--- title: Databricks Reviews meta_title: 'Databricks Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 1345 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: 1345 scale: '5' date_modified: '2026-07-17' parent_category: name: Big Data url: https://www.g2.com/categories/big-data --- # Databricks Reviews **Vendor:** Databricks Inc. **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:** 1,345 ## About Databricks Databricks is a unified data and AI platform that helps organizations build, govern and scale data pipelines, analytics, machine learning, AI applications and agents. More than 20,000 organizations worldwide — including adidas, AT&T, Bayer, Block, Mastercard, Rivian, Unilever, and 70% of the Fortune 500 — rely on Databricks to work with enterprise data and AI at scale. Headquartered in San Francisco with 30+ offices around the globe, Databricks offers a unified platform that includes Agent Bricks, Lakeflow, Lakehouse, Lakebase, Genie 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. ## Databricks Pros & Cons **What users like:** - Users praise the **ease of use** and **comprehensive features** of Databricks for data warehousing and ML applications. (192 reviews) - Users praise the **ease of use** of Databricks, enhancing their experience with intuitive interfaces and reliable services. (155 reviews) - Users appreciate the **seamless integrations** of Databricks with AWS and other tools, enhancing daily operations and efficiency. (141 reviews) - Users value the **seamless collaboration** offered by Databricks, enhancing teamwork on data projects with real-time insights. (114 reviews) - Users praise the **integrated analytical features** of Databricks, enhancing collaborative data processing and insight visualization. (113 reviews) - Scalability (111 reviews) - ML Integration (106 reviews) - Users appreciate the **easy integrations** of Databricks, seamlessly connecting with cloud infrastructure and enhancing data management. (102 reviews) - Machine Learning (97 reviews) - Users value the **effective data management features** of Databricks, simplifying their workflows and enhancing decision-making. (87 reviews) **What users dislike:** - Users note a **steep learning curve** initially, with confusing permissions and compute modes affecting usability. (78 reviews) - Users note that the **costs can be quite high** for utilizing Databricks effectively, especially for large data projects. (71 reviews) - Users find a **steep learning curve** with Databricks, especially challenging for newcomers to big data tools. (64 reviews) - Users find the **complexity** of Databricks challenging, especially for smaller teams and initial setup processes. (45 reviews) - Users face **complex setup** challenges initially, though support helps simplify the experience over time. (35 reviews) - Performance Issues (34 reviews) - Users face **unintuitive UI issues** that lead to random errors and complicate the experience for non-technical users. (34 reviews) - Poor UI Design (33 reviews) - Users express frustration over **missing features** in Databricks, limiting its effectiveness for complex deployments and custom setups. (31 reviews) - Cost (29 reviews) ## Databricks Reviews ### 1. End-to-End Data Science Platform for Building, Deploying, and Monitoring Models **Rating:** 4.5/5.0 stars **Reviewed by:** Flavio M. | Enterprise (> 1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** An integrated environment where data scientists can access data, develop models, push them to deployment, and analyze and monitor business outcomes and experiments. **What do you dislike about Databricks?** There is a potentially exponential cost growth that needs very close management. **What problems is Databricks solving and how is that benefiting you?** Accelerate deployment of advanced analytics for decisions in pricing, marketing, collections, risk mngt. **Official Response from Jess Darnell:** > It's great to hear that Databricks is helping accelerate the deployment of advanced analytics for important business decisions. ### 2. Wide Range of Conferences Tailored to Your Needs **Rating:** 4.0/5.0 stars **Reviewed by:** Sofia C. | Enterprise (> 1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** All the conferences and how there are different topics based on your needs. **What do you dislike about Databricks?** Probably the amount of different rooms, and building. There is not like a clear map of everything. **What problems is Databricks solving and how is that benefiting you?** Integrate data in an easy way and use data for people who don’t know much about data engineering **Official Response from Jess Darnell:** > We're glad to hear that you enjoy the wide range of sessions tailored to different needs at DAIS! We understand your concern about the layout and will work on providing clearer maps for our events. ### 3. Innovation We Love **Rating:** 5.0/5.0 stars **Reviewed by:** Fayas K. | Mid-Market (51-1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** There’s constant innovation in the data space, and I really appreciate the pace at which new features are being added to the platform. **What do you dislike about Databricks?** I don’t have anything specific coming to my mind right now. **What problems is Databricks solving and how is that benefiting you?** Build a single platform for data analytics, machine learning, and AI use cases. **Official Response from Jess Darnell:** > We're glad to hear that you appreciate the constant innovation and new features added to our platform. We're committed to providing cutting-edge solutions for data analytics, machine learning, and AI use cases. ### 4. Seamless SQL & Python Notebooks with Flexible, Audience-Friendly Outputs **Rating:** 4.0/5.0 stars **Reviewed by:** Andrew H. | Enterprise (> 1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** The ability to seamlessly integrate SQL, Python, and more into a notebook and then output it into formats that are usable for diverse audiences. **What do you dislike about Databricks?** Tick marks in SQL and non-T-SQL style formatting. **What problems is Databricks solving and how is that benefiting you?** Consolidating variou data sources into a single source of truth which can then be leveraged. **Official Response from Jess Darnell:** > It's great to hear that Databricks is helping you consolidate various data sources into a single source of truth, allowing for better leverage of the data. We're happy to be a part of your data journey. ### 5. Powerful, Intuitive Databricks That Redefines Data Services **Rating:** 5.0/5.0 stars **Reviewed by:** Jeffrey C. | Software Developer, Enterprise (> 1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** Databricks has redefined the way data services can be managed, developed, and deployed. It’s powerful yet intuitive in its design. **What do you dislike about Databricks?** It can be hard to keep up with all of the constantly added products and features in order to build a solid roadmap. **What problems is Databricks solving and how is that benefiting you?