The transition to Agile methodologies and CI/CD pipelines has accelerated software development, but it has also introduced new challenges in troubleshooting, particularly with the shift from monolithic architectures to microservices and the resulting increase in system complexity. These changes have led to a more distributed set of environments where visibility is lost, making it difficult to track changes and understand their impacts. Additionally, development teams have become more siloed, hindering knowledge sharing and complicating issue resolution when unfamiliar environments are involved. The frequent updates and changes increase the difficulty of pinpointing issues, as developers often lack context, leading to more time spent on diagnosing rather than resolving problems. Enhanced monitoring and observability tools are helping to provide better visibility, but there is a need for more cohesive solutions that offer relevant context directly to those tasked with troubleshooting, thus reducing mean time to recovery and allowing teams to focus on improving products.