The Challenge of IP Reputation

When protecting clients and servers against network-based threats, it’s tempting to consider the peer’s network address when deciding whether that peer is trustworthy. Unfortunately, while IP addresses can be a valuable signal, attempts to treat traffic as trustworthy or untrustworthy based on IP address alone can be very prone to mistakes. Background Most clients andContinue reading “The Challenge of IP Reputation”

SmartScreen Application Reputation, with Pictures

Last Update: March 24, 2026 I’ve previously explained how Chromium-based browsers assign a “danger level” based on the type of the file, as determined from its extension. Depending on the Danger Level, the browser may warn the user before a file download begins in order to confirm that the user really wanted a potentially-dangerous file.Continue reading “SmartScreen Application Reputation, with Pictures”

Enforcing SmartScreen with Policy

Microsoft Defender SmartScreen provides protection against the most common forms of attack: phishing and malware. SmartScreen support is built-in to Microsoft Edge and the Windows 8+ shell. The SmartScreen web service also powers the Microsoft Defender Browser Protection extension for Chromium-derived browsers. While SmartScreen provides powerful controls to block attacks, the user remains in fullContinue reading “Enforcing SmartScreen with Policy”

Improving the Microsoft Defender Browser Protection Extension

Earlier this year, I wrote about various extensions available to bolster your browser’s defenses against malicious sites. Today, let’s look at another such extension: the Microsoft Defender Browser Protection extension. I first helped out with extension back in 2018 when I was an engineer on the Chrome Security team, and this spring, I was taskedContinue reading “Improving the Microsoft Defender Browser Protection Extension”

Attack Techniques: Open Redirectors, CAPTCHAs, Site Proxies, and IPFS, oh my

The average phishing site doesn’t live very long– think hours rather than days or weeks. Attackers use a variety of techniques to try to keep ahead of the Defenders who work tirelessly to break their attack chains and protect the public. Defenders have several opportunities to interfere with attackers: Each of these represents a weakContinue reading “Attack Techniques: Open Redirectors, CAPTCHAs, Site Proxies, and IPFS, oh my”