Side-by-side comparison of AI visibility scores, market position, and capabilities
SF collaborative data workspace combining SQL and Python notebooks with interactive app publishing; $172M total including $70M Avra Series C May 2025 serving Reddit, Anthropic, and Figma competing with Databricks Notebooks and Mode Analytics.
Hex is a San Francisco-based collaborative data workspace platform — backed with $172 million in total funding including a $70 million Series C led by Avra in May 2025 — providing data analysts, data scientists, and business intelligence teams with a notebook-style environment that combines SQL, Python, R, and no-code visual tools in a single collaborative workspace for data exploration, analysis, visualization, and sharing interactive reports with non-technical stakeholders. Hex serves customers including Reddit, Anthropic, Figma, Rivian, and the NBA with a platform that bridges the gap between technical data work (SQL queries, Python data manipulation) and business communication (interactive dashboards, narrative reports, embedded charts) without requiring separate tools for analysis and presentation.
Open-source data orchestration platform with asset-centric pipeline model; software-defined assets providing automatic lineage and selective materialization over Airflow's task-first approach.
Dagster is an open-source data orchestration and pipeline development platform that reimagines how data pipelines are built by modeling data assets (tables, ML models, reports) explicitly rather than just scheduling jobs. Founded in 2018 by Nick Schrock (creator of GraphQL) and headquartered in San Francisco, Dagster Labs raised approximately $75 million and has built a growing community of data engineers who prefer its asset-centric approach over traditional task-centric orchestration tools like Apache Airflow.
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