--- title: Databricks Reviews meta\_title: 'Databricks Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter 1364 reviews by the users' company size, role or industry to find out how Databricks works for a business like yours. aggregate\_rating: rating\_value: 4.6 review\_count: 1364 scale: '5' date\_modified: '2026-08-11' parent\_category: name: Big Data url: https://www.g2.com/categories/big-data --- # Databricks Reviews & Product Details Visit Website Databricks is the Data and AI company. More than 20,000 organizations worldwide — including adidas, AT&T, Bayer, Block, Mastercard, Rivian, Unilever, and 70% of the Fortune 500 — rely on the Databricks Data + AI Platform to build and scale data and AI apps, analytics, and agents. Headquartered in San Francisco with 30+ offices around the globe, Databricks offers a unified platform that includes Genie, Lakebase, Agent Bricks, Lakeflow, Lakehouse, and Unity Catalog. Founded in 2013 by the original creators of Apache Spark™, Delta Lake, MLflow and Unity Catalog, Databricks is built on an open lakehouse architecture that brings data, analytics and AI together. The platform is used by data engineers, data scientists, analysts, developers, machine learning teams, AI teams and business users to collaborate across the full data and AI lifecycle. Key Databricks capabilities include: - Data engineering: Build, automate and manage reliable batch, streaming and real-time data pipelines. - Analytics and business intelligence: Run SQL analytics, create dashboards and enable business teams to explore data. - Data governance: Discover, secure and manage data and AI assets across teams, clouds and workloads. - Machine learning and AI: Develop models, build generative AI applications and create production-grade AI agents. - Data applications: Build and deploy data-driven applications using governed enterprise data. Available across AWS, Azure and Google Cloud, Databricks helps organizations work across clouds, reduce data silos and simplify collaboration across teams and tools. Customers use Databricks for use cases such as customer personalization, fraud detection, predictive maintenance, real-time analytics, cybersecurity, healthcare research, financial risk management, supply chain optimization and AI-powered decision-making. Databricks is used across industries including financial services, healthcare and life sciences, retail, manufacturing, energy and the public sector. Organizations use the platform to modernize data infrastructure, accelerate AI adoption and turn enterprise data into business value. * * * Product Website Databricks Seller [Databricks Inc.](https://www.g2.com/sellers/databricks-inc) Discussions [Databricks Community](https://www.g2.com/products/databricks/discuss) Languages Supported German, English, French, Italian, Japanese, Korean, Portuguese Solution Type All-in-One Overview by Colette Chavalia Show More ## Value at a Glance Averages based on real user reviews. ### Time to Implement 4 months [ View More Pricing Information ](https://www.g2.com/products/databricks/pricing) ## Databricks Integrations (69) What do users say about integrations? 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SS srikanth s. 6/17/2026 "One-Stop Solution with Robust Security, Needs Better Handling of Large Datasets" 0/5 What do you like best about Databricks? I really appreciate the Databricks Unity Catalog for enforcing data policies, as it’s ready to use and offers enterprise-grade security that helps our data lakehouse with all access controls and compliance. It's a one hub solution, especially valuable for organizations that are tightly governed, like us. We also use Spark as a service, Phoenix, and Fortran Gemini quite a lot, which makes it a perfect solution for our data analytics and data hub. The initial setup was pretty straightforward, involving some architectural discussions with the Databricks team, and it went smoothly over a few months. Review collected by and hosted on G2.com. What do you dislike about Databricks? When acquiring larger data sheets, we often see problems. We are still looking to better refine our data access patterns for end users, especially on bigger datasets which are heavy compute intensive. This makes interactive queries and what-if analysis take quite a bit of time, making them not so interactive for the end users. Review collected by and hosted on G2.com. What problems is Databricks solving and how is that benefiting you? I use Databricks for its enterprise-grade security and compliance, especially with the Unity Catalog, which aids in enforcing data policies and access control. It's a one-stop solution for data analytics and management, crucial for regulated industries like ours. Review collected by and hosted on G2.com. Show More Response from Janelle Glover of