Timestamps across distributed systems don't work well as correlation tools as time tends not to be accurate enough to order application retries particularly but also fan out type requests. You really want parent / child or follows from relationships to collect and represent the graph correctly.

Source: Working on distributed tracing at Twilio and Stitch Fix