# Top 10 Cloudera Alternatives & Competitors **Average Rating:** 4.1/5 **Total Number of Reviews:** 136 Explore the best alternatives to Cloudera for users who need new software features or want to try different solutions. Big Data Processing And Distribution Systems is a widely used technology, and many people are seeking innovative, powerful software solutions with hadoop integration, machine scaling, and cloud processing. Other important factors to consider when researching alternatives to Cloudera include integration and features. The best overall Cloudera alternative is Databricks. Other similar apps like Cloudera are Snowflake, Teradata Autonomous Knowledge Platform, Google Cloud BigQuery, and Amazon Redshift. Cloudera alternatives can be found in [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution) but may also be in [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse) or [Relational Databases](https://www.g2.com/categories/relational-databases). ## Best Paid & Free Alternatives to Cloudera - [Databricks](https://www.g2.com/products/databricks/reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) - [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) - [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) - [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) - [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) - [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) - [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) - [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) ## Top 10 Alternatives to Cloudera Recently Reviewed By G2 Community Browse options below. Based on reviewer data, you can see how Cloudera stacks up to the competition, check reviews from current & previous users in industries like Information Technology and Services, Retail, and Telecommunications, and find the best product for your business. ### 1. [Databricks](https://www.g2.com/products/databricks/reviews) By Databricks Inc. **Average Rating:** 4.6/5 **Total Reviews:** 1,329 Making big data simple Reviewers say compared to Cloudera, Databricks is: - Better at support - More expensive - Easier to do business with Categories in common with Cloudera: [Big Data Processing and Distribution](https://www.g2.com/categories/big-data-processing-and-distribution), [Data Warehouse](https://www.g2.com/categories/data-warehouse), [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [Data Governance](https://www.g2.com/categories/data-governance-tools), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms) **Compare:** [Cloudera vs Databricks](https://www.g2.com/compare/cloudera-vs-databricks) **Compare Databricks with other alternatives:** - [Databricks vs Snowflake](https://www.g2.com/compare/databricks-vs-snowflake) - [Databricks vs Teradata Autonomous Knowledge Platform](https://www.g2.com/compare/databricks-vs-teradata-autonomous-knowledge-platform) - [Databricks vs Google Cloud BigQuery](https://www.g2.com/compare/databricks-vs-google-cloud-bigquery) - [Databricks vs Amazon Redshift](https://www.g2.com/compare/amazon-redshift-vs-databricks) - [Databricks vs Splunk Enterprise](https://www.g2.com/compare/databricks-vs-splunk-enterprise) - [Databricks vs Alteryx](https://www.g2.com/compare/alteryx-vs-databricks) - [Databricks vs Microsoft SQL Server](https://www.g2.com/compare/databricks-vs-microsoft-sql-server) - [Databricks vs SAP HANA Cloud](https://www.g2.com/compare/databricks-vs-sap-hana-cloud-2025-10-01) - [Databricks vs IBM Db2](https://www.g2.com/compare/databricks-vs-ibm-db2) ### 2. [Snowflake](https://www.g2.com/products/snowflake/reviews) By Snowflake, Inc. **Average Rating:** 4.5/5 **Total Reviews:** 756 Snowflake’s platform eliminates data silos and simplifies architectures, so organizations can get more value from their data. The platform is designed as a single, unified product with automations that reduce complexity and help ensure everything “just works”. To support a wide range of workloads, it’s optimized for performance at scale no matter whether someone’s working with SQL, Python, or other languages. And it’s globally connected so organizations can securely access the most relevant content across clouds and regions, with one consistent experience. Reviewers say compared to Cloudera, Snowflake is: - Easier to set up - Easier to admin - More usable Categories in common with Cloudera: [Big Data Processing