We found that the active lifetimes of fast-flux botnets vary from less than one day to months, domains that are used in fast-flux operations are often registered but dormant for months prior to activation, that these botnets are associated with a broad range of online fraud and crime including pharmacy sites, phishing and malware distribution, and that we can identify distinct botnets across multi