Platform teams evolve their deployment pipelines through three stages: establishing a deployment pipeline, integrating security measures, and developing a DevOps pipeline to enhance developer productivity. Each stage builds on the previous one by adding automation, security scanning, and improved documentation, ultimately streamlining the development process and reducing risks. Emphasizing an evolutionary approach allows organizations to adapt their pipelines to meet specific needs and compliance requirements.