and Distribution](https://www.g2.com/categories/big-data-processing-and-distribution), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [Data Warehouse](https://www.g2.com/categories/data-warehouse), [Data Governance](https://www.g2.com/categories/data-governance-tools), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms) **Compare:** [Cloudera vs Snowflake](https://www.g2.com/compare/cloudera-vs-snowflake) **Compare Snowflake with other alternatives:** - [Snowflake vs Databricks](https://www.g2.com/compare/databricks-vs-snowflake) - [Snowflake vs Teradata Autonomous Knowledge Platform](https://www.g2.com/compare/snowflake-vs-teradata-autonomous-knowledge-platform) - [Snowflake vs Google Cloud BigQuery](https://www.g2.com/compare/google-cloud-bigquery-vs-snowflake) - [Snowflake vs Amazon Redshift](https://www.g2.com/compare/amazon-redshift-vs-snowflake) - [Snowflake vs Splunk Enterprise](https://www.g2.com/compare/snowflake-vs-splunk-enterprise) - [Snowflake vs Alteryx](https://www.g2.com/compare/alteryx-vs-snowflake) - [Snowflake vs Microsoft SQL Server](https://www.g2.com/compare/microsoft-sql-server-vs-snowflake) - [Snowflake vs SAP HANA Cloud](https://www.g2.com/compare/sap-hana-cloud-2025-10-01-vs-snowflake) - [Snowflake vs IBM Db2](https://www.g2.com/compare/ibm-db2-vs-snowflake) ### 3. [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) By Teradata Autonomous Knowledge Platform **Average Rating:** 4.3/5 **Total Reviews:** 375 Teradata Autonomous Knowledge Platform easily and efficiently handles complex data requirements and simplifies management of the data warehouse environment. Reviewers say compared to Cloudera, Teradata Autonomous Knowledge Platform is: - More expensive - Better at support - Better at meeting requirements Categories in common with Cloudera: [Big Data Processing and Distribution](https://www.g2.com/categories/big-data-processing-and-distribution), [Data Warehouse](https://www.g2.com/categories/data-warehouse), [Data Governance](https://www.g2.com/categories/data-governance-tools), [Big Data Analytics](https://www.g2.com/categories/big-data-analytics), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms) **Compare:** [Cloudera vs Teradata Autonomous Knowledge Platform](https://www.g2.com/compare/cloudera-vs-teradata-autonomous-knowledge-platform) **Compare Teradata Autonomous Knowledge Platform with other alternatives:** - [Teradata Autonomous Knowledge Platform vs Databricks](https://www.g2.com/compare/databricks-vs-teradata-autonomous-knowledge-platform) - [Teradata Autonomous Knowledge Platform vs Snowflake](https://www.g2.com/compare/snowflake-vs-teradata-autonomous-knowledge-platform) - [Teradata Autonomous Knowledge Platform vs Google Cloud BigQuery](https://www.g2.com/compare/google-cloud-bigquery-vs-teradata-autonomous-knowledge-platform) - [Teradata Autonomous Knowledge Platform vs Amazon Redshift](https://www.g2.com/compare/amazon-redshift-vs-teradata-autonomous-knowledge-platform) - [Teradata Autonomous Knowledge Platform vs Splunk Enterprise](https://www.g2.com/compare/splunk-enterprise-vs-teradata-autonomous-knowledge-platform) - [Teradata Autonomous Knowledge Platform vs Alteryx](https://www.g2.com/compare/alteryx-vs-teradata-autonomous-knowledge-platform) - [Teradata Autonomous Knowledge Platform vs Microsoft SQL Server](https://www.g2.com/compare/microsoft-sql-server-vs-teradata-autonomous-knowledge-platform) - [Teradata Autonomous Knowledge Platform vs SAP HANA Cloud](https://www.g2.com/compare/sap-hana-cloud-2025-10-01-vs-teradata-autonomous-knowledge-platform) - [Teradata Autonomous Knowledge Platform vs IBM Db2](https://www.g2.com/compare/ibm-db2-vs-teradata-autonomous-knowledge-platform) ### 4. [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) By Google **Average Rating:** 4.5/5 **Total Reviews:** 1,226 Analyze Big Data in the cloud with BigQuery. Run fast, SQL-like queries against multi-terabyte datasets in seconds. Scalable and easy to use, BigQuery gives you real-time insights about your data. Reviewers say compared to Cloudera, Google Cloud BigQuery is: - Easier to set up - Easier to admin - More usable Categories in common with Cloudera: [Big Data Processing and Distribution](https://www.g2.com/categories/big-data-processing-and-distribution), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [Data Warehouse](https://www.g2.com/categories/data-warehouse), [ETL