This document summarizes a presentation about evolving legacy systems to a modern, event-driven architecture using Apache Kafka and change data capture. It discusses moving from a tangled "spaghetti architecture" to a message-driven system using microservices and APIs. It also covers offloading legacy data and processes from mainframes and other systems by reading change logs with Attunity Replicate to minimize disruption. The talk presents an evolutionary approach and maturity model for offloading from the data level to fully migrating business processes and applications.