** Business insights and analytics. **Official Response from Janelle Glover:** > We're glad to hear that you find Databricks powerful and intuitive. We're constantly working to improve and simplify our products to make them more user-friendly. ### 6. Easy-to-use and very powerful tool, constantly evolving **Rating:** 5.0/5.0 stars **Reviewed by:** Facundo S. | Helpdesk Agent Ssr, Mid-Market (51-1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** It is a very easy-to-use tool and, at the same time, very powerful. **What do you dislike about Databricks?** Really nothing. It is a tool that is constantly evolving, so anything that can be improved is adjusted over time. **What problems is Databricks solving and how is that benefiting you?** Especially the generation of agents and data management. **Official Response from Jess Darnell:** > We're glad to hear that you find Databricks easy-to-use and powerful. Our team is committed to constantly evolving and improving the tool to meet your needs. Thank you for your feedback! ### 7. Efficient Data Management but Needs Better Support **Rating:** 4.0/5.0 stars **Reviewed by:** Harish S. | Enterprise (> 1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** I appreciate Databricks for its 'Unified ops' feature, which helps me track costs and manage instances all in one place. I also found the initial setup to be easy. **What do you dislike about Databricks?** Support **What problems is Databricks solving and how is that benefiting you?** Databricks solves governance and lineage issues while helping me track costs and manage instances in one place. **Official Response from Jess Darnell:** > Thank you for sharing your positive experience with our 'Unified ops' feature and the ease of the initial setup. We apologize for any inconvenience you've experienced with our support and are committed to making improvements in this area. Please connect with our team to let us know how we can help support you better! ### 8. User-Friendly and Widely Adopted—Easy to Find Help and Collaborators **Rating:** 4.5/5.0 stars **Reviewed by:** Felipe A. | Data scientist, Enterprise (> 1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** It’s user-friendly and very popular, which makes it easy to find people who know the tool and can help or work with it. **What do you dislike about Databricks?** It’s very expensive if you don’t have a really solid FinOps practice in place. **What problems is Databricks solving and how is that benefiting you?** It’s helping us scale data usage across the entire company. **Official Response from Jess Darnell:** > We appreciate your input. It's valuable to know that Databricks is making it easier for you to find help and collaborators. We're committed to providing a platform that meets your needs. ### 9. User-Friendly and Packed with AI Features for Custom Analysis **Rating:** 4.5/5.0 stars **Reviewed by:** Fernando Maximiliano E. | Senior Business Intelligence Analyst, Mid-Market (51-1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** It’s really user-friendly and easy to manage. It also offers a wide range of AI features that you can use to build and develop your own analysis **What do you dislike about Databricks?** Nothing at this moment, the best features are yet to come **What problems is Databricks solving and how is that benefiting you?** Big data analysis, Ai feature integration, data migrations **Official Response from Jess Darnell:** > It's great to hear that Databricks is helping you with big data analysis, AI feature integration, and data migrations. We're committed to providing the tools you need for successful data management. ### 10. All-in-One E2E Pipeline in One Place **Rating:** 4.0/5.0 stars **Reviewed by:** Benjamin S. | Lead Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** Having all the e2e pipeline in one place **What do you dislike about Databricks?** How hard it is to run and learn. It’s a huge onboarding cost **What problems is Databricks solving and how is that benefiting you?** It’s all of our data platform, so it makes it possible for us to get a complete data platform with just 1 vendor and ecosystem **Official Response from Aunalisa Arellano:** > Thank you for sharing your feedback! We're glad to hear that having all your e2e pipeline in one place is benefiting you. We understand that the learning curve can be challenging, and we are continuously working to improve our onboarding process to make it easier for our users. Your input is valuable to us, and we appreciate your patience as we strive to enhance the user experience. If you have any specific concerns or need assistance with anything, please feel free to reach out to our support team. We are here to help and ensure you get the most out of your data platform with Databricks. ### 11. End-to-End Data Management and Analytics Solution with AI Agents **Rating:** 4.5/5.0 stars **Reviewed by:** Haolin D. | Course Assistant, Mid-Market (51-1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** It’s end to end service and solution for data management and analytics, as well as ai agent **What do you dislike about Databricks?** Too expensive for Databricks services, want more discount lol **What problems is Databricks solving and how is that benefiting you?** Working on integrating Databricks SQL API but found python package not fit, later use statement API and http call instead **Official Response from Jess Darnell:** > We're glad to hear that you appreciate our end-to-end data management and analytics solution with AI agents. ### 12. Easy-to-Use Infrastructure and Software for DE and ML **Rating:** 5.0/5.0 stars **Reviewed by:** Aniket A. | Senior WebFOCUS Developer, Computer Software, Mid-Market (51-1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** Ease of use of infrastructure and software for DE and ML **What do you dislike about Databricks?** Almost nothing but some times serverless doesn't have all I need **What problems is Databricks solving and how is that benefiting you?** Right now we are building ai agents and it's helping in solving a lot of apps and last mile delivery of our ml problems **Official Response from Janelle Glover:** > We're glad to hear that you find Databricks easy to use! We appreciate your feedback about the serverless option and will continue to work on improving it. ### 13. All-in-One Collaborative Platform for Data, ML, and Analytics **Rating:** 5.0/5.0 stars **Reviewed by:** Fredy G. | Representante de servicio al cliente, Small-Business (50 or fewer emp.) **Reviewed Date:** April 24, 2026 **What do you like best about Databricks?** Databricks brings together data engineering, data science, machine learning, and analytics in a single collaborative environment. You don't need to juggle multiple tools for different tasks. **What do you dislike about Databricks?** Databricks pricing is based on Databricks Units (DBUs), which can be expensive and difficult to estimate upfront. Costs can quickly spiral out of control, especially with auto-scaling clusters. **What problems is Databricks solving and how is that benefiting you?