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Explore the implementation of exercise wearables analysis using Spark and Akka in this comprehensive conference talk. Dive into the architecture and implementation of distributed systems with DevOps in mind from the start. Learn about cluster-sharded domains in Akka clusters, distributed computation in Spark, REST APIs, and mobile and wearable clients running in Docker containers managed by Marathon. Gain insights into designing and running distributed systems, including challenges and solutions, without requiring prior expertise in the technologies discussed. The talk covers topics such as Pebble Watch applications, mobile applications using Swift, device sessions, upper cluster, profile and exercise services, REST APIs, classification, and Apache Spark. Conclude with a demo and discussion of potential problems in mobile applications.