Tools](https://www.g2.com/categories/etl-tools), [Big Data Analytics](https://www.g2.com/categories/big-data-analytics) **Compare:** [Cloudera vs Google Cloud BigQuery](https://www.g2.com/compare/cloudera-vs-google-cloud-bigquery) **Compare Google Cloud BigQuery with other alternatives:** - [Google Cloud BigQuery vs Databricks](https://www.g2.com/compare/databricks-vs-google-cloud-bigquery) - [Google Cloud BigQuery vs Snowflake](https://www.g2.com/compare/google-cloud-bigquery-vs-snowflake) - [Google Cloud BigQuery vs Teradata Autonomous Knowledge Platform](https://www.g2.com/compare/google-cloud-bigquery-vs-teradata-autonomous-knowledge-platform) - [Google Cloud BigQuery vs Amazon Redshift](https://www.g2.com/compare/amazon-redshift-vs-google-cloud-bigquery) - [Google Cloud BigQuery vs Splunk Enterprise](https://www.g2.com/compare/google-cloud-bigquery-vs-splunk-enterprise) - [Google Cloud BigQuery vs Alteryx](https://www.g2.com/compare/alteryx-vs-google-cloud-bigquery) - [Google Cloud BigQuery vs Microsoft SQL Server](https://www.g2.com/compare/google-cloud-bigquery-vs-microsoft-sql-server) - [Google Cloud BigQuery vs SAP HANA Cloud](https://www.g2.com/compare/google-cloud-bigquery-vs-sap-hana-cloud-2025-10-01) - [Google Cloud BigQuery vs IBM Db2](https://www.g2.com/compare/google-cloud-bigquery-vs-ibm-db2) ### 5. [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) By Amazon Web Services (AWS) **Average Rating:** 4.3/5 **Total Reviews:** 402 Amazon Redshift is a fast, fully managed data warehouse that makes it simple and cost-effective to analyze all your data using standard SQL and your existing Business Intelligence (BI) tools. Reviewers say compared to Cloudera, Amazon Redshift is: - Easier to admin - Easier to set up - Better at support Categories in common with Cloudera: [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [Data Warehouse](https://www.g2.com/categories/data-warehouse) **Compare:** [Cloudera vs Amazon Redshift](https://www.g2.com/compare/amazon-redshift-vs-cloudera) **Compare Amazon Redshift with other alternatives:** - [Amazon Redshift vs Databricks](https://www.g2.com/compare/amazon-redshift-vs-databricks) - [Amazon Redshift vs Snowflake](https://www.g2.com/compare/amazon-redshift-vs-snowflake) - [Amazon Redshift vs Teradata Autonomous Knowledge Platform](https://www.g2.com/compare/amazon-redshift-vs-teradata-autonomous-knowledge-platform) - [Amazon Redshift vs Google Cloud BigQuery](https://www.g2.com/compare/amazon-redshift-vs-google-cloud-bigquery) - [Amazon Redshift vs Splunk Enterprise](https://www.g2.com/compare/amazon-redshift-vs-splunk-enterprise) - [Amazon Redshift vs Alteryx](https://www.g2.com/compare/alteryx-vs-amazon-redshift) - [Amazon Redshift vs Microsoft SQL Server](https://www.g2.com/compare/amazon-redshift-vs-microsoft-sql-server) - [Amazon Redshift vs SAP HANA Cloud](https://www.g2.com/compare/amazon-redshift-vs-sap-hana-cloud-2025-10-01) - [Amazon Redshift vs IBM Db2](https://www.g2.com/compare/amazon-redshift-vs-ibm-db2) ### 6. [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) By Cisco **Average Rating:** 4.3/5 **Total Reviews:** 433 Splunk is a software platform for machine data that enables customers to gain real-time Operational Intelligence. Reviewers say compared to Cloudera, Splunk Enterprise is: - Slower to reach roi - More expensive - Better at support Categories in common with Cloudera: [Big Data Analytics](https://www.g2.com/categories/big-data-analytics), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms) **Compare:** [Cloudera vs Splunk Enterprise](https://www.g2.com/compare/cloudera-vs-splunk-enterprise) **Compare Splunk Enterprise with other alternatives:** - [Splunk Enterprise vs Databricks](https://www.g2.com/compare/databricks-vs-splunk-enterprise) - [Splunk Enterprise vs Snowflake](https://www.g2.com/compare/snowflake-vs-splunk-enterprise) - [Splunk Enterprise vs Teradata Autonomous Knowledge Platform](https://www.g2.com/compare/splunk-enterprise-vs-teradata-autonomous-knowledge-platform) - [Splunk Enterprise vs Google Cloud BigQuery](https://www.g2.com/compare/google-cloud-bigquery-vs-splunk-enterprise) - [Splunk Enterprise vs Amazon Redshift](https://www.g2.com/compare/amazon-redshift-vs-splunk-enterprise) - [Splunk Enterprise vs Alteryx](https://www.g2.com/compare/alteryx-vs-splunk-enterprise) - [Splunk Enterprise vs Microsoft SQL