--- title: Dremio Reviews meta_title: 'Dremio Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 70 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: 70 scale: '5' date_modified: '2026-07-12' 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:** 70 ## 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 incredibly **easy to use** , streamlining data sharing and enhancing overall efficiency for teams. (13 reviews) - Users value the **seamless integrations** of Dremio with tools like Power BI and Tableau for effective data analysis. (10 reviews) - Users highlight Dremio's **accelerated query performance** , enabling quick data retrieval and seamless integration with other tools. (7 reviews) - Users value the **SQL support** in Dremio, enabling seamless data extraction and integration for enhanced analysis. (7 reviews) - Users appreciate the **excellent data management capabilities** of Dremio, enhancing data collection and workflow efficiency significantly. (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 acknowledge a steep learning curve that hinders adoption. (5 reviews) - Users express concerns about **slow customer support** , which can hinder timely problem resolution and overall experience. (5 reviews) - Users find the **steep learning curve** of Dremio challenging, requiring extensive setup and support for effective use. (4 reviews) - Users find the **difficult setup** of Dremio to be time-consuming and complex, especially for new users. (3 reviews) - Users find the **poor documentation** frustrating, often needing to search externally for simple configuration details. (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§ion=pricing&secure%5Bexpires_at%5D=2026-07-12+17%3A58%3A28+-0500&secure%5Bsession_id%5D=72621c2f-d3a9-4f28-9b62-587ac5d3af66&secure%5Btoken%5D=67aafb4da24d7f5492fb469b5cfed5e4b91f37d069d06962f6685a2f63245768&format=llm_user) ## Dremio Integrations - [Microsoft Power BI](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews) ## Dremio Features **Reports** - Reports Interface - Steps to Answer - Graphs and Charts - Score Cards - Dashboards **Data Management** - Data Integration - Data Compression - Data Quality - Built-In Data Analytics - Data Lake 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 **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 **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 **Processing** - Cloud Processing - Workload Processing **Operations** - Data Visualization - Data Workflow - Governed Discovery - Embedded Analytics - Notebooks **Security** - Data Governance **Governance - Semantic Layer Tools** - AI Governance & Observability - Metric Lineage for AI Training Data - Version Control & Change Impact Analysis **Advanced Analytics** - Predictive Analytics - Data Visualization - Big Data Services **Generative AI** - AI Text Generation - AI Text Summarization **Advanced Intelligence - Semantic Layer Tools** - Natural Language Query Interface - Semantic Layer for AI/ML Models - Recommendation Engine **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 **Platform** - User, Role, and Access Management - Sandbox / Test Environments - Performance and Reliability - Breadth of Partner Applications ## Top Dremio Alternatives - [Databricks](https://www.g2.com/products/databricks/reviews) - 4.6/5.0 (1,316 reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) - 4.5/5.0 (707 reviews) - [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) - 4.5/5.0 (1,145 reviews)