Market landscapes / ML Platforms & Data Science
Data Science Notebooks & Collaborative Analytics companies
Where analysis actually gets written: notebooks and the collaborative environments built around them. Hex, Deepnote, Count, Observable and others. Nothing here has been acquired, which is unusual for tooling this established.
Updated 12 October 2026
13 companies
8 hiring now
The rest of the ML Platforms & Data Science landscape
The full map, including the sub-sectors too small to list separately.
The whole ML Platforms & Data Science mapMLOps & ML Lifecycle Platforms 28AutoML & Predictive Analytics 18Enterprise ML & Data Science Platforms 15
I am Ben Jackson. I map this market and I hire the commercial teams inside it: sales, marketing, product and delivery. If you are building a team in Data Science Notebooks & Collaborative Analytics, here is how I work. The whole market in numbers.