As organizations adopt modern technologies and scale their workloads, it's essential to update their CI/CD environments to maintain smooth development and testing workflows. Adopting modern CI/CD tools and best practices can increase agility and resilience while enabling teams to configure new jobs, stages, and tests to meet changing business requirements. However, this process can be lengthy and complex, especially when migrating pipelines to a new CI/CD provider. Datadog enables visibility into the entire CI/CD environment, even as modernization progresses, allowing for insights into pipeline performance and reliability, quick troubleshooting of failures, and contextual debugging. Modernizing CI/CD infrastructure is crucial, as traditional solutions like Jenkins may require significant knowledge and maintenance from developers, leading to challenges when scaling up CI/CD infrastructure. Newer CI/CD runners offer improved scalability, cost-efficiency, and automation, while tools like Datadog provide visibility into pipeline performance and reliability, enabling proactive monitoring and remediation of degrading pipelines. When migrating to a new provider, it's essential to approach the process with careful thought, considering factors such as pricing, scalability, and vendor lock-in. Datadog integrates with major CI providers, providing insights into pipeline performance and reliability, and can help establish baselines for pipeline performance and identify areas in need of improvement. By adopting modern CI/CD tools and best practices, organizations can streamline troubleshooting workflows, proactively monitor and remediate degrading pipelines, and improve overall efficiency and reliability.