Application malware filtering for advertising networks is disclosed. For example, techniques for providing a system and process for detecting malicious ad content (e.g., or other undesirable ad content) distributed by advertising (ad) networks are disclosed. In some embodiments, application (“app”) malware filtering for advertising networks includes receiving ad content; processing the ad content; and automatically determining whether the ad content is associated with a malicious app.