** Creating a unified lakehouse platform that combines data lakes, data warehouses, and machine learning in one place. **Official Response from Jess Darnell:** > Thank you for sharing your feedback. It's great to hear that Databricks is helping you streamline your data engineering, data science, and machine learning tasks. We understand your concerns about pricing and estimating costs, and we are continuously working to provide more transparency and flexibility in our pricing model. ### 14. Ease and Efficiency in Data Management with Databricks **Rating:** 5.0/5.0 stars **Reviewed by:** Clayton R. | Small-Business (50 or fewer emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** I like the ease of Databricks. I also like the orchestration of the pipelines and the data processing. **What do you dislike about Databricks?** I think that the artificial intelligence part is still something embryonic. **What problems is Databricks solving and how is that benefiting you?** I use Databricks for data management with low latency, data transformation, and monthly loading. **Official Response from Janelle Glover:** > It's great to hear that Databricks is helping you with low latency data management, transformation, and loading. We appreciate your support and look forward to continuing to meet your data processing needs. ### 15. Love Genie code **Rating:** 4.0/5.0 stars **Reviewed by:** Patrick M. | Advertising Account Representative, Enterprise (> 1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** All of our data warehouses in a unified platform and Genie code. **What do you dislike about Databricks?** Access and adoption has been a challenge within the organization preventing us from using its full capabilities **What problems is Databricks solving and how is that benefiting you?** I spend less time creating workflows and coding data pipeline and more time answering business questions **Official Response from Jess Darnell:** > We're glad to hear that you appreciate the unified platform and Genie code. We understand that adoption can be a challenge, and we're continuously working to improve accessibility and support within organizations. ### 16. Scalable Unified Analytics with Fast Big Data Processing and Strong Spark Integration **Rating:** 5.0/5.0 stars **Reviewed by:** Anup K. | Business Analyst, Mid-Market (51-1000 emp.) **Reviewed Date:** May 25, 2026 **What do you like best about Databricks?** Scalable data processing, unified analytics platform, fast big data handling, collaborative notebooks, strong Spark integration, efficient data engineering workflows. **What do you dislike about Databricks?** Complex pricing structure, steep learning curve for beginners, cluster management can be confusing, sometimes expensive for smaller teams **What problems is Databricks solving and how is that benefiting you?** Handling large-scale data processing, unifying data engineering and analytics, faster ETL workflows, collaborative data science, scalable machine learning operations **Official Response from Jess Darnell:** > It's great to hear that Databricks is helping you handle large-scale data processing, unify data engineering and analytics, and improve your ETL workflows. We're committed to providing solutions that benefit our users. ### 17. Excellent Platform for Scaling LLMs and Managing Multi-Cloud Data **Rating:** 4.5/5.0 stars **Reviewed by:** Sumit S. | Marketing Manager, Mid-Market (51-1000 emp.) **Reviewed Date:** December 28, 2025 **What do you like best about Databricks?** This platform is excellent for scaling large language models (LLMs) and generative AI applications. It offers a unified location to manage security and access data files across multiple cloud environments. **What do you dislike about Databricks?** Databricks is designed for handling large data sets, so using it for smaller tasks can feel excessive. **What problems is Databricks solving and how is that benefiting you?** This tool removes the long wait times marketers often face when they need a data engineer to create even a basic report. It also enables us to develop our own AI models using our internal documents, all while maintaining security and peace of mind. **Official Response from Janelle Glover:** > It's great to hear that Databricks Data Intelligence Platform is helping you reduce wait times and enabling you to develop AI models using internal documents while maintaining security. We're thrilled to be able to provide these benefits to your team. ### 18. Genie Coding Assistant: A Powerful Boost to Productivity **Rating:** 5.0/5.0 stars **Reviewed by:** Rupali R. | Enterprise (> 1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** Genie coding assistant is really helpful. I also like the dashboard and the MLflow capability. **What do you dislike about Databricks?** Sometimes the context window gets used up quickly and it hangs instead of error message **What problems is Databricks solving and how is that benefiting you?** It is really helpful us kee phi data secure and coding assistant improves productivity **Official Response from Jess Darnell:** > We're glad to hear that you find the Genie coding assistant helpful and that you appreciate the dashboard and MLflow capability. We apologize for the inconvenience with the context window and hanging issue, and we'll work to improve this for a better user experience. ### 19. Easy to Use and Works Great **Rating:** 5.0/5.0 stars **Reviewed by:** Jonatan Andres L. | Ingeniero de desarrollo, Enterprise (> 1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** It is easy to use and the company's support is excellent. I really like that it is multi-cloud. **What do you dislike about Databricks?** I have nothing to complain about, everything is excellent. **What problems is Databricks solving and how is that benefiting you?** Databricks helps us improve the billing process of our organization by providing tools to enhance it. **Official Response from Janelle Glover:** > It's great to hear that Databricks is helping to improve your organization's billing process. We're glad that our tools are benefiting you in this way. ### 20. Databricks Accelerates Value Generation with an Easy Build Platform **Rating:** 5.0/5.0 stars **Reviewed by:** Daniel Thereza F. | Intern, Enterprise (> 1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** Databricks is helping value generation faster for our business since it’s so easy for the analysts and engineers to build on top of it. **What do you dislike about Databricks?** Databricks should improve their cost management features and permission control on workspace level features. **What problems is Databricks solving and how is that benefiting you?** Machine Learning and Data Engineering mostly **Official Response from Aunalisa Arellano:** > Thank you for sharing your feedback on Databricks! We're thrilled to hear that our platform is helping accelerate value generation for your business. We appreciate your suggestions for improving cost management and permission control features, and we will definitely take them into consideration for future enhancements. It's great to hear that Databricks is solving your machine learning and data engineering challenges. If you have any more insights or need further assistance, please feel free to reach out. We're here to help! ### 21. Love Everything About the Platform **Rating:** 4.5/5.0 stars **Reviewed by:** Nadir N. | Co-Founder, Enterprise (> 1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** I like everything about the platform—the features, its capabilities, and the new additions. **What do you dislike about Databricks?