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Dremio in BARC The Data Fabric Survey 26

BARC The Data Fabric Survey 26 is one of the most comprehensive independent evaluations of data platform software in the world, drawing on 776 responses across 19 products. In this year's report, Dremio earned 19 top rankings and 4 leader positions in the Data Platforms peer group. In feedback collected from Dremio users, 100% said they would recommend Dremio, 100% rated their project a success, and 100% reported improved productivity, better decision-making, and greater trust in their data.

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What's Inside

    What's Inside

    • How Dremio is top-ranked in its peer group for Project Success, Business Value, and Technical Foundation, with Dremio users rating it above Snowflake, Databricks, Microsoft Fabric, Google BigQuery, and Amazon Redshift
    • Why 95% of Dremio users rate product satisfaction and ease of use as excellent or good, and what that means for organizations giving every knowledge worker and AI agent access to governed enterprise data
    • Where Dremio leads on Technical Foundation, a composite KPI covering performance, reliability, connectivity, scalability, ecosystem integration, and data security and privacy, backed by an Iceberg-native architecture and open standards no competitor can claim
    • How Dremio ranks #1 across all products surveyed for Project Length, reflecting a platform built on connect, query, go, with the fastest time to initial rollout in the entire survey
    • An NPS of 43 and what independent data professionals say about running Dremio in production across dozens of connected sources without ETL pipelines

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GUIDE OVERVIEW

What You'll Learn

BARC The Data Fabric Survey 26 drew on 776 responses across 19 products, making it one of the most comprehensive independent evaluations of data platform software in the world. Here's how Dremio compares against Snowflake, Databricks, Microsoft Fabric, Google BigQuery, and Amazon Redshift across every major KPI.

Agentic AI
Top-ranked for project success and business value

Dremio users rate it above Snowflake, Databricks, Microsoft Fabric, Google BigQuery, and Amazon Redshift for Project Success and Business Value. 100% of surveyed Dremio users rated their project a success.

MCP
95% rate ease of use as excellent or good

95% of Dremio users rate product satisfaction and ease of use as excellent or good. An NPS of 43 and 100% user recommendation rate reflect a platform built for every knowledge worker and AI agent in the enterprise.

Benefits
Leading technical foundation and fastest time to value

Dremio leads on Technical Foundation, a composite KPI covering performance, reliability, connectivity, scalability, ecosystem integration, and data security, backed by an Iceberg-native architecture. It ranks #1 across all products surveyed for Project Length, with the fastest time to initial rollout in the entire survey.

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BARC Research

Business Application Research Center

  • One of the world’s leading independent research firms for business software
  • The Data Fabric Survey 26 drew on 776 responses across 19 data platform products
  • Dremio earned 19 top rankings and 4 leader positions in the Data Platforms peer group

100% of surveyed Dremio users said they would recommend Dremio, 100% rated their project a success, and 100% reported improved productivity, better decision-making, and greater trust in their data. — BARC The Data Fabric Survey 26

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Top-ranked in its peer group for Project Success, Ease of Use, Product Satisfaction, Technical Foundation, and Scalability among Data Platforms.