10 ranked, with a plain verdict on every entry.
Koordinates is a comprehensive spatial data platform designed for storing, browsing, and sharing geospatial information. It provides self-service capabilities for teams to manage authoritative datasets without requiring specialist GIS skills.
Qubole is an open and secure data lake platform for machine learning, streaming, and ad-hoc analytics. It provides end-to-end services that reduce the time and effort required to run workloads on any cloud.
Cloudera is a modular hybrid data and AI platform engineered for the agentic era. It brings artificial intelligence to data anywhere across clouds, data centres, and the edge.
RudderStack is an agentic customer data platform designed for collaborative human and agent workflows. It enables teams to collect, unify, and activate customer data efficiently.
DKAN is a community-driven open data platform built as a Drupal module. It creates modern, API-first catalogues for government and nonprofit organisations.
Earthmover is a full stack for multidimensional scientific data. It combines storage, governance, and compute services into one platform.
Marquez enables consuming, storing, and visualising OpenLineage metadata from across an organisation. It serves use cases including data governance, quality monitoring, and performance analytics.
Magda provides a single place where an organisation’s data can be catalogued, enriched, searched, tracked and prioritised.
OpenAtlas is an open source database software developed especially to acquire, edit and manage research data from various fields of humanities like history, archaeology and cultural heritage as well as related scientific data.
Positions 1, 2 and 3 are available to buy for twelve months.
Koordinates says it is built for Government agencies and engineering teams, and Qubole for Data engineers and analysts. Cloudera says it is built for global enterprises requiring sovereign AI control, and RudderStack for Data and engineering teams.
OpenAtlas states that OpenAtlas is not a stand-alone application but meant to be installed on a Linux web server. Those are the limits each product publishes itself, not a full account of any plan.