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Explore the intricacies of service-to-service invocations and causality in Spring services and systems in this 41-minute conference talk from Spring I/O 2024. Dive deep into technical options for visualizing causal relationships, including traces, workflows, and service meshes. Learn how to integrate these tools with Spring services through practical examples of Dapr workflows, Jaeger trace visualization, and Istio call graphs with Kiali. Understand the purpose of causality in each tool, comparing their differences and similarities. Gain insights into how operators and application engineers perceive causal relationships differently, and discover how this knowledge can enhance collaboration, communication, and overall system design, debugging, and troubleshooting in complex engineering environments.