** It’s amazing how much things change every day. There are so many changes happening all the time. **What problems is Databricks solving and how is that benefiting you?** Being able to serve data, insights, and analytics to so many people at scale **Official Response from Aunalisa Arellano:** > We're thrilled to hear that you love everything about our platform, including its features and capabilities. We're constantly working to improve and add new features to provide the best experience for our users. Thank you so much for taking the time to leave a review! It means so much to us. ### 22. Comprehensive and Fast, Yet Room for Improvement **Rating:** 4.5/5.0 stars **Reviewed by:** Sr V. | Mid-Market (51-1000 emp.) **Reviewed Date:** June 17, 2026 **What do you like best about Databricks?** I like Databricks for its fast computing capabilities and having all the tools I need in one platform. **What do you dislike about Databricks?** Cluster start ups getting faster. And the virtual environment could be separated. **What problems is Databricks solving and how is that benefiting you?** I use Databricks for data management, having all the tools in one platform. **Official Response from Aunalisa Arellano:** > Thank you for your feedback. We're pleased that you find Databricks helpful for data management. We take your suggestions for faster cluster start-ups and virtual environment separation seriously and will consider them for future improvements. Thank you for taking the time to leave a review! ### 23. A Scalable Platform We Love **Rating:** 4.0/5.0 stars **Reviewed by:** Gagan B. | Senior Solutions Consultant - Analytics, Enterprise (> 1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** A scalable platform for all kinds of workloads. **What do you dislike about Databricks?** Nothing really stands out. The main thing I’d like to see is better interoperability with closed-loop systems such as SAP, Oracle etc. **What problems is Databricks solving and how is that benefiting you?** Provides driving insights and ML/AI enablement for a range of industry use cases. **Official Response from Aunalisa Arellano:** > We're glad to hear that you find Databricks to be a scalable platform for various workloads. We appreciate your feedback about interoperability with closed-loop systems and will take it into consideration for future improvements. Thank you so much for taking the time to leave a review! It means so much to us. ### 24. It's super handy for analytics, scales well, and you can easily rely on it. **Rating:** 4.0/5.0 stars **Reviewed by:** Omar J. | Full Stack Web Developer, Small-Business (50 or fewer emp.) **Reviewed Date:** August 26, 2025 **What do you like best about Databricks?** The best thing about Databricks is that it very easily consolidates data engineering, data science, and analytics – all in one place Therefore, I can process huge data sets quickly, run very complex machine learning operations, all without switching tools. Collaboration through notebooks with my team in real-time really reduced a lot of back and forth that I used to have. **What do you dislike about Databricks?** The big issue is pricing can quickly ramp up if I’m not careful with cluster size or if I forget to turn them off. I had to learn how to use some of the more advanced features, like Unity Catalog and MLflow connectors if I was to use them well. The only thing I would add is an easy interface, like in some BI products. It may be overwhelming for the newbie. **What problems is Databricks solving and how is that benefiting you?** I can construct fraud detection models, run queries over billions of rows, and test proof-of-concepts for clients all on one platform. This cost me days in setting work up. Huge workloads on peak hours will not slow me down as I can scale my computing power instantly. This is why I think Databricks gives me more freedom to play around with data models and machine learning at scale as compared to Snowflake or any other alternative. **Official Response from Aunalisa Arellano:** > We're glad to hear that you find Databricks Data Intelligence Platform handy for analytics and that it consolidates data engineering, data science, and analytics in one place. We understand your concern about pricing and the learning curve for advanced features. We appreciate your feedback and will continue to work on improving the user experience and pricing. ### 25. Scales to Production Pipelines in Minutes **Rating:** 3.5/5.0 stars **Reviewed by:** Matthew Z. | Senior Data Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** June 13, 2026 **What do you like best about Databricks?** The way you scale up to production level pipelines in a mater of minutes. **What do you dislike about Databricks?** The lack of status between job dependencies. Some other products are ahead in the scheduling and dependency department. **What problems is Databricks solving and how is that benefiting you?** Connecting non technical people with the data our tech teams are producing. **Official Response from Jess Darnell:** > We're thrilled to hear that you find our ability to scale up to production pipelines in minutes valuable. We understand your concerns about the lack of status between job dependencies and are actively working to enhance this aspect of our platform. Your feedback is important to us as we continue to improve our scheduling and dependency features. ### 26. Well-Organized and Fun, with the Booth as the Highlight **Rating:** 5.0/5.0 stars **Reviewed by:** Liwei W. | Graduate Student Researcher, Enterprise (> 1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** Well organized with a lot of fun activities! Booth is the highlight **What do you dislike about Databricks?** Limited seats for a session. Many sessions I want to listen, but full **What problems is Databricks solving and how is that benefiting you?** Retrieval from large dataset. Doing analysis on big datasets, availability of many plugin tools for different purposes **Official Response from Jess Darnell:** > We're thrilled to hear that you enjoyed the well-organized and fun activities at DAIS! We apologize for the inconvenience of limited seating and will take your feedback into account for future events. Thank you for sharing the problems Databricks is addressing for you! ### 27. Speeds Development with Intuitive Interface **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User | Enterprise (> 1000 emp.) **Reviewed Date:** June 17, 2026 **What do you like best about Databricks?** I like that Databricks has made developing apps faster and accessing data easier. It's an all-in-one platform that reduces friction and time to deliver. The interface stands out for me, as it's fast and offers amazing flexibility by allowing the ability to choose everything. **What do you dislike about Databricks?** Guidance on how to use the tools in the app could improve. Better onboarding. **What problems is Databricks solving and how is that benefiting you?