--- title: Cloudera Reviews meta_title: 'Cloudera Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 198 reviews by the users' company size, role or industry to find out how Cloudera works for a business like yours. aggregate_rating: rating_value: 4.2 review_count: 198 scale: '5' date_modified: '2026-09-11' parent_category: name: Big Data url: https://www.g2.com/categories/big-data --- # Cloudera Reviews **Vendor:** Cloudera **Category:** [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution) **Average Rating:** 4.2/5.0 **Total Reviews:** 198 **AI Enabled:** This product embeds AI to enhance or extend its core functionality. ## About Cloudera Cloudera is the only hybrid data and AI platform company that large organizations trust to bring AI to their data anywhere it lives. Unlike other providers, Cloudera delivers a consistent cloud experience that converges public clouds, on-prem data centers, and the edge, leveraging a proven open-source foundation. As the pioneer in big data, Cloudera empowers businesses to apply AI and assert control over 100% of their data, in all forms, improving security, governance, and real-time and predictive insights. The world’s largest brands across all industries rely on Cloudera to transform decision-making and ultimately boost bottom lines, safeguard against threats, and save lives. The Cloudera data and AI platform includes: Cloudera AI: Deploy and scale any AI model, anywhere. Cloudera brings compute to governed data where it lives for Private AI anywhere by design. Complete control, security, and governance of mission-critical data, models, agents, and inference ensure faster sovereign AI deployments. Cloudera Data-in-Motion: Make fast decisions from real-time data anywhere. Move data with any structure from any source to any destination seamlessly across hybrid environments, enabling in-the-moment business-critical decisions by processing and analyzing real-time data anywhere, from the edge to AI, as business happens. Cloudera Open Data Lakehouse: Process any data, anywhere, for actionable insights. Make smart decisions with an open data lakehouse powered by Apache Iceberg that delivers trusted, reliable, and unified data to fuel agents, AI applications, and analytics, improving collaboration, breaking silos, and simplifying sharing. Cloudera Unified Data Fabric: Unify security and governance across the entire data estate. Move beyond fragmented data management: Break down silos and connect disparate data sources intelligently and securely to provide a unified view of all organizational data and centralized end-to-end control across complex hybrid data environments. ## Cloudera Pros & Cons Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews. **What users like:** - Users praise the **user-friendly interface** of Cloudera, highlighting its simplicity in managing big data efficiently. (22 reviews) - Users value the **easy scalability** of Cloudera, enabling efficient management of large amounts of data effortlessly. (17 reviews) - Users value the **robust security features** of Cloudera, ensuring safe and reliable data management across platforms. (9 reviews) - Users value the **comprehensive suite of tools** in Cloudera for effective data management and analytics. (8 reviews) - Users find Cloudera's **scalability and centralized administration** invaluable for efficient monitoring and management of data processes. (8 reviews) - Performance (8 reviews) - Automation (6 reviews) - Customer Support (6 reviews) - Easy Integrations (6 reviews) - Data Security (5 reviews) **What users dislike:** - Users express concerns over the **high costs** of Cloudera, noting it's expensive for its complexity and maintenance. (16 reviews) - Users find Cloudera's database to be **complex** , making it challenging for inexperienced professionals to utilize effectively. (7 reviews) - Users find Cloudera's setup **difficult to learn** , particularly challenging for beginners without adequate tutorials or guidance. (5 reviews) - Users find the **poor documentation** of Cloudera frustrating, complicating navigation and setup for complex data configurations. (4 reviews) - Users often face **access issues** with Cloudera, particularly with unauthorized errors in Airflow tasks and limited documentation. (3 reviews) - Beginner Unfriendliness (3 reviews) - Integration Issues (3 reviews) - Complex Processes (2 reviews) - Complex Setup (2 reviews) - Cost (2 reviews) ## Cloudera Reviews ### 1. Powerful Hybrid Big Data Platform, Though the UI and Pricing Could Improve **Rating:** 3.5/5.0 stars **Reviewed by:** Tamado S. | Lead Data Engineer, Enterprise (> 1000 emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through LinkedIn **Incentivized:** This reviewer was offered a nominal incentive as thanks for completing this review. **Source: Seller invite:** Invitation from a seller or affiliate. This reviewer was offered a nominal incentive as thanks for completing this review. **Reviewed Date:** September 02, 2026 **What do you like best about Cloudera?** What I value most is having access to a stable, up-to-date big data stack that I can run on premises. I also like the flexibility to deploy the platform on premises, in a public cloud, or in a hybrid setup—whatever best fits the environment. Cloudera data services, in particular, feels like a game changer. It enables users to quickly deploy warehouses, run data engineering jobs, build end-to-end machine learning pipelines, deploy ML models as API/web applications, and roll out LLMs as inference services for enterprise AI. On top of that, Cloudera support has been very helpful and generally responds quickly. Cloudera is also easy to integrate with our customers existing stack, whether BI tools like Qlik and Tableau, or ETL like Talend and IBM DataStage. It's easy to setup connections from Hive/Impala to Talend for ETL purpose, and then connect them also to Qlik for dashboards. **What do you dislike about Cloudera?** The UI can feel a bit clunky at times and doesn’t come across as very modern. Also, because it’s geared toward stability, integrating some cutting-edge tools with the Cloudera stack can be quite difficult. On top of that, a few of our customers have mentioned that the pricing feels on the higher side compared with competitors. **What problems is Cloudera solving and how is that benefiting you?** We help implement Cloudera for data warehouse migration and modernization, big data initiatives, and Generative AI initiatives. For data warehouse modernization and big data initiatives, our customers benefit from a modern data lakehouse stack, improved performance, and reduced data silos by creating a single source of truth on top of Cloudera. With Cloudera data services, our customers can explore data faster and run ad-hoc reports more easily, powered by Cloudera Data Explorer and Impala on top of virtual warehouses. Cloudera AI also helps our customers get started with their Generative AI use cases, enabling them to quickly create LLM-powered apps without needing to manually set up infrastructure and security. ### 2. Amazing Cloudera Support Team When It Matters Most **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Hospital & Health Care | Mid-Market (51-1000 emp.) This reviewer's identity has been verified by our review moderation team. They have asked not to show their name, job title, or picture. **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through a business email account added to their profile **Incentivized:** This reviewer was offered a nominal incentive as thanks for completing this review. **Source: Seller invite:** Invitation from a seller or affiliate. This reviewer was offered a nominal incentive as thanks for completing this review. **Reviewed Date:** September 07, 2026 **What do you like best about Cloudera?