European Journal of Computer Science and Information Technology,13(31),76-91, 2025

Continuous Integration and Continuous Deployment (CI/CD) pipelines have become essential components of modern software development, enabling organizations to deliver features rapidly while maintaining quality. However, enterprise environments present unique challenges that can impede the effectiveness of traditional CI/CD implementations. These challenges include complex dependency management across multiple repositories, unpredictable build times, inconsistent environment configurations, and difficulty in prioritizing critical deployments [1]. … design. Their initial CI/CD infrastructure relied heavily on manual processes for dependency management and deployment scheduling, with minimal intelligence built into their pipeline orchestration. Critical Pain Points The organization faced several critical pain points that significantly impacted their delivery capabilities. Pipeline failures occurred frequently, particularly when changes affected multiple interconnected services. Mean Time To Recovery (MTTR) stretched into hours as teams struggled to identify root causes within