** Databricks helps me develop apps faster and access data easily, reducing delivery time. The platform's speed and customization options are great. **Official Response from Janelle Glover:** > Thank you for sharing your positive experience with Databricks. We understand the importance of intuitive interfaces and are pleased to hear that it has helped you access data and develop apps faster. We have noted your feedback on the need for better guidance and onboarding. ### 28. Trusted Platform with Secure Data and Reliable Evidence **Rating:** 5.0/5.0 stars **Reviewed by:** Michael W. | staff scientist, Enterprise (> 1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** It’s a platform built on trust, with secure data and reliable evidence. **What do you dislike about Databricks?** The cost of the platform can be very restricting for small users. **What problems is Databricks solving and how is that benefiting you?** We’re trying to empower our simulator technicians. It provides better support for our devices and helps reduce downtime. **Official Response from Janelle Glover:** > We're glad to hear that you appreciate the trustworthiness and security of our platform. Thanks for your feedback! ### 29. Genie Space Keynotes Were Truly Helpful for Developers **Rating:** 5.0/5.0 stars **Reviewed by:** sravan k. | Mid-Market (51-1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** About the Genie Space and keynotes: it was really good and helpful for all developers. **What do you dislike about Databricks?** Nothing I can think of sometimes it’s very expensive as we do not k ke how much to use **What problems is Databricks solving and how is that benefiting you?** MDM Golden record creation Genie space User metrics **Official Response from Janelle Glover:** > We're glad to hear that you found the Genie Spaces discussions and keynotes at our Data + AI Summit helpful! Our goal is to provide valuable resources for our users. ### 30. Efficient ETL and Data Warehousing with Transparent Pricing **Rating:** 5.0/5.0 stars **Reviewed by:** Vivan S. | Small-Business (50 or fewer emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** I like Databricks' transparent pricing and the fast performance that it offers. Also, the initial setup was very easy, which I appreciate. **What do you dislike about Databricks?** Nothing **What problems is Databricks solving and how is that benefiting you?** I use Databricks for ETL and as a data warehouse, which helps with ingesting data from our production script. **Official Response from Aunalisa Arellano:** > Thank you for sharing your positive experience with Databricks! We are thrilled to hear that you appreciate our transparent pricing, fast performance, and easy setup process. It's great to know that Databricks is helping you with ETL and data warehousing, making data ingestion smoother for your production scripts. If you ever have any questions or need assistance, please feel free to reach out to us. We are here to support you every step of the way. ### 31. Exceptional Support and Lightning-Fast Data Processing **Rating:** 5.0/5.0 stars **Reviewed by:** Georges S. | Customer Specialist, Small-Business (50 or fewer emp.) **Reviewed Date:** December 19, 2025 **What do you like best about Databricks?** They make a real effort to understand our needs, which I value. I am also impressed by how quickly they handle large datasets. They offered essential resources for managing and integrating data, and consistently go above and beyond to support their clients. The speed of data processing was truly remarkable. **What do you dislike about Databricks?** The implementation process was seamless, and the platform has been functioning perfectly. I have not encountered any problems to date. I am thoroughly satisfied with the tool and, at this time, have no complaints or dislikes to mention. **What problems is Databricks solving and how is that benefiting you?** This application made it simple for us to connect all our data, which allowed our team to concentrate on more important tasks. It also provides a platform to aggregate and analyze information, helping us maximize the value we get from our data. **Official Response from Janelle Glover:** > It's great to hear that our platform has helped you connect your data so that your team can concentrate on more important tasks. We are pleased to provide a platform for aggregating and analyzing information to help you maximize the value of your data. ### 32. I Love Databricks, but **Rating:** 5.0/5.0 stars **Reviewed by:** Roberto E. | Desarrollador Full Stack y Adminsitrador de Base de datos, Enterprise (> 1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** The speed and ongoing improvements are what I appreciate most, and I’m really enjoying working with Databricks. **What do you dislike about Databricks?** I think isn't provides a lot of opportunities yet in data governance features. **What problems is Databricks solving and how is that benefiting you?** Now, development is better than it was a few years ago. **Official Response from Janelle Glover:** > We're pleased to hear that you are enjoying working with Databricks! Thanks for your feedback. ### 33. Solves Data & AI Problems with Ease **Rating:** 5.0/5.0 stars **Reviewed by:** Saurin P. | Enterprise (> 1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** I like the Genie natural language query feature in Databricks because it is accurate on my data. The initial setup was pretty easy, which was great. **What do you dislike about Databricks?** Dashboarding. **What problems is Databricks solving and how is that benefiting you?** Databricks solves a lot of my data problems and now also addresses AI problems. **Official Response from Jess Darnell:** > We're glad to hear that you find the Genie natural language query feature accurate and the initial setup easy to use. We appreciate your feedback on the dashboarding and will take it into consideration for future improvements. ### 34. Lake base Delivers Really Fast Response **Rating:** 5.0/5.0 stars **Reviewed by:** Bingxue X. | Research Assistant, Enterprise (> 1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** Lake base provides really fast response. It provides applications with very high speed **What do you dislike about Databricks?** Genie some times does work. It sometimes answers wrong answers or incorrect answers. **What problems is Databricks solving and how is that benefiting you?** Our company host our computes on it. And we have models and database on it. **Official Response from Janelle Glover:** > We're glad to hear that you appreciate the fast response provided by Lakebase! We also appreciate your feedback on Genie, and we are continuously working to improve its functionality. ### 35. AI-Powered Data Unification That Delivers **Rating:** 5.0/5.0 stars **Reviewed by:** Jason K. | Sr. Draftsman, Enterprise (> 1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** Data unification with ai and the productivity increase at work **What do you dislike about Databricks?** It feels a bit out of reach for solo devs, especially if you’re just trying it out. **What problems is Databricks solving and how is that benefiting you?