** The support team we get with Cloudera is amazing. I mean, they’re great people, and honestly they helped us out a bunch when we were knee-deep in trouble, so I really appreciate the support team. **What do you dislike about Cloudera?** Cloudera upgrades can sometimes be complex because of dependencies between different services, parcels, Java versions, and configuration changes. Planning and validation are important to avoid impacting production workloads. **What problems is Cloudera solving and how is that benefiting you?** Cloudera provides a centralized platform for managing and monitoring Hadoop clusters and services. It helps us manage components like HDFS, YARN, Hive, Kafka, Ranger, and ZooKeeper from a single interface, making cluster administration, monitoring, configuration management, and troubleshooting more efficient. It also helps us maintain cluster stability and identify issues before they significantly impact production workloads. ### 3. Streamlined Migration, Excellent Usability **Rating:** 4.0/5.0 stars **Reviewed by:** mohan t. | Small-Business (50 or fewer emp.) **Validated Reviewer:** Validated through a business email account added to their profile **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** I like that Cloudera allows organizations to leverage modern platforms to run legacy workloads, which helps in getting out of SAS licenses, hardware, and maintenance. I enjoy the idea of 'Cloudera anywhere,' where models can utilize Cloudera data anywhere after migrating from SAS. The initial setup was very easy, which is a big plus for me. **What do you dislike about Cloudera?** I feel like Cloudera is a bit late in the AI and unified data market. Other tech companies had oriented themselves towards these areas a few years earlier than Cloudera did. **What problems is Cloudera solving and how is that benefiting you?** Cloudera allows us to run legacy SAS workloads on a modern platform, helping customers move away from costly SAS licenses, hardware, and maintenance. ### 4. Fast Platform with Quality Tools and Advanced Tech Stack **Rating:** 4.0/5.0 stars **Reviewed by:** Chess G. | Small-Business (50 or fewer emp.) **Validated Reviewer:** This review contains authentic analysis and has been reviewed by our team **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 19, 2026 **What do you like best about Cloudera?** I use Cloudera for our central data platform, and it's fast with standard tools that help in building pipelines quicker. I appreciate the quality of the platform and value its advanced tech stack, particularly Iceberg and Spark, which help in retrieving and computing data faster. The initial setup was easy for our team, and the platform's capabilities make it quite recommendable. **What do you dislike about Cloudera?** I think Cloudera could improve with faster onboarding of new tech stacks. It would help if they did regular research to keep up with advancing technologies. **What problems is Cloudera solving and how is that benefiting you?** I find Cloudera speeds up my data retrieval and computation. The platform's standard tools make building my pipelines faster. ### 5. Empowers AI Development with Privacy and Scalability **Rating:** 4.0/5.0 stars **Reviewed by:** Raymond S. | Small-Business (50 or fewer emp.) **Validated Reviewer:** This review contains authentic analysis and has been reviewed by our team **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 19, 2026 **What do you like best about Cloudera?** I used Cloudera AI Studio to build agents, and it provides guidance and direction to make AI agents while confirming the guardrails. I like the full suite of cloud and AI solutions it offers. With the local LLM, we can maintain privacy, which is important. The AI Studio is the main tool I use, and scalability and price were key factors in switching from AWS. The initial setup was easy. **What do you dislike about Cloudera?** Nothing **What problems is Cloudera solving and how is that benefiting you?** I use Cloudera AI Studio to build agents with privacy-keeping local LLM, utilizing Iceberg for data storage, which guides and maintains guardrails. ### 6. Cloudera Pros and Cons **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.) This reviewer's identity has been verified by our review moderation team. They have asked not to show their name, job title, or picture. **Validated Reviewer:** This review contains authentic analysis and has been reviewed by our team **Source: G2 Gives Campaign:** G2 Gives Campaign. This reviewer was not provided any incentive by G2 for completing this review. **Reviewed Date:** September 08, 2026 **What do you like best about Cloudera?** A hybrid data platform approach that enables organizations to manage, govern, and analyze data across on-premises systems, public clouds, and edge environments in a more unified and consistent way. Its main strength is the unified platform for data engineering, analytics, and AI. **What do you dislike about Cloudera?** Cloudera could be complex and expensive, especially for organizations that do not need a full enterprise-scale data platform. Its steeper learning curve, and the need for skilled teams to manage it. **What problems is Cloudera solving and how is that benefiting you?** To help handling large, messy, distributed data that is too expensive or too rigid for traditional data warehouses. It helps organizations store, process, govern, and analyze data across different systems while keeping batch, SQL, search, and real-time workloads in one platform. ### 7. Efficient Data Analysis with Centralized Management **Rating:** 4.5/5.0 stars **Reviewed by:** Nelson Z. | Mid-Market (51-1000 emp.) **Validated Reviewer:** This review contains authentic analysis and has been reviewed by our team **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** I like the CM manager, which serves as a central management tool. It provides great visibility of the whole cluster and is easy to maintain and troubleshoot. I also appreciated that the initial setup of Cloudera was comprehensively done by Cloudera Professional Services, ensuring everything was correctly set up from the start. **What do you dislike about Cloudera?** I have some issues with Cloudera's integration with hardware status. **What problems is Cloudera solving and how is that benefiting you?** I use Cloudera for analyzing large data. Its CM manager gives me visibility of the whole cluster and makes maintenance and troubleshooting easier. ### 8. Quality Product with Professional Services and Reliable After-Sales Support **Rating:** 5.0/5.0 stars **Reviewed by:** Jian Ming P. | Assistant Manager (Data Management, DataOps & AI Services), Mid-Market (51-1000 emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through LinkedIn **Source: Organic:** Organic review. This review was written entirely without invitation or incentive from G2, a seller, or an affiliate. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** Professional services, quality product, and reliable after-sales support. **What do you dislike about Cloudera?** Component integration is complicated and comes with a steep learning curve. On top of that, certification for some components tends to get delayed. **What problems is Cloudera solving and how is that benefiting you?** Making sense of big data and managing a very large data estate with high uptime. ### 9. Intuitive, User-Friendly UI That Just Works **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Banking | Small-Business (50 or fewer emp.) This reviewer's identity has been verified by our review moderation team. They have asked not to show their name, job title, or picture. **Validated Reviewer:** Validated through LinkedIn **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** Cloudera stands out for several core capabilities, particularly for enterprises managing complex, large-scale data ecosystems.

