Developers face increased challenges in debugging due to frequent deployments, micro-services, and global distribution, which complicate identifying issues in complex systems. Observability, as opposed to traditional monitoring, focuses on exploring unknown-unknowns by enabling developers to interactively query raw, high-cardinality data without pre-aggregation, allowing them to form and test hypotheses about their applications' behavior. This approach helps developers understand the reasons behind system behaviors, such as specific user requests failing under certain conditions, which cannot be predicted by dashboards created from prior knowledge. Platforms like Honeycomb provide the necessary tools for developers to achieve this level of insight, integrating seamlessly with CI/CD pipelines like Codefresh to ensure confident and frequent production deployments. Annotating observability platforms during deployment offers real-time insights into changes, ensuring that new code functions as intended.