# Top 10 Dremio Alternatives & Competitors (71)4.6 out of 5 Reviewers exploring Dremio often also consider these top-rated options in the same software category. Big Data Processing And Distribution Systems is used by teams seeking top rated, innovative platforms with features like data transformation, data modeling, and user, role, and access management, according to G2 reviews. When comparing Dremio with other tools, reviewers most often evaluate data sources and analytics as key differentiators. The best overall alternative to Dremio is [Databricks](https://www.g2.com/products/databricks/reviews), rated ~4.6 stars on G2 from 1334+ reviewers. It is frequently praised for collaboration and analytics. Other well-known alternatives to Dremio are: - [Snowflake](https://www.g2.com/products/snowflake/reviews) – known for data management and performance (G2 star rating ~4.6) - [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) – highly rated for speed and fast querying (G2 star rating ~4.5) - [Starburst](https://www.g2.com/products/starburst/reviews) – offers fast querying and query efficiency (G2 star rating ~4.4) - [Denodo](https://www.g2.com/products/denodo/reviews) – best suited for teams that need connectors and data cataloging (G2 star rating ~4.3) Browse top options below. Based on G2 review data, Dremio is most commonly used in industries like [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics). Compare user ratings by vertical to find the best fit. ## Best Paid & Free Alternatives to Dremio - Databricks - Snowflake - Google Cloud BigQuery - Starburst - Denodo - Cloudera - Amazon Redshift - Teradata Autonomous Knowledge Platform ## Top 10 Alternatives to Dremio Recently Reviewed By G2 Community Browse options below. Based on reviewer data, you can see how Dremio stacks up to the competition, check reviews from current & previous users in industries like Financial Services, Marketing and Advertising, and Consumer Services, and find the best product for your business. [![G2 Advertising](/assets/my-g2-logo-41632af6f81a240a0a9886638f412b2ac9a29f4001534f8c83be89a58ef9d45d.svg "G2 Advertising")](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) Sponsored G2 Advertising Get 2x conversion than Google Ads with G2 Advertising! G2 Advertising places your product in premium positions on high-traffic pages and on targeted competitor pages to reach buyers at key comparison moments. [ Learn More ](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/a6c205d533dba77b318af96d91beb2ac/databricks.jpeg "Product Avatar Image") ](https://www.g2.com/products/databricks/reviews) [ Databricks ](https://www.g2.com/products/databricks/reviews) By [Databricks Inc.](https://www.g2.com/sellers/databricks-inc) [ 4.6/5(1,364) ](https://www.g2.com/products/databricks/reviews#reviews) Product Description Making big data simple Reviewers say compared to Dremio, Databricks is: More expensive Easier to admin Better at meeting requirements Categories in common with Dremio: [ Big Data Processing and Distribution ](/categories/big-data-processing-and-distribution)[ Big Data Analytics ](/categories/big-data-analytics)[ Data Warehouse ](/categories/data-warehouse) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/2b00e05c107c3273cea5264090c3c1d0/snowflake.jpg "Product Avatar Image") ](https://www.g2.com/products/snowflake/reviews) [ Snowflake ](https://www.g2.com/products/snowflake/reviews) By [Snowflake, Inc.](https://www.g2.com/sellers/snowflake-inc) [ 4.6/5(764) ](https://www.g2.com/products/snowflake/reviews#reviews) Product Description Snowflake’s platform eliminates data silos and simplifies architectures, so organizations can get more value from their data. The platform is designed as a single, unified product with automations that reduce complexity and help ensure everything “just works”. To support a wide range of workloads, it’s optimized for performance at scale no matter whether someone’s working with SQL, Python, or other languages. And it’s globally connected so organizations can securely access the most relevant content across clouds and regions, with one consistent experience. Reviewers say compared to Dremio, Snowflake is: Easier to admin Easier to set up Better at meeting requirements Categories in common with Dremio: [ Big Data Processing and Distribution ](/categories/big-data-processing-and-distribution)[ Big Data Analytics ](/categories/big-data-analytics)[ Data Warehouse ](/categories/data-warehouse) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/96b275379465d759df5bffd0099d849a/google-cloud-bigquery.png "Product Avatar Image") ](https://www.g2.com/products/google-cloud-bigquery/reviews) [ Google Cloud BigQuery ](https://www.g2.com/products/google-cloud-bigquery/reviews) By [Google](https://www.g2.com/sellers/google) [ 4.5/5(1,224) ](https://www.g2.com/products/google-cloud-bigquery/reviews#reviews) Product Description Analyze Big Data in the cloud with BigQuery. Run fast, SQL-like queries against multi-terabyte datasets in seconds. Scalable and easy to use, BigQuery gives you real-time insights about your data. Reviewers say compared to Dremio, Google Cloud BigQuery is: Easier to admin Easier to set up Better at meeting requirements Categories in common with Dremio: [ Big Data Processing and Distribution ](/categories/big-data-processing-and-distribution)[ Big Data Analytics ](/categories/big-data-analytics)[ Data Warehouse ](/categories/data-warehouse) [![G2 Advertising](/assets/my-g2-logo-41632af6f81a240a0a9886638f412b2ac9a29f4001534f8c83be89a58ef9d45d.svg "G2 Advertising")](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) Sponsored G2 Advertising Get 2x conversion than Google Ads with G2 Advertising! G2 Advertising places your product in premium positions on high-traffic pages and on targeted competitor pages to reach buyers at key comparison moments. [ Learn More ](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/981ff05237d12086913bfab73e40485a/starburst.png "Product Avatar Image") ](https://www.g2.com/products/starburst/reviews) [ Starburst ](https://www.g2.com/products/starburst/reviews) By [Starburst](https://www.g2.com/sellers/starburst) [ 4.4/5(104) ](https://www.g2.com/products/starburst/reviews#reviews) Product Description Starburst provides an enterprise ready distribution and support of Presto. Starburst offers a full-featured data lake analytics platform that allows you to discover, manage, and consume the data in and around your data lake. Reviewers say compared to Dremio, Starburst is: Easier to admin Better at support More expensive Categories in common with Dremio: [ Big Data Processing and Distribution ](/categories/big-data-processing-and-distribution)[ Big Data Analytics ](/categories/big-data-analytics)[ Data Warehouse ](/categories/data-warehouse) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/18f10ac25966c6ac7bf78e59f9b3bd6e/denodo.jpeg "Product Avatar Image") ](https://www.g2.com/products/denodo/reviews) [ Denodo ](https://www.g2.com/products/denodo/reviews) By [Denodo](https://www.g2.com/sellers/denodo) [ 4.3/5(47) ](https://www.g2.com/products/denodo/reviews#reviews) Product Description Denodo provides performance and unified access to the broadest range of enterprise, Big Data, cloud and unstructured sources. Reviewers say compared to Dremio, Denodo is: More expensive Categories in common with Dremio: [ Big Data Processing and Distribution ](/categories/big-data-processing-and-distribution)[ Data Warehouse ](/categories/data-warehouse)[ Semantic Layer Tools ](/categories/semantic-layer-tools) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/d1fd454b6f4ef5fb0bbdaabe8681b035/cloudera.png "Product Avatar Image") ](https://www.g2.com/products/cloudera/reviews) [ Cloudera ](https://www.g2.com/products/cloudera/reviews) By [Cloudera](https://www.g2.com/sellers/cloudera) [ 4.1/5(136) ](https://www.g2.com/products/cloudera/reviews#reviews) Product Description Cloudera Enterprise Core provides a single Hadoop storage and management platform that natively combines storage, processing and exploration for the enterprise. Reviewers say compared to Dremio, Cloudera is: Easier to admin More expensive Categories in common with Dremio: [ Big Data Processing and Distribution ](/categories/big-data-processing-and-distribution)[ Big Data Analytics ](/categories/big-data-analytics)[ Data Warehouse ](/categories/data-warehouse) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/b3390b4cc3d92e87d570895f7358c003/amazon-redshift.jpg "Product Avatar Image") ](https://www.g2.com/products/amazon-redshift/reviews) [ Amazon Redshift ](https://www.g2.com/products/amazon-redshift/reviews) By [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd) [ 4.3/5(404) ](https://www.g2.com/products/amazon-redshift/reviews#reviews) Product Description Amazon Redshift is a fast, fully managed data warehouse that makes it simple and cost-effective to analyze all your data using standard SQL and your existing Business Intelligence (BI) tools. Reviewers