Hybrid and multi-cloud flexibility: Cloudera’s “write once, run anywhere” philosophy helps organizations manage workloads smoothly across public clouds, private data centers, and the edge.

Enterprise-grade governance and security: With features like Shared Data Experience (SDX), it offers centralized access control, auditing, and end-to-end data lineage across environments.

Open data lakehouse architecture: Built on open standards like Apache Iceberg, it supports analytics and machine learning directly on large-scale data while avoiding vendor lock-in.

Integrated open-source stack: It combines major big data engines—such as Apache Spark, Kafka, Hive, and NiFi—into a single, managed platform. **What do you dislike about Cloudera?** The AI’s answers sometimes contain mistakes. **What problems is Cloudera solving and how is that benefiting you?** making work simple ### 10. Robust Data Analysis Tool with Complex Setup **Rating:** 4.5/5.0 stars **Reviewed by:** Shao Wei . | Mid-Market (51-1000 emp.) **Validated Reviewer:** This review contains authentic analysis and has been reviewed by our team **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** I like Cloudera's Cloudera Manager (CM) for its role in ease deployment. Even though the initial setup was difficult, Cloudera handled it, which I appreciate. The ability to manage and deploy efficiently is something I find valuable. **What do you dislike about Cloudera?** I find Cloudera too complicated. I found the initial setup difficult, but it was done by Cloudera. **What problems is Cloudera solving and how is that benefiting you?** I use Cloudera to analyze big data, solving the issue of data being too huge. I like Cloudera Manager for its ease of deployment. ### 11. Loved the Sharing Session Experience **Rating:** 4.0/5.0 stars **Reviewed by:** Zhenghao X. | Operations Change Analyst, Small-Business (50 or fewer emp.) **Validated Reviewer:** Validated through LinkedIn **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** The UI and the features are great, it’s good **What do you dislike about Cloudera?** The ai still has room for improvement, it could be better **What problems is Cloudera solving and how is that benefiting you?** Cloudera provides a unified platform to manage massive enterprise datasets, eliminating data silos across on-premise and cloud environments. It streamlines large-scale data processing pipelines and accelerates our data science workflows by enabling seamless model training and deployment. This has significantly reduced query latency, cut infrastructure management overhead, and empowered our team to deliver faster, data-driven business insights. ### 12. A Great Product for Customers in the Philippines **Rating:** 5.0/5.0 stars **Reviewed by:** Julienne Eighrielle M. | Small-Business (50 or fewer emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** This review contains authentic analysis and has been reviewed by our team **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 19, 2026 **What do you like best about Cloudera?** Its was a great product that we can offer to our customers in the Philippines. **What do you dislike about Cloudera?** The Pricing is high so we cannot offer it to small business account **What problems is Cloudera solving and how is that benefiting you?** For the CEO LEVEL, reportings, open source ### 13. On cloudera Is Fantastic **Rating:** 5.0/5.0 stars **Reviewed by:** Ambika K. | Enterprise (> 1000 emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** This review contains authentic analysis and has been reviewed by our team **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** On cloudera is fantastic. Good for business analytics use case **What do you dislike about Cloudera?** Cdp public cloud support is weak. Need more attention here. **What problems is Cloudera solving and how is that benefiting you?** Its one single framework where you can run use cases, perform analytics, governance, lineage ### 14. Secure & flexible **Rating:** 4.5/5.0 stars **Reviewed by:** Rahul . | Enterprise (> 1000 emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** This review contains authentic analysis and has been reviewed by our team **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** On prem llm capabilities which most of the prospects and clients appreciate. **What do you dislike about Cloudera?** Steep learning curve and complex set up process. **What problems is Cloudera solving and how is that benefiting you?** Managing scattered data, securing it and leveraging it to power analytics ### 15. Easy to Navigate and Get Tasks Done, with a Small Learning Curve **Rating:** 3.5/5.0 stars **Reviewed by:** gaboy g. | Enterprise (> 1000 emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** This review contains authentic analysis and has been reviewed by our team **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** it’s easy to navigate and complete tasks with **What do you dislike about Cloudera?** it’s not a cloudera problem it’s a me problem **What problems is Cloudera solving and how is that benefiting you?** it allows me to process huge datasets and automate data pipelines ### 16. Excellent Security Administration **Rating:** 5.0/5.0 stars **Reviewed by:** siva b. | Data Analytics Lead, Mid-Market (51-1000 emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** This review contains authentic analysis and has been reviewed by our team **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 19, 2026 **What do you like best about Cloudera?** Security administration services thru Ranger, ease of implementation **What do you dislike about Cloudera?** Data Services separated from Data Engineering Products **What problems is Cloudera solving and how is that benefiting you?** Big data analytics and Machine Learning algorithms execution and Cloudera Data Science Platform ### 17. Apache Iceberg Support Makes It a Strong Choice **Rating:** 4.0/5.0 stars **Reviewed by:** vincent L. | Small-Business (50 or fewer emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** This review contains authentic analysis and has been reviewed by our team **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 19, 2026 **What do you like best about Cloudera?** it has apache iceberg for open table format **What do you dislike about Cloudera?** it is not integrated with microsoftplatform **What problems is Cloudera solving and how is that benefiting you?** it is to use AI agents and it smooths the workflow ### 18. Adaptable Open Standards Without Compromising Security **Rating:** 4.5/5.0 stars **Reviewed by:** Mohd Marzuq Ikram M. | Vice President, Head of Analytics Engineering, Group Data & Analytics, Mid-Market (51-1000 emp.) **Validated Reviewer:** Validated through LinkedIn **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 19, 2026 **What do you like best about Cloudera?** Ability to adapt to various technologies and using open standards without comprising security. **What do you dislike about Cloudera?** Open source also have the downside of having various patches and upgrades to fix issues where we as clients are playing catchup. **What problems is Cloudera solving and how is that benefiting you?** We are able to consolidate data from various sources and now we are able to track lineage of our data from end to end ### 19. Loving the New Agentic AI Developments **Rating:** 5.0/5.0 stars **Reviewed by:** Prashant D. | Enterprise (> 1000 emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** This review contains authentic analysis and has been reviewed by our team **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** The Agentic AI developments which were released today. **What do you dislike about Cloudera?