Databricks [Editedit](https://www.g2.com/survey_responses/databricks-review-12973662/official_response/edit) We're glad to hear that you appreciate the enterprise-grade security and compliance features of Databricks, including Unity Catalog. We understand the importance of data policies and access control, especially in regulated industries, and we're committed to providing robust solutions in these areas. Validated ReviewerIncentivizedSource: G2 invite on behalf of seller BS Ben S. 12/16/2025 "Severe Pricing Miscalculations and Inadequate Remediation" 0.5/5 What do you like best about Databricks? The platform itself is relatively easy to use and quick to stand up. Initial setup was straightforward, and core workflows were accessible without excessive configuration. From a purely technical standpoint, the product is usable and well-designed. Review collected by and hosted on G2.com. What do you dislike about Databricks? Databricks needs to take real accountability for pricing accuracy and post-sale remediation. Their usage and pricing calculator was materially wrong for our use case (off by ~10x), and we raised concerns early. We never received the level of attention or corrective action needed to resolve it properly. We ended up paying more than 10x the expected cost, with only the final quarter partially rebated, which is not a meaningful remedy. Databricks declined responsibility and instead referenced emails sent after the contract was signed, which did not align with when the issue was identified. This experience has made us seriously reconsider alternatives like Snowflake. My advice to others: be extremely cautious with Databricks’ pricing estimates and assume you will bear the risk if they are wrong. Once the contract is signed, resolution is difficult, and revenue protection appears to take priority over customer outcomes. Review collected by and hosted on G2.com. What problems is Databricks solving and how is that benefiting you? Databricks Data Intelligence Platform helps by crunching the numbers, making it easier for us to handle data analysis for our machine learning models. Review collected by and hosted on G2.com. Show More Response from Janelle Glover of Databricks [Editedit](https://www.g2.com/survey_responses/databricks-review-12102244/official_response/edit) Thank you for your feedback. We understand the importance of accurate and transparent pricing and would like to continue to address the issues you've outlined. Our team recently reached out to you with more details. Please reply to that email so we can continue working towards a solution. We appreciate your ongoing collaboration with this. 1/7/2026 Validated ReviewerSource: Organic JB J B. Enterprise (\> 1000 emp.) 2/22/2023 "Overpriced and doesnt add anything we werent doing before" 0.5/5 What do you like best about Databricks? It does some compute things nicely and there are some security things in place (but not enough!) Review collected by and hosted on G2.com. What do you dislike about Databricks? Trying to automate the infrastructure is difficult, and some things are impossible to automate as they are only available on the web console and not through APIs. Their support is beyond bad. We had to give up working with them as it wasted too much time. Never got a solution in place. Their support is not equipped to debug problems in their own product and they do not give any alternative solutions. I would look elsewhere for datalake solutions. There are more mature technologies out there without the limitations databricks brings. they also are less expensive and easier to deal with. Review collected by and hosted on G2.com. What problems is Databricks solving and how is that benefiting you? ETL Review collected by and hosted on G2.com. Show More Response from Aunalisa Arellano of Databricks [Editedit](https://www.g2.com/survey_responses/databricks-review-7750261/official_response/edit) Thank you for sharing your experience. We regret that we fell short of your expectations. We will use your feedback to make necessary improvements to our platform and support processes. Current UserValidated ReviewerSource: Organic ## Questions about Databricks? Ask real users or explore answers from the community Get practical answers, real workflows, and honest pros and cons from the G2 community or share your insights. [ Ask about Databricks ](https://www.g2.com/products/databricks/discussions/new) GU Guest User • Last activity almost 2 years ago What is Lakehouse in Databricks? 2 Upvotes 4 [ Join the conversation ](https://www.g2.com/discussions/what-is-lakehouse-in-databricks) GU Guest User • Last activity 27 days ago What are the features of Databricks? 