I want to stop invalid referral traffic to my site coming from malicious subdomain

It’s not real traffic - it’s hitting GA4 directly, not your webserver. Which makes it all the more frustrating.

This guy’s post on LinkedIn does a way better job than me with explaining it:
https://www.linkedin.com/pulse/check-your-ga4-referral-traffic-spike-from-solution-deal-james-gray-w69te/

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