** Nothing as of now, all features look good. **What problems is Cloudera solving and how is that benefiting you?** Solving Industry problems for customers ### 20. On-Premise Deployment Done Right **Rating:** 5.0/5.0 stars **Reviewed by:** Timotius N. | Enterprise (> 1000 emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** This review contains authentic analysis and has been reviewed by our team **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 19, 2026 **What do you like best about Cloudera?** on premise deployment, workspace provisioning **What do you dislike about Cloudera?** hard to upgrade, a little bit late for Agentic solution **What problems is Cloudera solving and how is that benefiting you?** Big Data Lake, CML ### 21. Easy to Understand with Strong Open-Format Data Support **Rating:** 4.0/5.0 stars **Reviewed by:** Senthil N. | Small-Business (50 or fewer emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** This review contains authentic analysis and has been reviewed by our team **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 19, 2026 **What do you like best about Cloudera?** Ease of understanding and support for open format data **What do you dislike about Cloudera?** Nothing specific of any concern. May be pricing **What problems is Cloudera solving and how is that benefiting you?** Data engineering ### 22. Feature-Rich and Easy to Use **Rating:** 5.0/5.0 stars **Reviewed by:** t s. | Small-Business (50 or fewer emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** This review contains authentic analysis and has been reviewed by our team **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 19, 2026 **What do you like best about Cloudera?** features, easy of use lots of integrations **What do you dislike about Cloudera?** support responsiveness, sometimes scan be hard to contact **What problems is Cloudera solving and how is that benefiting you?** ingegrate with business solutions ### 23. Love Sparkr3, bigdatA, iceburg, yarn, hive, and AI **Rating:** 4.5/5.0 stars **Reviewed by:** Guntupalli K. | Lead platform manger, Enterprise (> 1000 emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through a business email account added to their profile **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** Sparkr3, bigdatA, iceburg, yarn, hive,ai **What do you dislike about Cloudera?** More expensive for the maintenance cost. **What problems is Cloudera solving and how is that benefiting you?** Query processing ### 24. Solution Architect **Rating:** 3.5/5.0 stars **Reviewed by:** Rohit S. | Enterprise (> 1000 emp.) **Validated Reviewer:** Validated through a business email account added to their profile **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** No need to manage CVE and upgrade the tech stack **What do you dislike about Cloudera?** No free credit to try new services which make it difficult to champion it internally **What problems is Cloudera solving and how is that benefiting you?** Faster performance for the tech stack they support. It also takes away the stress of managing and upgrading Spark and other related components. ### 25. Wonderful Product Support and Professional Services **Rating:** 5.0/5.0 stars **Reviewed by:** GURU P R. | Mid-Market (51-1000 emp.) **Validated Reviewer:** Validated through a business email account added to their profile **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** Wonderful product support and professional services. They are very helpful in understanding issues and helping to resolve them **What do you dislike about Cloudera?** Version upgrades are extremely complex and too many dependencies **What problems is Cloudera solving and how is that benefiting you?** Rapid development and deployment of ML models Cloudera AI workbench is a simple and effective tool for development. ### 26. Hybrid Technology That Delivers **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Enterprise (> 1000 emp.) This reviewer's identity has been verified by our review moderation team. They have asked not to show their name, job title, or picture. **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** This review contains authentic analysis and has been reviewed by our team **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** I like it because of the hybrid nature of the technology **What do you dislike about Cloudera?** There is not much to dislike as I have been a long time user **What problems is Cloudera solving and how is that benefiting you?** It is helping me solve some of the industry problems where I am working with customers in the banking sector ### 27. Safe, Secure Cloud Software Trusted by Big Companies **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Financial Services | Enterprise (> 1000 emp.) This reviewer's identity has been verified by our review moderation team. They have asked not to show their name, job title, or picture. **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** This review contains authentic analysis and has been reviewed by our team **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** it is a safe and protected cloud software and many big companies are using it **What do you dislike about Cloudera?** sometimes it’s slow because a lot of people are using it **What problems is Cloudera solving and how is that benefiting you?** It helps by querying and joining different tables together, which makes it easier to work with related data. ### 28. Cloudera’s Tech Updates Keep Us Ahead **Rating:** 5.0/5.0 stars **Reviewed by:** Ovaise N. | Enterprise (> 1000 emp.) **Validated Reviewer:** Validated through LinkedIn **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** Tech update that Cloudera provides are to the dot. Capabilities provided are as the are presented. Hardly and challenges after upgrades **What do you dislike about Cloudera?** One of the requirement for support is generally repeated asks for logs and documentation **What problems is Cloudera solving and how is that benefiting you?** AI use cases and our next-best-action usecases including personalisation ### 29. Versatile Pipelines for Data Science with Structured and Unstructured Data **Rating:** 4.5/5.0 stars **Reviewed by:** Venkata Bhaskar G. | A, Mid-Market (51-1000 emp.) **Validated Reviewer:** Validated through a business email account **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 19, 2026 **What do you like best about Cloudera?** It lets me create pipelines ranging from simple to complex using both structured and unstructured data. It’s very useful for data science projects. **What do you dislike about Cloudera?** The costs of working with existing clients can be considerable. **What problems is Cloudera solving and how is that benefiting you?** Data Engineering and Data Science requirements for fraud, money laundering, etc. ### 30. Safe, Reliable, and Easy to Trust **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Financial Services | Enterprise (> 1000 emp.) This reviewer's identity has been verified by our review moderation team. They have asked not to show their name, job title, or picture. **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** This review contains authentic analysis and has been reviewed by our team **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** It is safe and reliable to use, also has good services. **What do you dislike about Cloudera?