The operational overhead of managing a distributed system often eclipses the perceived benefits of microservices, particularly for systems under a certain scale of organizational or technical complexity. A 2025 analysis of enterprise modernization projects found that teams often miscalculated the total cost of ownership for microservice architectures by roughly 40-60% when factoring in distributed tracing, service mesh management, and inter-service communication resilience. This re-evaluation is fueling the emergence of the

