Dataiku vs Kaspian

Dataiku is a data platform that helps enterprises develop and deploy AI solutions. Dataiku offers solutions for data preparation and visualization, data pipelining, and MLOps, as well as AutoML capabilities and prebuilt workflow “recipes”.

While more non-technical teams might appreciate this recipe approach to data pipelining, advanced data teams must contend with a poorer user experience wrestling with Dataiku’s convoluted “visual grammar”, which includes concepts like flows, plugins, and zones. This steeper learning curve and rigid structure limits developer flexibility and hinders modular coding best practices. Additionally, Dataiku’s lack of external orchestrator (ex. Airflow) support means that customers are locked into Dataiku’s workflow framework and cannot easily run standalone compute jobs for data pipelines or AI model training.

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