** the platform can be slow when multiple people are using **What problems is Cloudera solving and how is that benefiting you?** It helps me query and join different tables, which makes it easier for me to work with my data. ### 31. Creates Real Customer Value and Serves Us Better **Rating:** 4.0/5.0 stars **Reviewed by:** Michael Y. | Assoviate, Small-Business (50 or fewer emp.) **Validated Reviewer:** Validated through a business email account added to their profile **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** I love how it serve us better as customers and show us how they create value **What do you dislike about Cloudera?** Nothing too grieving but they could do well to include investors into the digital ecosystem **What problems is Cloudera solving and how is that benefiting you?** AI and CRM cloud management system ### 32. Cloudera: A Next-Gen Data, Cloud, and AI Platform That Works Anywhere **Rating:** 5.0/5.0 stars **Reviewed by:** Tushar G. | Mid-Market (51-1000 emp.) **Validated Reviewer:** Validated through a business email account added to their profile **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** Cloudera is a next-generation platform for data, cloud, and AI solutions that work anywhere. **What do you dislike about Cloudera?** Nothing specific to point out—everything is great. **What problems is Cloudera solving and how is that benefiting you?** Big data platform. It provides a centrally governed foundation for key banking workloads. ### 33. Easy to Administer and Manage **Rating:** 5.0/5.0 stars **Reviewed by:** Zhe C. | Mid-Market (51-1000 emp.) **Validated Reviewer:** Validated through a business email account **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 19, 2026 **What do you like best about Cloudera?** It's easy to administrate, which is most loving part about Cloudera. **What do you dislike about Cloudera?** so far I don't have anything dislike about Cloudera **What problems is Cloudera solving and how is that benefiting you?** The cloudera is quite stable, I am not too much worried about the troubleshooting. ### 34. Strong On-Prem Ecosystem and AI Workbench for Enterprise Data Teams **Rating:** 4.5/5.0 stars **Reviewed by:** Manikandan A. | Enterprise (> 1000 emp.) **Validated Reviewer:** Validated through a business email account **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** The distribute ecosystem on-prem and data,AI workbench **What do you dislike about Cloudera?** CML - Have not met the expectations as an enterprise customer using CDSW **What problems is Cloudera solving and how is that benefiting you?** Mainly on big data, distributed ecosystem, yet to mature on new CML ### 35. All Cloud Data in One Platform, Easy Auditing **Rating:** 4.0/5.0 stars **Reviewed by:** CM P. | IT engineer, Small-Business (50 or fewer emp.) **Validated Reviewer:** Validated through a business email account **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** All cloud data in one platform... Easy to audit **What do you dislike about Cloudera?** Cost wise n deployment if scale to large subscriber **What problems is Cloudera solving and how is that benefiting you?** Help to address multiple platform data integrity and ease of use ### 36. The Road to Sovereignty using impactful LLMs **Rating:** 4.0/5.0 stars **Reviewed by:** Mohan M. | Small-Business (50 or fewer emp.) **Validated Reviewer:** Validated through a business email account **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 19, 2026 **What do you like best about Cloudera?** The road to sovereignty. Cloudera does work towards perfect sovereignty. **What do you dislike about Cloudera?** Environmental impact due to the tremendous data quantities and huge LLMs **What problems is Cloudera solving and how is that benefiting you?** Handling Customers' financial data securely for perfect compliance ### 37. Love the Cloudera AI Stack **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.) This reviewer's identity has been verified by our review moderation team. They have asked not to show their name, job title, or picture. **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** This review contains authentic analysis and has been reviewed by our team **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 19, 2026 **What do you like best about Cloudera?** The Cloudera AI stack offers quite a few enterprise-grade features. **What do you dislike about Cloudera?** Model deployments still have room for improvement, particularly when it comes to observability. **What problems is Cloudera solving and how is that benefiting you?** Enterprise deployment of models and testing. ### 38. Great, Innovative Solution **Rating:** 4.5/5.0 stars **Reviewed by:** Arun M. | Mid-Market (51-1000 emp.) **Validated Reviewer:** Validated through a business email account **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** Great platform for hosting my tech ecosystem and AI solutions **What do you dislike about Cloudera?** More capabilities on cloud since most of my data is on cloud **What problems is Cloudera solving and how is that benefiting you?** Great platform to host my systems ### 39. Excellent Scam Detection and Prevention **Rating:** 4.5/5.0 stars **Reviewed by:** Edwin l. | Small-Business (50 or fewer emp.) **Validated Reviewer:** Validated through a business email account **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 19, 2026 **What do you like best about Cloudera?** scam detection and prevention I want to learn more **What do you dislike about Cloudera?** price is abit too high hopefully it is adjusted **What problems is Cloudera solving and how is that benefiting you?** It helps my network save and business as usual ### 40. Best Data Platform—Now Strong in AI Too **Rating:** 5.0/5.0 stars **Reviewed by:** Dhawal D. | Deputy General Manager (Systems), Enterprise (> 1000 emp.) **Validated Reviewer:** Validated through LinkedIn **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 19, 2026 **What do you like best about Cloudera?** Best data platform..and now in AI too. We are under implementation phase of Cloudera. **What do you dislike about Cloudera?** Nothing to be disliked. Very nice stack. **What problems is Cloudera solving and how is that benefiting you?** We are under implementation phase ### 41. Compatibility Issues with Every Update, but Still Valuable On-Prem **Rating:** 3.5/5.0 stars **Reviewed by:** Shawn N. | Data Platform Engineer / MySQL DBA, Small-Business (50 or fewer emp.) **Validated Reviewer:** Validated through LinkedIn **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 19, 2026 **What do you like best about Cloudera?** Offerings are increasing fast. Keeping up with trends. **What do you dislike about Cloudera?** Compatibility issues with every update, difficulty keeping up using on-prem environment. **What problems is Cloudera solving and how is that benefiting you?** Management and analytics of data at scale ### 42. Ease of Use and Robust Security, Needs Knowledge Base Improvement **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User | Enterprise (> 1000 emp.) This reviewer's identity has been verified by our review moderation team. They have asked not to show their name, job title, or picture. **Validated Reviewer:** This review contains authentic analysis and has been reviewed by our team **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 19, 2026 **What do you like best about Cloudera?