At 7:00am EST on October 21, 2016 internet users began having connectivity problems to a large number of major internet properties including Netflix, Twitter, Spotify, Amazon.com, as a key internet service provider was hit by a distributed denial of service attack facilitated by the Mirari botnet. The attack