In the beginning there was phone phreaking and worms. Then came spam and pop ups. And none of it was good. But in the nascent decades of the internet, digital networks were detached and isolated enough that the average user could mostly avoid the nastiest stuff. By the early 2000s, though, those walls started coming down, and digital crime boomed.

Google, which will turn 20 in September, grew up during this transition. And as its search platform spawned interconnected products like ad distribution and email hosting, the company realized its users and everyone on the web faced an escalation of online scams and abuse. So in 2005, a small team within Google started a project aimed at flagging possible social engineering attacks—warning users when a webpage might be trying to trick them into doing something detrimental.

A year later, the group expanded its scope, working to flag links and sites that might be distributing malware. Google began incorporating these anti-abuse tools into its own products, but also made them available to outside developers. By 2007, the service had a name: Safe Browsing. And what began as a shot in the dark would go on to fundamentally change security on the internet.

You've been protected by Safe Browsing even if you haven't realized it. When you load a page in most popular browsers or choose an app from the Google Play Store, Safe Browsing is working behind the scenes to check for malicious behavior and notify you of anything that might be amiss. But setting up such a massive vetting system at the scale of the web isn't easy. And Safe Browsing has always grappled with a core security challenge—how to flag and block bad things without mislabeling legitimate activity or letting anything malicious slip through. While that

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