** I use Cloudera for cloud AI and it provides better visibility and ease of usage. I like the ease of use and appreciate the data security it offers. The initial setup was well understood in terms of steps. **What do you dislike about Cloudera?** I find the knowledge base not as user-friendly as I'd like. **What problems is Cloudera solving and how is that benefiting you?** I find Cloudera gives me better visibility and ease of usage, enhancing data security. ### 43. Easy to Use and Intuitive for Customers **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Government Relations | Small-Business (50 or fewer emp.) This reviewer's identity has been verified by our review moderation team. They have asked not to show their name, job title, or picture. **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** This review contains authentic analysis and has been reviewed by our team **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 19, 2026 **What do you like best about Cloudera?** Easy to use. Also intuitive for customer **What do you dislike about Cloudera?** Getting started to use and also up to speed **What problems is Cloudera solving and how is that benefiting you?** AI data and governance and also help productivity ### 44. Easy to Use Day-to-Day with Great Support **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Telecommunications | Small-Business (50 or fewer emp.) This reviewer's identity has been verified by our review moderation team. They have asked not to show their name, job title, or picture. **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** This review contains authentic analysis and has been reviewed by our team **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** good support, easy to understand and use day to day **What do you dislike about Cloudera?** time taken to get resolution for ticket request **What problems is Cloudera solving and how is that benefiting you?** big data platform and engineering ### 45. Full Coverage Across Multiple Clouds and Platforms - With Ease Of Management **Rating:** 4.0/5.0 stars **Reviewed by:** Gali L. | Mid-Market (51-1000 emp.) **Validated Reviewer:** Validated through a business email account **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 19, 2026 **What do you like best about Cloudera?** Full coverage across multiple clouds and platforms **What do you dislike about Cloudera?** At far mostly nice experience and support is acceptable **What problems is Cloudera solving and how is that benefiting you?** Data ingestion, transformation from different sources ### 46. A1 Automation Makes a1 Work Easier **Rating:** 3.5/5.0 stars **Reviewed by:** Jess L. | Mid-Market (51-1000 emp.) **Validated Reviewer:** Validated through a business email account **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 19, 2026 **What do you like best about Cloudera?** A1 automation good solutions, user friendly **What do you dislike about Cloudera?** It’s perfect solution nothing dislike., nit so complicated **What problems is Cloudera solving and how is that benefiting you?** Help on automation reduce man power operational efficiently ### 47. Nice Experience Overall **Rating:** 5.0/5.0 stars **Reviewed by:** Siva T. | Mid-Market (51-1000 emp.) **Validated Reviewer:** Validated through LinkedIn **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** Nice to work with the Cloudera platform and data services platform **What do you dislike about Cloudera?** Nothing but upgrading the cluster to new versions **What problems is Cloudera solving and how is that benefiting you?** AI related ### 48. Great AI Integration, Still Room to Grow **Rating:** 3.0/5.0 stars **Reviewed by:** Yit H. | Senior Database Engineer, Mid-Market (51-1000 emp.) **Validated Reviewer:** Validated through LinkedIn **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 19, 2026 **What do you like best about Cloudera?** Cloudera has very great AI integration. Very good **What do you dislike about Cloudera?** Still need more marketing. Cloudera needs more client base **What problems is Cloudera solving and how is that benefiting you?** AI integration ### 49. All-in-One Data Engineering and ML Ecosystem **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Banking | Enterprise (> 1000 emp.) This reviewer's identity has been verified by our review moderation team. They have asked not to show their name, job title, or picture. **Validated Reviewer:** Validated through LinkedIn **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** I really appreciate how it provides an all-in-one ecosystem for data engineering and machine learning **What do you dislike about Cloudera?** Setting up and running the ecosystem is notoriously heavy, especially if you are deploying on-premises. **What problems is Cloudera solving and how is that benefiting you?** Cloudera is primarily designed to eliminate the friction, security risks, and high costs associated with managing fragmented, large-scale data ecosystems across multi-cloud and on-premises environments. ### 50. Excellent Support and a User-Friendly UI **Rating:** 5.0/5.0 stars **Reviewed by:** Chellappan T. | Senior Big Data Consultant, Small-Business (50 or fewer emp.) **Validated Reviewer:** Validated through LinkedIn **Incentivized:** The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Source: G2 Gives Campaign:** G2 Gives Campaign. The reviewer received either a gift card or a donation made to a charity of their choice in exchange for writing this review. **Reviewed Date:** August 20, 2026 **What do you like best about Cloudera?** UI and experience for end user and Data Services **What do you dislike about Cloudera?** Product stability and data services frequent upgrade **What problems is Cloudera solving and how is that benefiting you?** Analytics ## Cloudera Discussions - [What is Cloudera used for?](https://www.g2.com/discussions/what-is-cloudera-used-for) - 1 comment - [Is cloudera a relational database?](https://www.g2.com/discussions/is-cloudera-a-relational-database) - 1 comment - [View Cloudera pricing details and edition comparison](https://www.g2.com/products/cloudera/reviews?section=pricing&secure%5Bexpires_at%5D=2026-09-14+15%3A28%3A49+-0500&secure%5Bsession_id%5D=de21164e-beb5-4095-92bb-4884c8b6fa66&secure%5Btoken%5D=4fba34704dbb15be4025ee9d06394e607222e1ce38637cbf09025223dff179c5&format=llm_user) ## Cloudera Features **Reports** - Reports Interface - Steps to Answer - Graphs and Charts - Score Cards - Dashboards - Customizable Reports - Marketing Reports - Sales Reports - Activity Dashboard - Interactive Reports - Customizable Reports - Customizable Reports - Activity Dashboard - Customizable Dashboard **Additional Functionality** - Tagging - Natural Language Processing - Data Extraction - Multi-Language - Predictive Analytics - Drag & Drop - Speech Recognition - Reporting/Analytics - Data Storage Management - Virtual Personal Assistant (VPA) - AI Copilot - Customer Segmentation - Collaboration Tools - Data Import/Export - Generative AI - For eCommerce - Role-Based Permissions - Customizable Branding - Search/Filter - Monitoring - Document Management - API - Data Visualization - Trend Analysis - Machine Learning - Access Controls/Permissions - Alerts/Escalation - Performance Metrics - Real-Time Data - Third-Party Integrations - Multiple Data Sources - For Sales Teams/Organizations - Sentiment Analysis - Activity Dashboard - Chatbot - Workflow Automation **Data Governance** - User Access Management - Dynamic Data Masking - Data Lineage - Workflow Management **Administration** - Data Modelling - Recommendations - Workflow Management - Dashboards and Visualizations - Configurable Workflow - Rules-Based Workflow **Management** - Reporting - Auditing **Deployment** - Language Flexibility - Framework Flexibility - Versioning - Ease of Deployment - Scalability **System** - Data Ingestion & Wrangling - Real-Time Data **Data Preparation** - Connectors - Data Governance **Data Management** - Data Integration - Data Discovery - Multi - Platform - Metadata **Data Management** - Data Integration - Data Compression - Data Quality - Built-In Data Analytics - In-Database Machine Learning - Data Lake Analytics - ETL - Extract Transfer Load - Data Capture and Transfer - Real-Time Analytics - Reporting/Analytics **Management** - Data dictionary - Data Replication - Query Language - Data Modeling - Performance Analysis - Data Synchronization - Real-Time Data - Data Storage Management **Management ** - Data Schema - Query Language - ACID - Complaint - Data Replication **Data Management** - Data Model - Data Types **Management** - Business Glossary - Data Discovery - Data Profililng - Reporting and Visualization - Data Lineage - Data Visualization **Deployment** - Language Flexibility - Framework Flexibility - Versioning - Ease of Deployment - Scalability **Data Management** - Data Integration - Metadata - Self-service - Automated workflows **Data management** - Metadata Management - Automation Features - Collaboration - Data Lineage - Data Discovery **Agentic AI - DataOps Platforms** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Decision Making **Model Development** - Language Support - Drag and Drop - Pre-Built Algorithms - Model Training - Database Support - Multi-Language **Database** - Real-Time Data Collection - Data Distribution - Data Lake **Data Transformation** - Real-Time Analytics - Data Querying - Reporting/Analytics - Predictive Analytics - Visual Analytics **Data Preparation** - Search - Data Quality and Cleansing - Data Transformation - Data Modeling **Compliance** - Sensitive Data Compliance - Training and Guidelines - Policy Enforcement - Compliance Monitoring - Real-Time Monitoring **Functionality** - Extraction - Transformation - Loading - Automation - Scalability - Non-Relational Transformations - Data Extraction **Management** - Cataloging - Monitoring - Governing - Model Registry **Model Development** - Feature Engineering **Data Modeling and Blending** - Data Querying - Data Filtering - Data Blending - Data Capture and Transfer **Analytics** - Data Analytics **Integration** - AI/ ML Integration - BI Tool Integration - Data lake Integration **Maintenance** - Data Migration - Backup and Recovery - Multi-User Environment - Automatic Backup - Database Conversion **Support ** - Text Search - Data Types - Languages - Operating Systems **Availability** - Auto Sharding - Auto Recovery - Data Replication **Security** - Access Control - Roles Management - Compliance Management - Deletion Management - Access Controls/Permissions - User Management - Process Management - Audit Management - Metadata Management **Operations** - Metrics - Infrastructure management - Collaboration **Analytics** - Analytics capabilities - Dasboard visualizations **Reporting** - Intelligent Insights - Actionable Insights - Dashboards **Additional Functionality** - Data Mapping - Monitoring - Charting - Integration Management - Reporting/Analytics - Ad hoc Analysis - Access Controls/Permissions - API - Match & Merge - Real-Time Monitoring - Metadata Management - Pipeline Management - Job Scheduling - Dashboard Creation - Data Storage Management - Multiple Data Sources - Data Import/Export - Generative AI - Data Quality Control - Data Connectors - Customizable Reports - Single Sign On - Version Control - Visual Analytics - Accounting Integration - Real-Time Data - eCommerce Management - AI Copilot - CRM - Data Visualization - SSL Security - Search/Filter - Real-Time Analytics - Data Capture and Transfer - Collaboration Tools - Performance Management - Data Synchronization - Drag & Drop - Data Replication - Activity Dashboard - Database Support - Workflow Management - Alerts/Notifications - Predictive Analytics - Data Migration - Third-Party Integrations - Reporting & Statistics - Data Analysis Tools **Machine/Deep Learning Services** - Computer Vision - Natural Language Processing - Natural Language Generation - Artificial Neural Networks **Integrations** - Hadoop Integration - Spark Integration **Collaboration** - Commenting - Profiling and Classification - Business and Data Glossary - Metadata Management - Master Data Management - Data Storage Management - Data Management **Data Quality** - Data Preparation - Data Distribution - Data Unification **Machine/Deep Learning Services** - Natural Language Understanding - Deep Learning **Security** - Compliance - Governance - Data Protection **Deployment** - On-Premise - Cloud **Security** - Data Encryption - User Access Control - Mobile Access **Security** - Database Locking - Access Control - Encryption - Authentication **Maintainence** - Data Quality Management - Policy Management - Data Storage Management **Management** - Cataloging - Monitoring - Governing **Monitoring and Management** - Data Observability - Testing capabilities **Generative AI** - AI Text Generation - AI Text Summarization - Generative AI **Generative AI** - AI Text Generation - AI Text Summarization **Additional Functionality** - Workflow Management - Third-Party Integrations - Data Extraction - Relational Database Management - SSL Security - API - Data Connectors - Search/Filter - Reporting & Statistics - Customizable Templates - AI Copilot - Full Text Search - Data Virtualization - Data Import/Export - Generative AI - Drag & Drop - Customizable Fields - Authentication - Data Visualization - Secure Data Storage - Activity Dashboard - Data Mapping - Multiple Programming Languages Supported - Data Capture and Transfer - User Management - NOSQL Database Management - Access Controls/Permissions - Calendar Management - Real-Time Monitoring - Document Storage - Audit Management - Charting **Additional Functionality** - Metadata Management - Data Lineage - Data Discovery - Data Governance - Data Aggregation - Compliance Management - Search/Filter - AI Copilot - Data Migration - Configurable Workflow - Workflow Management - Archiving & Retention - Policy Metadata Management - Tagging - Third-Party Integrations - Big Data Analytics - Data Security - Metadata Extraction - Data Integration - Dashboard - Generative AI - Data Catalog - Data Profiling - Data Connectors - Data Visualization - Reporting/Analytics - Data Glossary - Data Quality Control - Data Management - Data Sampling - Data Modeling - Data Mapping - Data Dictionary Management - Secure Data Storage - Version Control - Document Database - Access Control **Deployment** - Managed Service - Application - Scalability **Platform** - Machine Scaling - Data Preparation - Spark Integration **Connectivity** - Hadoop Integration - Spark Integration - Multi-Source Analysis - Data Lake - Real-Time Data - Data Capture and Transfer - Trend Analysis - What-if Analysis - Statistical Analysis - Data Blending - Ad hoc Analysis - Third-Party Integrations **Artificial Intelligence** - Machine Learning Recommendations - Natural Language Query - Automatic Data Cleansing **Performance ** - Scalability **Performance ** - Disaster Recovery - Data Concurrency - Workload Management - Advanced Indexing - Query Optimizer **Security** - Role-Based Authorization - Authentication - Encryption **Cloud Deployment** - Hybrid cloud support - Cloud migration capabilities **Generative AI** - AI Text Generation - AI Text Summarization **Generative AI** - AI Text Generation - AI Text Summarization **Generative AI** - AI Text Generation - AI Text Summarization - Generative AI **Agentic AI - Analytics Platforms** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making - Third-Party Integrations **Additional Functionality** - Customizable Reports - Collaboration Tools - Data Extraction - Semantic Search - Data Storage Management - Ad hoc Reporting - Reporting/Analytics - Predictive Analytics - Activity Dashboard - Access Controls/Permissions - Visual Analytics - Data Mapping - Data Synchronization - Statistical Analysis - Categorization/Grouping - Trend Analysis - Data Profiling - Linked Data Management - Data Visualization - API - Multiple Data Sources - Sentiment Analysis - Search/Filter - Data Import/Export - Data Capture and Transfer - AI Copilot - Monitoring - Data Connectors - Ad hoc Analysis - Text Mining - Reporting & Statistics - Predictive Modeling - Real-Time Analytics - Configurable Workflow - Tagging - Endpoint Management - No-Code - Data Preparation - Auditing - Big Data Analytics - ML Algorithm Library - Data Management - Activity Tracking - Data Security - Workflow Management **Self Service ** - Calculated Fields - Data Column Filtering - Data Discovery - Search - Collaboration / Workflow - Automodeling - Natural Language Search - Visual Discovery - Data Blending - Data Blending **Processing** - Cloud Processing - Workload Processing **Operations** - Data Visualization - Data Workflow - Governed Discovery - Embedded Analytics - Notebooks - Data Discovery **Support** - Multi-Model - Operating Systems **Security** - Data Governance - Data Security **Generative AI** - AI Text Generation - AI Text Summarization - Generative AI **Generative AI** - AI Text Generation - AI Text Summarization - AI Text-to-Image - Generative AI **Generative AI** - AI Text Generation - AI Text Summarization **Agentic AI - Data Governance** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Decision Making - Third-Party Integrations - Active Directory Integration **Agentic AI - Data Fabric** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Decision Making **Deployment & Integration - Analytics Platforms** - No-code Dashboard Builder - Report Scheduling and Automation - Embedded Analytics and White-labeling - Data Source Connectivity - Multiple Data Sources - Query Builder **Additional Functionality** - AI Copilot - Reporting & Statistics - Data Migration - Archiving & Retention - Data Capture and Transfer - Audit Trail - Data Synchronization - Single Sign On - Customizable Reports - Data Profiling - Authentication - Role-Based Permissions - Tagging - Secure Data Storage - Data Security - HIPAA Compliant - SSL Security - Risk Assessment - Data Mapping - Search/Filter - Self Service Portal - Multiple Data Sources - Document Storage - API - Activity Tracking - Automatic Backup - Visual Analytics **Additional Functionality** - Data Warehousing - Drag & Drop - Activity Dashboard - Data Connectors - Ad hoc Reporting - Customizable Reports - Alerts/Escalation - Templates - Forecasting - Data Migration - Data Transformation - Access Controls/Permissions - API - Data Cleansing - Data Synchronization - AI Copilot - Dashboard Creation - Data Extraction - Data Security - SSL Security - Collaboration Tools - No-Code - High Volume Processing - Database Support - Search/Filter - Generative AI **Advanced Analytics** - Predictive Analytics - Data Visualization - Big Data Services - Real-Time Analytics - Reporting/Analytics - Real-Time Analytics - Reporting/Analytics - Visual Analytics **Generative AI** - AI Text Generation - AI Text Summarization - Generative AI **Agentic AI - Machine Learning Data Catalog** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Decision Making - Third-Party Integrations **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 - Third-Party Integrations **Performance & Scalability - Analytics Platforms** - Large data handling and Query Speed - Concurrent User Support - Database Support **Additional Functionality** - Metadata Extraction - Automatic Backup - Search/Filter - Collaboration Tools - Activity Tracking - Authentication - Data Security - Data Mapping - Archiving & Retention - Data Discovery - Data Catalog - Multiple Data Sources - Categorization/Grouping - AI Copilot - Reporting/Analytics - Tagging - Drag & Drop - Activity Dashboard - Role-Based Permissions - Single Sign On - Data Governance - Content Library - Data Synchronization - Data Import/Export - Access Controls/Permissions - Data Visualization - API **Additional Functionality** - Parallel Processing - Ad hoc Analysis - Multiple Data Sources - API - In-Database Processing - Monitoring - Real-Time Reporting - Data Synchronization - Real-Time Monitoring - Data Connectors - Performance Metrics - Ad hoc Reporting - Alerts/Notifications - Access Controls/Permissions - Drag & Drop - Data Visualization - Data Import/Export - Match & Merge - Data Transformation - Secure Data Storage - Data Extraction - AI Copilot - Customizable Reports - Activity Dashboard - Data Migration - In-Memory Processing - Data Mapping **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 - Ad hoc Query - Visual Analytics **Building Reports** - Data Transformation - Data Modeling - WYSIWYG Report Design - Integration APIs - Real-Time Data - Real-Time Data - Third-Party Integrations - Third-Party Integrations **Database Features** - Storage - Availability - Stability - Scalability - Security - Data Manipulation - Query Language **Platform** - Mobile User Support - Customization - User, Role, and Access Management - Internationalization - Sandbox / Test Environments - Performance and Reliability - Breadth of Partner Applications - Mobile Access - Metadata Management **Additional Functionality** - Drag & Drop - Secure Data Storage - Data Import/Export - Customizable Branding - Dashboard Creation - Access Controls/Permissions - Real-Time Reporting - Metadata Management - Forecasting - Data Storage Management - Ad hoc Analysis - Ad hoc Reporting - Data Migration - AI Copilot - Self Service Data Preparation - Search/Filter - Data Mapping - Monitoring - Sentiment Analysis - User Management - Sales Trend Analysis - Charting - Reporting & Statistics - Performance Metrics - Alerts/Notifications - Data Extraction - Widgets - Storytelling - Trend Analysis - Collaboration Tools - Financing Management - Self-service Analytics - KPI Monitoring - Dashboard - API - Data Integration - Scorecards - Data Management - Task Management - Progress Tracking - Data Connectors - Data Visualization - Profitability Analysis - Project Tracking - Strategic Planning - Goal Setting/Tracking - Publishing/Sharing - Predictive Analytics - Real-Time Monitoring - Templates - Mobile Access - Customizable Templates - Workflow Management - Financial Reporting - Audit Management - OLAP - Single Sign On - Data Synchronization ## Top Cloudera Alternatives - [Databricks](https://www.g2.com/products/databricks/reviews) - 4.6/5.0 (1,333 reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) - 4.6/5.0 (713 reviews) - [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) - 4.3/5.0 (354 reviews)