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Building robust distributed microservices demands a rigorous testing strategy. This ultimate guide deep-dives into unit, integration, and end-to-end testing, showcasing practical approaches with Spring Boot 4.0, Apache Kafka, and Testcontainers to ensure confidence in your distributed systems.