** Giving ai access to data in a single place and the tools to innovate **Official Response from Janelle Glover:** > It's great to hear that Databricks is helping you innovate with AI access to data in a single place. We are committed to providing valuable solutions for your data needs. ### 36. Databricks: An Enterprise Backbone **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Hospital & Health Care | Mid-Market (51-1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** Databricks lets you carry out your digital transformation at your own pace. It offers features that both engineers and executives can benefit from, making it useful across different roles and priorities. **What do you dislike about Databricks?** Databricks can feel daunting for new users. With so many options available, it can be difficult for customers to figure out where to start and chart their course. **What problems is Databricks solving and how is that benefiting you?** Establishing trusted enterprise data foundations so the business can use them to deliver higher-value insights and make quicker decisions. **Official Response from Aunalisa Arellano:** > It's great to hear that Databricks is helping you establish trusted enterprise data foundations and deliver higher-value insights for quicker decisions. Thank you for taking the time to leave a review! It really means so much to us. ### 37. Innovation and Speed That Deliver **Rating:** 5.0/5.0 stars **Reviewed by:** Ram T. | Enterprise (> 1000 emp.) **Reviewed Date:** June 17, 2026 **What do you like best about Databricks?** Innovation and speed. The new products are really good **What do you dislike about Databricks?** We don’t need two keynotes; it felt like the session dragged a little. Also, the changing names are confusing for the teams. **What problems is Databricks solving and how is that benefiting you?** A one-stop tool for all my data analytics requirements. **Official Response from Janelle Glover:** > We're glad to hear that you appreciate our innovation and speed in delivering new products. We apologize for any inconvenience caused by the length of the session and the changing names. We'll take your feedback into consideration for future events. ### 38. Databricks: Excellent Training and Seamless Setup **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Research | Enterprise (> 1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** I have attended an excellent Spark course with Databricks a couple of years ago. The training they provide is excellent and helps to upskill new developers. I like the ease of use of the platform and the helpful staff. Setting up training environments for learning is seamless. **What do you dislike about Databricks?** No issues with databricks, my and teammates experiences have been seamless **What problems is Databricks solving and how is that benefiting you?** I find the training from Databricks excellent for upskilling new developers, with seamless setup for learning environments and helpful staff. **Official Response from Janelle Glover:** > We're thrilled to hear that you had an excellent experience with our Spark course and found our platform easy to use. We're committed to providing top-notch training and support to help developers upskill. ### 39. Lakehouse Autoscale Makes Data Sharing Easy **Rating:** 4.0/5.0 stars **Reviewed by:** Arun Babu N. | Enterprise (> 1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** Data-sharing lakehouse with autoscaling and a lake-based foundation. **What do you dislike about Databricks?** It relies too heavily on Spark, and it requires a lot of coding skills. I’d prefer it to be more straightforward and primarily plain SQL-based. **What problems is Databricks solving and how is that benefiting you?** Data sharing, lakehouse analytics, and machine learning. **Official Response from Janelle Glover:** > It's great to hear that Databricks is helping you with data sharing, Lakehouse analytics, and machine learning. We're committed to continuously enhancing our platform to better serve your needs. ### 40. Built on Databricks **Rating:** 5.0/5.0 stars **Reviewed by:** Aaron L. | Director of Alliances, Mid-Market (51-1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** Partner and support staff. Incredibly easy connect with our AE and technical support staff. **What do you dislike about Databricks?** Can feel like I’m being ‘sold to’ too often. **What problems is Databricks solving and how is that benefiting you?** We are creating internal processes and applications that we can then bring to market with our clients. **Official Response from Jess Darnell:** > Thank you for sharing your experience. We strive to provide excellent support and are committed to addressing any concerns you have about feeling 'sold to' too often. ### 41. A Fully Capable Free Data & AI Platform That Gets Projects Running in Minutes **Rating:** 5.0/5.0 stars **Reviewed by:** Marczin T. | Small-Business (50 or fewer emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** Free edition is a fully capable data and AI platform that gets your project off the ground in minutes **What do you dislike about Databricks?** Requires some data engineering knowledge **What problems is Databricks solving and how is that benefiting you?** As a home project I’m building an inventory management system using Databricks Free. And it’s awesome. **Official Response from Jess Darnell:** > We're glad to hear that you find our free edition to be fully capable and easy to get started with for your home project. Thank you for sharing your positive experience! ### 42. Powerful Automation and Easy Setup, But Costly **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User | Small-Business (50 or fewer emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** I like Genie and automation features in Databricks. The chat UI is also something I find beneficial, as it aids in issue diagnosis effectively. Additionally, the initial setup was easy, making it convenient to start using Databricks. **What do you dislike about Databricks?** I feel the cost of Databricks can be a concern, especially because it's based on per use per load of jobs. **What problems is Databricks solving and how is that benefiting you?** I use Databricks for data engineering and transformation, with helpful features like Genie, automation, chat UI, and issue diagnosis. **Official Response from Jess Darnell:** > We're glad to hear that you find Genie and automation features beneficial, as well as the ease of setup. We understand your concern about the cost, and we continuously work to provide value for our customers. We appreciate your feedback! ### 43. Versatile for AI and Dashboarding, Setup Not Seamless **Rating:** 5.0/5.0 stars **Reviewed by:** Jerry S. | Enterprise (> 1000 emp.) **Reviewed Date:** June 17, 2026 **What do you like best about Databricks?** I like everything about Databricks. It's very easy to use, even as a new user. **What do you dislike about Databricks?** It didn't have the data governance properly defined. The initial setup was not that easy. **What problems is Databricks solving and how is that benefiting you?** I use Databricks for AI, everything else, and dashboarding. **Official Response from Aunalisa Arellano:** > We appreciate your positive feedback about Databricks being easy to use for AI and dashboarding. We apologize for any challenges you faced during the initial setup. Your input helps us improve the user experience. ### 44. GenIA and AI/BI that enhance decision-making **Rating:** 4.5/5.0 stars **Reviewed by:** Fabian V. | Enterprise (> 1000 emp.) **Reviewed Date:** June 17, 2026 **What do you like best about Databricks?