If you are not actively exploring the front end of your site, catching redirects before they impact your metrics and revenue will be tricky.
Make sure you personally take the time to see if ads are forcing you off of your site. This way, you can catch fraudsters before they begin to crash your publishing metrics.
More importantly, make sure you are partnering with reliable ad networks and SSPs. You are more than likely paired up with multiple SSPs, which can make it difficult to track which ones may not be as trustworthy as they let on.
If you start experiencing drop-offs in your metrics, try turning certain SSPs off and on to isolate the issue and discover which ones are serving you bad ads. You can then end your relationship with them or add them to your blocklist.
Giving access to your top window certainly makes things easier, but it also leaves you vulnerable to attacks. Realistically, it would be wise to separate what advertisers are given access to your top window and which aren’t.
In a direct buy situation, where you have a streamlined relationship with your advertiser, giving them access is perfectly acceptable. But programmatic deals should be more restricted. Try using SafeFrames in these situations, so you can still give sizing/viewability data back to advertisers without giving them access to your webpage.
But while blocking fraudsters and using SafeFrames are effective preventative measures, they are far from final solutions. Sophisticated malvertisers know how to easily work their way around these features, and will continue to attack your site.
Many publishers turn to ad security experts to help track down malicious groups, but you often end up playing a game of whack-a-mole. Knock one fraudster out, and another appears shortly after.