Modern development teams face unique challenges when maintaining reliable, high-performance systems. These large-scale environments require specialized approaches to ensure everything runs smoothly. Traditional methods often fall short when dealing with interconnected components. The nature of distributed architectures creates failure modes that demand new strategies. Teams encounter specific obstacles when addressing production issues. These include non-deterministic …