Dataiku

Dataiku is a comprehensive data science platform that bridges the gap between data engineers, data scientists, and business analysts. It provides a visual drag-and-drop interface for building ML pipelines alongside full code environments for Python, R, and SQL, letting teams of different skill levels collaborate on the same projects. The platform handles the full ML lifecycle — data preparation, feature engineering, model training, deployment, and monitoring. AutoML capabilities let non-technical users build models, while data scientists get the flexibility to write custom code and use any framework. Dataiku targets mid-size to enterprise organizations that want to democratize data science beyond their ML team. It is a significant platform investment with a steep learning curve, but for organizations with diverse data teams, it provides a shared environment that speeds up the path from data to production models.