--- title: Dremio Reviews meta_title: 'Dremio Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 71 reviews by the users' company size, role or industry to find out how Dremio works for a business like yours. aggregate_rating: rating_value: 4.6 review_count: 71 scale: '5' date_modified: '2026-08-09' parent_category: name: Big Data url: https://www.g2.com/categories/big-data --- # Dremio Reviews **Vendor:** Dremio **Category:** [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution) **Average Rating:** 4.6/5.0 **Total Reviews:** 71 ## About Dremio Dremio is the pioneer of The Agentic Lakehouse—the only data platform built for agents, managed by agents. Organizations need to transform ideas into actions at unprecedented speed—Dremio delivers this agility by equipping AI agents with federated data access, unstructured data processing, and rich business context through its AI Semantic Layer. In the agentic-era, data engineering teams can’t manually tune performance for thousands of users and agents asking unpredictable questions every second. Dremio’s Agentic Lakehouse autonomously manages itself, removing undifferentiated management tasks, allowing engineers to focus on initiatives that drive business results. Dremio’s agentic lakehouse automatically optimizes queries, reorganizes data, and maintains performance at any scale. Dremio is trusted by thousands of global enterprises including Shell, TD Bank, and Michelin, and built on open standards. Dremio co-created Apache Polaris and Apache Arrow, and it's the only lakehouse built natively on Apache Iceberg, Polaris, and Arrow. ## Dremio Pros & Cons **What users like:** - Users find Dremio's **ease of use** exceptional, enabling quick data sharing and seamless integration with multiple tools. (13 reviews) - Users appreciate the **seamless integrations** of Dremio with tools like Power BI and Tableau for efficient data management. (10 reviews) - Users value the **exceptional performance** of Dremio for accelerating query speed and facilitating efficient data workflows. (7 reviews) - Users value the **SQL support** in Dremio, enhancing data connectivity and integration with various analytics platforms. (7 reviews) - Users appreciate the **advanced data management capabilities** of Dremio, enhancing data collection and analysis across various platforms. (6 reviews) - Users commend Dremio for its **excellent handling of large datasets** , enabling fast and scalable data management efficiently. (6 reviews) - Setup Ease (6 reviews) - Speed (6 reviews) - Users appreciate the **ease of use** of Dremio, enabling quick connections to multiple data sources without hassles. (5 reviews) - Features (5 reviews) **What users dislike:** - Users find the **initial setup complicated** and experience a steep learning curve that hampers their productivity. (5 reviews) - Users report that **customer support can be slow** , leading to delays in resolving issues and frustration. (5 reviews) - Users note a **steep learning curve** with Dremio, making setup and feature understanding challenging for beginners. (4 reviews) - Users find the **difficult setup** of Dremio challenging and time-consuming, often requiring external resources for assistance. (3 reviews) - Users feel that the **documentation is poor** , often forcing them to seek help outside the provided resources. (3 reviews) - Users report **connectivity issues** in Dremio, particularly with missing features and limited support for connections. (2 reviews) - Debugging Issues (2 reviews) - Error Handling (2 reviews) - Expensive (2 reviews) - Increased Costs (2 reviews) ## Dremio Discussions - [What is a Dremio reflection?](https://www.g2.com/discussions/what-is-a-dremio-reflection) - 1 comment - [View Dremio pricing details and edition comparison](https://www.g2.com/products/dremio/reviews?page=3&qs=pros-and-cons§ion=pricing&secure%5Bexpires_at%5D=2026-08-09+14%3A09%3A53+-0500&secure%5Bsession_id%5D=0cd80b0a-0c91-480b-86f6-87b5181a2036&secure%5Btoken%5D=f440ccaa6a96c2bfa0138414c753afb91927554026f40e4a4e539361d988458d&format=llm_user) ## Dremio Integrations - [Microsoft Power BI](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews) - [Microsoft SharePoint](https://www.g2.com/products/microsoft-sharepoint/reviews) ## Dremio Features **Reports** - Reports Interface - Steps to Answer - Graphs and Charts - Score Cards - Dashboards - Customizable Reports - Marketing Reports - Sales Reports - Activity Dashboard - Interactive Reports - Customizable Reports - Customizable Reports - Activity Dashboard - Customizable Dashboard **Data Management** - Data Integration - Data Compression - Data Quality - Built-In Data Analytics - Data Lake Analytics - ETL - Extract Transfer Load - Data Capture and Transfer - Real-Time Analytics - Reporting/Analytics **Data