In the modern landscape of software development and operations, distributed systems have become the norm. These systems consist of multiple services running on different nodes, often in cloud environments, which communicate with each other to achieve a common goal. While distributed systems offer scalability and resilience, they also introduce complexity when it comes to understanding system behavior and debugging issues.