Safe browsing works by download a bloom filter into your browser, checking sites you visit against the bloom filter, and on a positive hit, making a call to Goo

Safe browsing works by download a bloom filter into your browser, checking sites you visit against the bloom filter, and on a positive hit, making a call to Google to get the full (not bloom) list of matching URLs. Safe browsing does not transmit your browser history to anyone.