say compared to Dremio, Amazon Redshift is: Easier to admin More expensive Easier to set up Categories in common with Dremio: [ Data Warehouse ](/categories/data-warehouse) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/ce723ad59ccdd9d49948ce2bea0cc4cc/teradata-autonomous-knowledge-platform.jpg "Product Avatar Image") ](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) [ Teradata Autonomous Knowledge Platform ](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) By [Teradata Autonomous Knowledge Platform](https://www.g2.com/sellers/teradata-autonomous-knowledge-platform) [ 4.3/5(376) ](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews#reviews) Product Description Teradata Autonomous Knowledge Platform easily and efficiently handles complex data requirements and simplifies management of the data warehouse environment. Reviewers say compared to Dremio, Teradata Autonomous Knowledge Platform is: More expensive Easier to admin Better at meeting requirements Categories in common with Dremio: [ Big Data Processing and Distribution ](/categories/big-data-processing-and-distribution)[ Big Data Analytics ](/categories/big-data-analytics)[ Data Warehouse ](/categories/data-warehouse) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/756e21e5ff45db664431b3ea10f16115/azure-synapse-analytics.jpg "Product Avatar Image") ](https://www.g2.com/products/azure-synapse-analytics/reviews) [ Azure Synapse Analytics ](https://www.g2.com/products/azure-synapse-analytics/reviews) By [Microsoft](https://www.g2.com/sellers/microsoft) [ 4.4/5(38) ](https://www.g2.com/products/azure-synapse-analytics/reviews#reviews) Product Description Azure Synapse Analytics is a cloud-based Enterprise Data Warehouse (EDW) that leverages Massively Parallel Processing (MPP) to quickly run complex queries across petabytes of data. Reviewers say compared to Dremio, Azure Synapse Analytics is: More expensive Easier to admin Easier to set up Categories in common with Dremio: [ Big Data Processing and Distribution ](/categories/big-data-processing-and-distribution)[ Big Data Analytics ](/categories/big-data-analytics) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/2c6c77d8284b2f6609c2f9dc0ba6b5a9/alteryx.png "Product Avatar Image") ](https://www.g2.com/products/alteryx/reviews) [ Alteryx ](https://www.g2.com/products/alteryx/reviews) By [Alteryx](https://www.g2.com/sellers/alteryx) [ 4.6/5(893) ](https://www.g2.com/products/alteryx/reviews#reviews) Product Description Alteryx drives transformational business outcomes through unified analytics, data science, and process automation. Reviewers say compared to Dremio, Alteryx is: More expensive Easier to admin Better at meeting requirements Categories in common with Dremio: [ Big Data Analytics ](/categories/big-data-analytics) ## Dremio Alternatives FAQs Generated using AI ### How does Dremio compare to Databricks? According to G2 data, both [Dremio](https://www.g2.com/products/dremio/reviews) and [Databricks](https://www.g2.com/products/databricks/reviews) hold an equal average rating of 4.6 out of 5, with Databricks having a significantly larger review base (803 reviews) compared to Dremio's 70. Databricks leads Dremio in key usability and administrative dimensions: it scores 0.3 points higher in Meeting Requirements (9.0 vs 8.7), 0.3 points higher in Ease of Setup (8.7 vs 8.4), 0.6 points higher in Ease of Admin (8.4 vs 7.8), and 0.3 points higher in Better Support (8.8 vs 8.5). Conversely, Dremio scores 0.3 points higher in Usability (9.2 vs 8.9) and 0.2 points higher in Ease of Doing Business (9.1 vs 8.9). Feature-wise, Databricks offers AI/ML integration, in-database machine learning, and user access control features that Dremio does not provide. Dremio's strengths lie in ease of use, cloud integration, and performance, with users frequently praising its SQL support, speed, and ability to handle large datasets efficiently. Databricks users highlight its comprehensive feature set, scalability, collaboration capabilities, and strong machine learning integration. Overall, Databricks is favored for its unified platform combining data engineering, analytics, and AI/ML with strong governance and collaboration tools, making it suitable for large-scale, complex workloads. Dremio appeals to users seeking flexible SQL querying and data virtualization with easier setup and usability for certain use cases. Both platforms have areas for improvement in UI and documentation, but Databricks' broader feature