Modern enterprises depend on distributed systems to deliver digital services. In 2024, more than 85% of enterprises reported using microservices in production systems. Event-driven systems now process over 60% of real-time enterprise data flows.  Studies also show that organizations using API-led integration reduce system downtime by 40%. These