** GenIA to improve decision-making AI/BI to create solutions **What do you dislike about Databricks?** There was an opportunity for improvement with the creation of client tools, but the customer datalaje solution helps. **What problems is Databricks solving and how is that benefiting you?** Creation of an alert system to quickly identify outliers **Official Response from Aunalisa Arellano:** > Thank you for taking the time to rate Databricks! ### 45. Strong Product Vision and Effortless Ease of Use **Rating:** 5.0/5.0 stars **Reviewed by:** Anupama T. | Principal Data Architect, Enterprise (> 1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** Product vision. Ease of use. Advanced analytics and AI capabilities **What do you dislike about Databricks?** The UI can be better more intuitive. UI changes and leaves users hanging. Would be great to have some prompts when there are changes. **What problems is Databricks solving and how is that benefiting you?** Unified data lake. Business analytics. **Official Response from Jess Darnell:** > We're happy to hear that you value our product vision and ease of use. We understand the importance of a user-friendly UI and are actively working on making it more intuitive. Thank you for sharing your feedback with us! ### 46. All-in-One Tool for Warehousing, Dashboards, and Agent Management **Rating:** 5.0/5.0 stars **Reviewed by:** Blake A. | Senior Data Analyst, Enterprise (> 1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** It lets me handle everything from warehousing to dashboards to agents, all in one place with a single tool. **What do you dislike about Databricks?** Sometimes it feels so large that I get lost. **What problems is Databricks solving and how is that benefiting you?** Cloud warehousing that helps democratize data and enables better AI capabilities. **Official Response from Janelle Glover:** > It's great to hear that Databricks is helping you with cloud warehousing and AI capabilities! ### 47. Data and AI Unified in One Governed Platform **Rating:** 5.0/5.0 stars **Reviewed by:** Abdullah K. | Small-Business (50 or fewer emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** I like that it brings data and AI together in a single platform, with a clear focus on governance. **What do you dislike about Databricks?** The product names seem to change frequently, which can be confusing. **What problems is Databricks solving and how is that benefiting you?** It helps enterprises unify their data in one place. **Official Response from Janelle Glover:** > It's great to hear that Databricks is helping unify enterprise data and providing benefits for your organization. ### 48. Great Environment and an Excellent Technical Session **Rating:** 4.5/5.0 stars **Reviewed by:** Ashish N. | Enterprise (> 1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** Nice environment, and a very good technical session overall. **What do you dislike about Databricks?** The spin-up time for my Spark Databricks cluster. **What problems is Databricks solving and how is that benefiting you?** We use Databricks for data processing, and now, with the introduction of Genie, it has become extremely helpful for building an agent. **Official Response from Aunalisa Arellano:** > We're glad to hear that you enjoyed the Data + AI Summit and found the technical session excellent. We understand the frustration with the spin-up time for your Spark Databricks cluster and are constantly working to improve performance. Thank you for sharing your feedback! ### 49. Unified Platform That’s Easy for Non-Technical Users **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Marketing and Advertising | Mid-Market (51-1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** I like the unification, and I appreciate how easy it is to use for non-technical people as well. **What do you dislike about Databricks?** Some of the features on first GA -availability underperform/deliver **What problems is Databricks solving and how is that benefiting you?** The lake house and having data from all sources in one place. **Official Response from Aunalisa Arellano:** > Thank you for sharing your feedback! We're thrilled to hear that you appreciate Databricks' unification and user-friendly interface. We understand your concerns about certain features underperforming, and we're continuously working to improve our platform. Your input is invaluable in helping us enhance the user experience. If you encounter any specific issues or have suggestions for improvement, please feel free to reach out to our support team. We're here to assist you and ensure you get the most out of Databricks. Thank you for choosing us to help with your data unification needs! ### 50. Powerful, Capability-Rich Platform That Scales Data Work Fast **Rating:** 4.5/5.0 stars **Reviewed by:** James L. | Marketing Manager, Computer Software, Mid-Market (51-1000 emp.) **Reviewed Date:** June 16, 2026 **What do you like best about Databricks?** The sheer volume of capabilities makes it very easy to expand what you do with data rapidly **What do you dislike about Databricks?** The number of tools and naming conventions are a bit hard to navigate **What problems is Databricks solving and how is that benefiting you?** Orchestrating data jobs with the touch of a button **Official Response from Aunalisa Arellano:** > Thank you for sharing your feedback on Databricks! We're thrilled to hear that you find our platform powerful and capable of expanding your data capabilities rapidly. We understand that navigating through various tools and naming conventions can be challenging, and we appreciate your feedback on this. We are constantly working to improve user experience and simplify processes for our customers. If you have any specific suggestions or areas where you would like to see enhancements, please feel free to share them with us. We are here to assist you in maximizing the benefits of orchestrating data jobs with ease. Thank you for choosing Databricks! ## Databricks Discussions - [What is Lakehouse in Databricks?](https://www.g2.com/discussions/what-is-lakehouse-in-databricks) - 4 comments, 2 upvotes - [What are the features of Databricks?](https://www.g2.com/discussions/what-are-the-features-of-databricks) - 4 comments, 2 upvotes - [What does Databricks software do?](https://www.g2.com/discussions/what-does-databricks-software-do) - 3 comments - [What is Databricks unified analytics platform?](https://www.g2.com/discussions/what-is-databricks-unified-analytics-platform) - 3 comments - [View Databricks pricing details and edition comparison](https://www.g2.com/products/databricks/reviews?page=8&qs=pros-and-cons§ion=pricing&secure%5Bexpires_at%5D=2026-07-17+09%3A56%3A40+-0500&secure%5Bsession_id%5D=10cc40ef-25b2-4582-a777-4519e6d6c13f&secure%5Btoken%5D=e92ce3b34fbaf2188b8d5b6c7883755548a011791fd892fbd6792c0c5a4f2a73&format=llm_user) ## Databricks Integrations - [Agentforce Sales (formerly Salesforce Sales Cloud)](https://www.g2.com/products/agentforce-sales-formerly-salesforce-sales-cloud/reviews) - 