser is WebDriver driven.


Recommendations

However some pundits have suggested some different approaches which can conceal the fact that the Mozilla Firefox browser is WebDriver controled through the usage of Firefox Profiles and Proxies as follows:

compatible code

from selenium.webdriver import Firefox
from selenium import webdriver
from selenium.webdriver.firefox.service import Service
from selenium.webdriver.firefox.options import Options

profile_path = r'C:\Users\Admin\AppData\Roaming\Mozilla\Firefox\Profiles\s8543x41.default-release'
options=Options()
options.set_preference('profile', profile_path)
options.set_preference('network.proxy.type', 1)
options.set_preference('network.proxy.socks', '127.0.0.1')
options.set_preference('network.proxy.socks_port', 9050)
options.set_preference('network.proxy.socks_remote_dns', False)
service = Service('C:\\BrowserDrivers\\geckodriver.exe')
driver = Firefox(service=service, options=options)
driver.get("https://www.google.com")
driver.quit()

Potential Solution

A potential solution would be to use the browser as follows:

compatible code

from selenium.webdriver import Firefox  
from selenium import webdriver
from selenium.webdriver.firefox.service import Service
from selenium.webdriver.firefox.options import Options
import os

torexe = os.popen(r'C:\Users\username\Desktop\Tor Browser\Browser\TorBrowser\Tor\tor.exe')
profile_path = r'C:\Users\username\Desktop\Tor Browser\Browser\TorBrowser\Data\Browser\profile.default'
firefox_options=Options()
firefox_options.set_preference('profile', profile_path)
firefox_options.set_preference('network.proxy.type', 1)
firefox_options.set_preference('network.proxy.socks', '127.0.0.1')
firefox_options.set_preference('network.proxy.socks_port', 9050)
firefox_options.set_preference("network.proxy.socks_remote_dns", False)
firefox_options.binary_location = r'C:\Users\username\Desktop\Tor Browser\Browser\firefox.exe'
service = Service('C:\\BrowserDrivers\\geckodriver.exe')
driver = webdriver.Firefox(service=service, options=firefox_options)
driver.get("https://www.tiktok.com/")

References

You can find a couple of relevant detailed discussions in

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