Successful ML Ops requires seamless collaboration and alignment across various teams, including data engineers, ML engineers, DevOps, and business stakeholders. In this chapter, students will explore the importance of effective communication, knowledge sharing, and cross-functional collaboration. They will also learn about the organizational structures and cultural shifts necessary to foster a thriving ML Ops ecosystem within their organizations.