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[Snowflake](https://www.g2.com/products/snowflake/reviews) - [Spark](https://www.g2.com/products/apache-spark/reviews) - [Spark SQL](https://www.g2.com/products/spark-sql/reviews) - [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) - [Tableau](https://www.g2.com/products/tableau/reviews) - [Visual Studio Code](https://www.g2.com/products/visual-studio-code/reviews) - [Workday HCM](https://www.g2.com/products/workday-hcm/reviews) ## Databricks Features **Reports** - Reports Interface - Steps to Answer - Graphs and Charts - Score Cards - Dashboards **Administration** - Data Modelling - Recommendations - Workflow Management - Dashboards and Visualizations **Management** - Reporting - Auditing **Deployment** - Language Flexibility - Framework Flexibility - Versioning - Ease of Deployment - Scalability **System** - Data Ingestion & Wrangling **Data Preparation** - Connectors - Data Governance **Data Management** - Data Integration - Data Compression - Data Quality - Built-In Data Analytics - In-Database Machine Learning - Data Lake Analytics **Management** - Data dictionary - Data Replication - Query Language - Data Modeling - Performance Analysis **Management** - Business Glossary - Data Discovery - Data Profililng - Reporting and Visualization - Data Lineage **Deployment** - Language Flexibility - Framework Flexibility - Versioning - Ease of Deployment - Scalability **Data Management** - Data Integration - Metadata - Self-service - Automated workflows **Scalability and Performance - Generative AI Infrastructure** - AI High Availability - AI Model Training Scalability - AI Inference Speed **Customization - AI Agent Builders** - Natural Language Configuration - Tone Customization - Security Guardrails **Agentic AI - DataOps Platforms** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Decision Making **Traffic Management & Performance - AI Gateways** - Token-Aware Rate Limiting - Semantic Caching - Multi-Model Routing & Fallbacks **Model Development** - Language Support - Drag and Drop - Pre-Built Algorithms - Model Training **Database** - Real-Time Data Collection - Data Distribution - Data Lake **Data Transformation** - Real-Time Analytics - Data Querying **Compliance** - Sensitive Data Compliance - Training and Guidelines - Policy Enforcement - Compliance Monitoring **Functionality** - Extraction - Transformation - Loading - Automation - Scalability **Management** - Cataloging - Monitoring - Governing - Model Registry **Model Development** - Feature Engineering **Data Modeling and Blending** - Data Querying - Data Filtering - Data Blending **Integration** - AI/ ML Integration - BI Tool Integration - Data lake Integration **Maintenance** - Data Migration - Backup and Recovery - Multi-User Environment **Security** - Access Control - Roles Management - Compliance Management **Operations** - Metrics - Infrastructure management - Collaboration **Analytics** - Analytics capabilities - Dasboard visualizations **Cost and Efficiency - Generative AI Infrastructure** - AI Cost per API Call - AI Resource Allocation Flexibility - AI Energy Efficiency **Functionality - AI Agent Builders** - Omni-channel Support - Agent Branding - Proactive Response Capabilities - Seamless Human Escalation **Governance & Observability - AI Gateways** - Data Privacy - Cost Tracking - Centralized API Key Security **Machine/Deep Learning Services** - Computer Vision - Natural Language Processing - Natural Language Generation - Artificial Neural Networks **Integrations** - Hadoop Integration - Spark Integration **Data Quality** - Data Preparation - Data Distribution - Data Unification **Machine/Deep Learning Services** - Natural Language Understanding - Deep Learning **Deployment** - On-Premise - Cloud **Security** - Data Encryption - User Access Control **Maintainence** - Data Quality Management - Policy Management **Management** - Cataloging - Monitoring - Governing **Monitoring and Management** - Data Observability - Testing capabilities **Generative AI** - AI Text Generation - AI Text Summarization **Integration and Extensibility - Generative AI Infrastructure** - AI Multi-cloud Support - AI Data Pipeline Integration - AI API Support and Flexibility **Data and Analytics - AI Agent Builders** - Analytics & Reporting - Contextual Awareness - Data Privacy Compliance **Deployment** - Managed Service - Application - Scalability **Platform** - Machine Scaling - Data Preparation - Spark Integration **Connectivity** - Hadoop Integration - Spark Integration - Multi-Source Analysis - Data Lake **Performance ** - Scalability **Cloud Deployment** - Hybrid cloud support - Cloud migration capabilities **Generative AI** - AI Text Generation - AI Text Summarization **Generative AI** - AI Text Generation - AI Text Summarization **Security and Compliance - Generative AI Infrastructure** - AI GDPR and Regulatory Compliance - AI Role-based Access Control - AI Data Encryption **Integration - AI Agent Builders** - Workflow Automation - API Usage - Platform Interoperability - CRM Data Integration **Agentic AI - Analytics Platforms** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making **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 - Data Security **Generative AI** - AI Text Generation - AI Text Summarization - AI Text-to-Image **Generative AI** - AI Text Generation - AI Text Summarization **Usability and Support - Generative AI Infrastructure** - AI Documentation Quality - AI Community Activity **Agentic AI - Data Governance** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Decision Making **Deployment & Integration - Analytics Platforms** - No-code Dashboard Builder - Report Scheduling and Automation - Embedded Analytics and White-labeling - Data Source Connectivity **Advanced Analytics** - Predictive Analytics - Data Visualization - Big Data Services **Generative AI** - AI Text Generation - AI Text Summarization **Agentic AI - Data Science and Machine Learning Platforms** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making **Performance & Scalability - Analytics Platforms** - Large data handling and Query Speed - Concurrent User Support **Advanced Analytics & Modeling - Analytics Platforms** - Data Modeling and Governance - Notebook and Script Integration - Built-in Predictive and Statistical Models **Agentic AI Capabilities - Analytics Platforms** - Auto-generated Insights and Narratives - Natural Language Queries - Proactive KPI Monitoring and Alerts - AI Agents for Analytical Follow-ups **Personalized Intelligence - Analytics Platforms** - Behavioral Learning for Contextual Query Refinement - Role-based Insight Personalization - Conversational and Prompt-based Analytics **Building Reports** - Data Transformation - Data Modeling - WYSIWYG Report Design - Integration APIs **Platform** - Mobile User Support - Customization - User, Role, and Access Management - Internationalization - Sandbox / Test Environments - Performance and Reliability - Breadth of Partner Applications ## Top Databricks Alternatives - [Cloudera](https://www.g2.com/products/cloudera/reviews) - 4.1/5.0 (131 reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) - 4.5/5.0 (706 reviews) - [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) - 4.3/5.0 (357 reviews)