ClearML (formerly Allegro Trains) is the open-source platform that automates and simplifies developing and managing machine learning solutions for thousands of data science teams worldwide. It is now also available as a free managed service for small teams. This workshop focuses on R&D-oriented MLOps capabilities. You will learn how to easily integrate ClearML into your workflows and introduce reproducibility and automation. Additionally, we will share battle-tested productivity-boosting tips for pros and beginners alike.