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Best AI Data Platforms in 2026

Teams use AI data platforms to bring data together, ready it, apply controls and make it searchable for AI projects. This comparison covers no-cost offers, starting paid prices, deployment choices, connectors, governance, preparation, vector search and supported data types. For a Xiaomi, Redmi or POCO phone, check Android support before choosing. These platforms list access through web, API, Linux, self-hosting,…

17 appsSorted 9 Nov 2026How we rank
  1. 4

    Denodo Platform

    Denodo Platform is an AI data layer for connecting distributed enterprise data while keeping operational awareness, shared business meaning, and…

    Free planWebAPILinuxSelf-hosted
    6.7Free plan
  2. 5Qubole logo

    Qubole

    Qubole is a cloud data lake platform for data engineering, data management, streaming analysis, machine learning, data exploration, and ad-hoc analytics.

    WebAPI
    6.3
  3. 6

    Apache Hudi

    Apache Hudi is an open-source data lakehouse platform that adds database capabilities to data lakes and supports incremental processing for low-latency analytics.

    Free planLinuxSelf-hosted
    6.0Free plan
  4. 7Microsoft Fabric Notebooks logo

    Microsoft Fabric Notebooks

    Microsoft Fabric Notebooks is a web-based interactive coding environment for Apache Spark jobs and machine learning experiments, intended for data…

    WebAPI
    6.0
  5. 8SAS Advanced Analytics logo

    SAS Advanced Analytics

    SAS Advanced Analytics refers to SAS Viya, a cloud-native data and AI platform for connecting data, building and governing models, and operationalizing decisions.

    APISelf-hosted
    5.8
  6. 9
    5.7From $83.30 a month
  7. 10Collibra logo

    Collibra

    Collibra is a data platform that connects the people who produce data with those who use it, bringing structured and unstructured sources into a…

    WebAPIExtensionSelf-hosted
    5.6
  8. 11Qlik Talend Cloud logo

    Qlik Talend Cloud

    Qlik Talend Cloud is a web-based data integration platform with cloud deployment and hybrid options.

    Web
    5.6
  9. 12Cloudera Data Warehouse logo
    5.5From $0.07 a month
  10. 13Databricks Data Intelligence Platform logo

    Databricks Data Intelligence Platform

    Databricks Data Intelligence Platform is a web platform listing SQL analytics, ACID transactions, streaming ingestion, and a governance catalog.

    Web
    5.0
  11. 14
    4.7
  12. 15
    4.6
  13. 16
    4.4
  14. 17
    4.3

Choosing well

Choose a deployment model

Check whether you need a web service, API, Linux software, Windows access, a browser extension or self-hosting. Deployment options affect how the platform fits existing systems and where data is handled.

Confirm the supported access method before committing, especially if you plan to work from a phone or tablet.

Check plans and trials

No-cost plans appear for Apache Fluss, Apache Hudi, Databricks Data Intelligence Platform, Microsoft Fabric Notebooks and Google Cloud Lakehouse for Apache Iceberg. Availability and terms differ by product.

Some products show a starting paid rate, whereas others ask you to request pricing. Trial offers are listed for Databricks, Google Cloud Lakehouse for Apache Iceberg and Microsoft Fabric Notebooks.

Match your data workflow

Check that the available connectors and data-type coverage fit your needs. Review data-preparation tools and vector-search support if your work depends on preparing or retrieving data for AI systems.

Review governance controls

Data-governance features help determine how data is managed and controlled. Compare the governance details with your organisation's requirements before selecting a platform.

Confirm device access

The listed routes include web, API, Linux, self-hosting, Windows and extensions. Android is not shown in the platform facts, so check the vendor's access details if phone use matters.

Questions people ask

Can I start with a free plan?

Apache Fluss, Apache Hudi, Databricks Data Intelligence Platform and Microsoft Fabric Notebooks are among the products with free plans. Check the terms for the product you choose.

Are free trials available?

Trial offers appear for Databricks Data Intelligence Platform, Google Cloud Lakehouse for Apache Iceberg and Microsoft Fabric Notebooks. Trial length and terms vary.

What deployment options should I compare?

Compare access through the web, API, Linux, self-hosting, Windows and browser extensions. Select the option that matches your systems, security needs and device access.

Which data features matter most?

Review connector availability, governance, data preparation, vector search and supported data types. Prioritise the features required by your workflow.

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