Facts read 20 Sep 2026 – 15 Oct 2026
AI data platforms combine capabilities for connecting, preparing, governing and searching data with vectors; review deployment availability across web, API, Linux, self-hosted, Windows and extension environments.
| Name | In a line | Record score | Price from | Try it free | Runs on | Facts read |
|---|---|---|---|---|---|---|
| 01 Informatica Intelligent Data Management Cloud | IDMC suits organizations managing data across hybrid or multi-cloud environments, including use cases such as analytics, cloud modernization, regulatory compliance, and… | 5.8 | £26,550 a year | Free plan | Web, Windows, Mac, Linux | 15 Oct 2026 |
| 02 Google Cloud Lakehouse for Apache Iceberg | This offering may suit organizations working with Apache Iceberg tables that need SQL analytics, streaming ingestion, ACID transactions, and a governance catalog. | 5.7 | Free plan | Free plan | Web, Linux, API, Self-hosted | 15 Oct 2026 |
| 03 Starburst Galaxy | Starburst recommends Galaxy for organizations that do not yet have resources to manage complex data clusters. | 5.6 | Free plan | Free plan | Web, Linux, API | 30 Sep 2026 |
| 04 Denodo Platform | It suits organizations bringing together distributed data while needing shared definitions, access controls, and multiple integration methods. | 5.1 | Free plan | Free plan | Web, Windows, Linux, API | 29 Sep 2026 |
| 05 Microsoft Fabric Notebooks | It suits data engineers and data scientists working with Spark notebooks, lakehouses, and scheduled jobs in a web or API environment. | 4.7 | Free plan | Free plan | Web, API | 12 Oct 2026 |
| 06 Apache Hudi | Hudi suits teams building data lakes or lakehouses that need streaming ingestion, incremental processing and table operations. | 4.5 | Free plan | Free plan | Linux, Self-hosted | 4 Oct 2026 |
| 07 Qubole | Qubole suits teams running multi-cloud engineering, analytics, streaming, or machine-learning workloads. | 4.5 | — | Free trial | Web, API | 2 Oct 2026 |
| 08 SAS Advanced Analytics | 3.7 | — | Free trial | API, Self-hosted | 12 Oct 2026 | |
| 09 Collibra | Collibra is aimed at organizations with complex data needs, including financial services, insurance, healthcare, life sciences, and retail. | 3.6 | — | — | Web, Browser extension, API, Self-hosted | 4 Oct 2026 |
| 10 Databricks Data Intelligence Platform | 2.9 | Free plan | Free plan | Web | 23 Sep 2026 |
The list is ordered by newest releases first, using figures the makers publish. It is a finder list, not a scored ranking.
IDMC suits organizations managing data across hybrid or multi-cloud environments, including use cases such as analytics, cloud modernization, regulatory compliance, and…
This offering may suit organizations working with Apache Iceberg tables that need SQL analytics, streaming ingestion, ACID transactions, and a governance catalog.
WebLinuxAPI+1Starburst recommends Galaxy for organizations that do not yet have resources to manage complex data clusters.
WebLinuxAPIIt suits organizations bringing together distributed data while needing shared definitions, access controls, and multiple integration methods.
WebWindowsLinux+2It suits data engineers and data scientists working with Spark notebooks, lakehouses, and scheduled jobs in a web or API environment.
WebAPIHudi suits teams building data lakes or lakehouses that need streaming ingestion, incremental processing and table operations.
Qubole suits teams running multi-cloud engineering, analytics, streaming, or machine-learning workloads.
Platforms on this list may provide free plans. Pricing may appear as a starting amount or require a request.
Trial access varies: Databricks Data Intelligence Platform pairs its free plan with a 14-day trial; Microsoft Fabric Notebooks pairs its free plan with a 60-day trial; Google Cloud Lakehouse for Apache Iceberg lists a free trial.
Deployment coverage in the entries spans web, API, Linux, self-hosted, Windows and extension environments. Check the deployment option that fits your systems and operating model.
API, extension, self-hosted and web are listed for Collibra, whereas Immuta Data Security Platform lists web support.
Before choosing a platform, review its connector and data-preparation capabilities. These comparisons indicate how it can connect to and prepare the data you use.
Supported data types are another comparison point. Confirm that the formats you handle appear in the platform's published support.
Data governance describes the controls a platform provides for managing data. Review the governance information published for each platform you are considering.
Vector search is a separate comparison field. Check whether its published support matches your search needs.