set and higher administrative scores position it as the more comprehensive solution according to G2 data. ### What are the best alternatives to Dremio? The best alternatives to Dremio include [Databricks](https://www.g2.com/products/databricks/reviews) (4.6/5 with 803 reviews), [Snowflake](https://www.g2.com/products/snowflake/reviews) (4.5/5 with 756 reviews), and [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) (4.5/5 with 1227 reviews). These platforms offer comprehensive big data processing and analytics capabilities with strong user satisfaction and extensive review counts. Other notable alternatives are [Starburst](https://www.g2.com/products/starburst/reviews), [Denodo](https://www.g2.com/products/denodo/reviews), and [Cloudera Data Platform](https://www.g2.com/products/cloudera-cloudera-data-platform/reviews). ### What features do alternatives offer that Dremio does not? Dremio lacks native AI/ML integration, in-database machine learning, user access control, real-time analytics, real-time data collection, data distribution, data lake capabilities, and Spark integration, which are available in several alternatives. ### Which Big Data Processing and Distribution tools do reviewers recommend instead of Dremio? Reviewers recommend [Databricks](https://www.g2.com/products/databricks/reviews) for its unified platform combining data engineering, analytics, and machine learning with collaborative notebooks and managed Spark clusters, delivering fast processing and strong AI/ML integration. [Snowflake](https://www.g2.com/products/snowflake/reviews) is favored for its ease of use, elastic scaling, secure data sharing, and separation of compute and storage, enabling efficient large-scale analytics and AI integration. [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) is praised for its serverless architecture, fast query performance on massive datasets, seamless integration with Google Cloud services, and built-in machine learning capabilities. [Starburst](https://www.g2.com/products/starburst/reviews) is recommended for its high-performance federated querying across multiple data sources without data movement, strong security and governance features, and broad ecosystem support. [Denodo](https://www.g2.com/products/denodo/reviews) is noted for its data virtualization capabilities, enabling real-time access to diverse data sources without replication, simplifying data integration and governance. [Cloudera Data Platform](https://www.g2.com/products/cloudera-cloudera-data-platform/reviews) is valued for its comprehensive big data ecosystem, integrating core components like Spark, Hive, and Kafka with strong security and governance, suitable for enterprise-scale workloads. These alternatives provide features and capabilities that address Dremio's limitations, especially in AI/ML integration, real-time analytics, and ease of administration, making them preferred choices among reviewers for big data processing and distribution needs. ### Why do users choose Databricks over Dremio? Users choose [Databricks](https://www.g2.com/products/databricks/reviews) over Dremio primarily for its comprehensive, unified platform that integrates data engineering, analytics, and machine learning workflows. Databricks excels in scalability and collaboration, with 192 mentions of features and 106 mentions of ML integration, making it highly suitable for large-scale data processing and AI-driven projects. Its managed Spark clusters and auto-scaling capabilities reduce infrastructure overhead, enabling teams to focus on development rather than cluster management. Databricks also offers advanced governance through Unity Catalog, fine-grained access controls, and strong integration with cloud services and BI tools, which are critical for enterprise environments. The collaborative notebooks supporting multiple languages (Python, SQL, Scala) and built-in MLflow integration streamline experimentation and deployment, enhancing productivity and reducing tool sprawl. Despite a steeper learning curve and higher cost concerns (71 mentions of expense), users value Databricks for its ability to consolidate multiple data workflows into a single platform, significantly improving operational efficiency and accelerating time to insight. Its AI-powered features like Genie and AgentBricks further differentiate it by enabling natural language querying and AI-assisted code generation, which are not available in Dremio. 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