Management** - Data Migration - Managing Data **Deployment & Integration - Semantic Layer Tools** - Multi-Environment & Multi-Cloud Support - Open API & SDK Integration **Data Transformation** - Data Querying - Reporting/Analytics - Predictive Analytics - Visual Analytics **Integration** - BI Tool Integration - Data lake Integration **Data as a Service** - Self-Service Isights - DaaS Quality **Data Connectivity & Federation - Semantic Layer Tools** - Cross-Source Query Federation - Dynamic Schema & Metadata Adaptation **Integrations** - Hadoop Integration - Spark Integration **Deployment** - On-Premise - Cloud **Architecture** - Data Fabric Creation - DaaS Architecture **Data Modeling & Metrics - Semantic Layer Tools** - Derived & Calculated Metrics - Time Intelligence Functions **Platform** - Machine Scaling - Data Preparation - Spark Integration **Connectivity** - Hadoop Integration - Multi-Source Analysis - Data Lake - Real-Time Data - Data Capture and Transfer - Trend Analysis - What-if Analysis - Statistical Analysis - Data Blending - Ad hoc Analysis - Third-Party Integrations **Performance ** - Scalability **Performance Optimization - Semantic Layer Tools** - Query Caching & Acceleration - Adaptive Query Optimization **Self Service ** - Calculated Fields - Data Column Filtering - Data Discovery - Search - Collaboration / Workflow - Automodeling - Natural Language Search - Visual Discovery - Data Blending - Data Blending **Processing** - Cloud Processing - Workload Processing **Operations** - Data Visualization - Data Workflow - Governed Discovery - Embedded Analytics - Notebooks - Data Discovery **Security** - Data Governance **Governance - Semantic Layer Tools** - AI Governance & Observability - Metric Lineage for AI Training Data - Version Control & Change Impact Analysis **Additional Functionality** - Data Warehousing - Drag & Drop - Activity Dashboard - Data Connectors - Ad hoc Reporting - Customizable Reports - Alerts/Escalation - Templates - Forecasting - Data Migration - Data Transformation - Access Controls/Permissions - API - Data Cleansing - Data Synchronization - AI Copilot - Dashboard Creation - Data Extraction - Data Security - SSL Security - Collaboration Tools - No-Code - High Volume Processing - Database Support - Search/Filter - Generative AI **Advanced Analytics** - Predictive Analytics - Data Visualization - Big Data Services - Real-Time Analytics - Reporting/Analytics - Real-Time Analytics - Reporting/Analytics - Visual Analytics **Generative AI** - AI Text Generation - AI Text Summarization - Generative AI **Advanced Intelligence - Semantic Layer Tools** - Natural Language Query Interface - Semantic Layer for AI/ML Models - Recommendation Engine **Additional Functionality** - Parallel Processing - Ad hoc Analysis - Multiple Data Sources - API - In-Database Processing - Monitoring - Real-Time Reporting - Data Synchronization - Real-Time Monitoring - Data Connectors - Performance Metrics - Ad hoc Reporting - Alerts/Notifications - Access Controls/Permissions - Drag & Drop - Data Visualization - Data Import/Export - Match & Merge - Data Transformation - Secure Data Storage - Data Extraction - AI Copilot - Customizable Reports - Activity Dashboard - Data Migration - In-Memory Processing - Data Mapping **Agentic AI Enablement - Semantic Layer Tools** - Agentic Query Orchestration - Contextual Reasoning Layer - Workflow Automation via Semantic Agents **Building Reports** - Data Transformation - Data Modeling - Integration APIs - Real-Time Data - Real-Time Data - Third-Party Integrations - Third-Party Integrations **Platform** - User, Role, and Access Management - Sandbox / Test Environments - Performance and Reliability - Breadth of Partner Applications - Mobile Access - Metadata Management **Additional Functionality** - Customizable Branding - Natural Language Processing - Data Extraction - AI Copilot - Ad hoc Reporting - Real-Time Reporting - Publishing/Sharing - Collaboration Tools - Strategic Planning - Self Service Data Preparation - Trend Analysis - Text Analysis - Real-Time Monitoring - Data Synchronization - Widgets - Benchmarking - Performance Metrics - Data Mapping - Generative AI - Trend/Problem Indicators - Customizable Templates - Access Controls/Permissions - Data Import/Export - Profitability Analysis - OLAP - Alerts/Notifications - Search/Filter - Drag & Drop - Data Connectors - Multiple Data Sources - Key Performance Indicators - Dashboard Creation - Role-Based Permissions - Data Mining - Forecasting - Ad hoc Query ## Top Dremio Alternatives - [Databricks](https://www.g2.com/products/databricks/reviews) - 4.6/5.0 (1,334 reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) - 4.6/5.0 (714 reviews) - [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) - 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