Systems and methods for extracting user identifiers over encrypted communication traffic are provided herein. An example method includes monitoring multiple flows of communication traffic. A sequence of messages is then sent to a user in accordance with a first temporal pattern. A flow whose activity has a second temporal pattern that matches the first pattern is then identified among the monitored flows. The identified flow is then associated with the user.