2 Upvotes 4 [ Join the conversation ](https://www.g2.com/discussions/what-are-the-features-of-databricks) [ View all Discussions ](https://www.g2.com/products/databricks/discuss) ## Pricing Insights Averages based on real user reviews. ### Time to Implement 4 months ### Return on Investment 12 months ### Average Discount 14% ### Perceived Cost $$$$$ [ View More Pricing Information ](https://www.g2.com/products/databricks/pricing) ## How much does Databricks cost? Data powered by [BetterCloud](https://www.bettercloud.com). Estimated Price ### $$k - $$k Per Year Based on data from 29 purchases. Get Price Estimate Databricks Comparisons ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_2b00e05c107c3273cea5264090c3c1d0/snowflake.jpg "Product Avatar Image") Snowflake 4.6/5(764) [ Compare Now ](https://www.g2.com/compare/databricks-vs-snowflake) ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_d1fd454b6f4ef5fb0bbdaabe8681b035/cloudera.png "Product Avatar Image") Cloudera 4.1/5(136) [ Compare Now ](https://www.g2.com/compare/cloudera-vs-databricks) ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_96b275379465d759df5bffd0099d849a/google-cloud-bigquery.png "Product Avatar Image") BigQuery 4.5/5(1,224) [ Compare Now ](https://www.g2.com/compare/databricks-vs-google-cloud-bigquery) ##### ##### Databricks Features Database Real-Time Data Collection Data Distribution Data Lake Integrations Spark Integration Platform Machine Scaling Data Preparation Spark Integration Processing Cloud Processing Workload Processing [ View More Features ](https://www.g2.com/products/databricks/features) ## Top-Rated Alternatives [ ![Cloudera](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Cloudera") Cloudera 4.1/5(136) ](https://www.g2.com/products/cloudera/reviews) [ ![Snowflake](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Snowflake") Snowflake 4.6/5(764) ](https://www.g2.com/products/snowflake/reviews) [ ![Teradata Autonomous Knowledge Platform](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Teradata Autonomous Knowledge Platform") Teradata Autonomous Knowledge Platform 4.3/5(376) ](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) [ View All Alternatives ](https://www.g2.com/products/databricks/competitors/alternatives) ##### Categories on G2 [AI Agent Builders](https://www.g2.com/categories/ai-agent-builders)[Analytics Platforms](https://www.g2.com/categories/analytics-platforms)[Data Visualization](https://www.g2.com/categories/data-visualization-tools) [AI Agent Builders](https://www.g2.com/categories/ai-agent-builders)[Analytics Platforms](https://www.g2.com/categories/analytics-platforms)[Data Visualization](https://www.g2.com/categories/data-visualization-tools)[Application Development Platforms](https://www.g2.com/categories/application-development-platforms)[ETL Tools](https://www.g2.com/categories/etl-tools)[Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms)[Database as a Service (DBaaS)](https://www.g2.com/categories/database-as-a-service-dbaas)[Data Governance](https://www.g2.com/categories/data-governance-tools)[Big Data Processing and Distribution](https://www.g2.com/categories/big-data-processing-and-distribution)[Big Data Analytics](https://www.g2.com/categories/big-data-analytics)[Generative AI Infrastructure](https://www.g2.com/categories/generative-ai-infrastructure)[MLOps Platforms](https://www.g2.com/categories/mlops-platforms)[Data Warehouse](https://www.g2.com/categories/data-warehouse)[DataOps Platforms](https://www.g2.com/categories/dataops-platforms)[AI Gateways](https://www.g2.com/categories/ai-gateways)[Data Management Software](https://www.g2.com/categories/data-management-software) [Show MoreShow Less](javascript:void(0);) ##### Explore More [What is the most reliable yard management software for a busy distribution center that needs real-time dock and trailer visibility without manual whiteboard updates?](https://www.g2.com/discussions/yard-management-what-is-the-most-reliable-yard-management-software-for-a-busy-distribution-center-that-needs-real-tim)[What platform provides analytics on service desk performance?](https://www.g2.com/discussions/what-platform-provides-analytics-on-service-desk-performance)[Which AI legal tool is best for case law analysis?](https://www.g2.com/discussions/which-ai-legal-tool-is-best-for-case-law-analysis) [User research software comparison for software companies](https://www.g2.com/discussions/user-research-software-comparison-for-software-companies)[Which ETO ERP options have good mobile access for shop floor and field service teams who need to update job status without going back to a desktop?](https://www.g2.com/discussions/which-eto-erp-options-have-good-mobile-access-for-shop-floor-and-field-service-teams-who-need-to-update-job-status-without-going-back-to-a-desktop)[Pros and Cons Details](https://www.g2.com/products/databricks/reviews?qs=pros-and-cons) [Show MoreShow Less](javascript:void(0);)