Server](https://www.g2.com/compare/microsoft-sql-server-vs-splunk-enterprise) - [Splunk Enterprise vs SAP HANA Cloud](https://www.g2.com/compare/sap-hana-cloud-2025-10-01-vs-splunk-enterprise) - [Splunk Enterprise vs IBM Db2](https://www.g2.com/compare/ibm-db2-vs-splunk-enterprise) ### 7. [Alteryx](https://www.g2.com/products/alteryx/reviews) By Alteryx **Average Rating:** 4.6/5 **Total Reviews:** 827 Alteryx drives transformational business outcomes through unified analytics, data science, and process automation. Reviewers say compared to Cloudera, Alteryx is: - More expensive - Easier to do business with - Better at support Categories in common with Cloudera: [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [ETL Tools](https://www.g2.com/categories/etl-tools), [Big Data Analytics](https://www.g2.com/categories/big-data-analytics), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms) **Compare:** [Cloudera vs Alteryx](https://www.g2.com/compare/alteryx-vs-cloudera) **Compare Alteryx with other alternatives:** - [Alteryx vs Databricks](https://www.g2.com/compare/alteryx-vs-databricks) - [Alteryx vs Snowflake](https://www.g2.com/compare/alteryx-vs-snowflake) - [Alteryx vs Teradata Autonomous Knowledge Platform](https://www.g2.com/compare/alteryx-vs-teradata-autonomous-knowledge-platform) - [Alteryx vs Google Cloud BigQuery](https://www.g2.com/compare/alteryx-vs-google-cloud-bigquery) - [Alteryx vs Amazon Redshift](https://www.g2.com/compare/alteryx-vs-amazon-redshift) - [Alteryx vs Splunk Enterprise](https://www.g2.com/compare/alteryx-vs-splunk-enterprise) - [Alteryx vs Microsoft SQL Server](https://www.g2.com/compare/alteryx-vs-microsoft-sql-server) - [Alteryx vs SAP HANA Cloud](https://www.g2.com/compare/alteryx-vs-sap-hana-cloud-2025-10-01) - [Alteryx vs IBM Db2](https://www.g2.com/compare/alteryx-vs-ibm-db2) ### 8. [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) By Microsoft **Average Rating:** 4.4/5 **Total Reviews:** 2,284 SQL Server 2017 brings the power of SQL Server to Windows, Linux and Docker containers for the first time ever, enabling developers to build intelligent applications using their preferred language and environment. Experience industry-leading performance, rest assured with innovative security features, transform your business with AI built-in, and deliver insights wherever your users are with mobile BI. Reviewers say compared to Cloudera, Microsoft SQL Server is: - More expensive - Easier to admin - Better at meeting requirements Categories in common with Cloudera: [Big Data Processing and Distribution](https://www.g2.com/categories/big-data-processing-and-distribution), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [Relational Databases](https://www.g2.com/categories/relational-databases) **Compare:** [Cloudera vs Microsoft SQL Server](https://www.g2.com/compare/cloudera-vs-microsoft-sql-server) **Compare Microsoft SQL Server with other alternatives:** - [Microsoft SQL Server vs Databricks](https://www.g2.com/compare/databricks-vs-microsoft-sql-server) - [Microsoft SQL Server vs Snowflake](https://www.g2.com/compare/microsoft-sql-server-vs-snowflake) - [Microsoft SQL Server vs Teradata Autonomous Knowledge Platform](https://www.g2.com/compare/microsoft-sql-server-vs-teradata-autonomous-knowledge-platform) - [Microsoft SQL Server vs Google Cloud BigQuery](https://www.g2.com/compare/google-cloud-bigquery-vs-microsoft-sql-server) - [Microsoft SQL Server vs Amazon Redshift](https://www.g2.com/compare/amazon-redshift-vs-microsoft-sql-server) - [Microsoft SQL Server vs Splunk Enterprise](https://www.g2.com/compare/microsoft-sql-server-vs-splunk-enterprise) - [Microsoft SQL Server vs Alteryx](https://www.g2.com/compare/alteryx-vs-microsoft-sql-server) - [Microsoft SQL Server vs SAP HANA Cloud](https://www.g2.com/compare/microsoft-sql-server-vs-sap-hana-cloud-2025-10-01) - [Microsoft SQL Server vs IBM Db2](https://www.g2.com/compare/ibm-db2-vs-microsoft-sql-server) ### 9. [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) By SAP **Average Rating:** 4.3/5 **Total Reviews:** 620 SAP HANA Cloud is the cloud-native data foundation of SAP Business Technology Platform, it stores, processes and analyzes data in real time at petabyte scale and converges multiple data types in a single system while managing it more efficiently with integrated multitier storage. Reviewers say compared to Cloudera, SAP HANA Cloud is: - Slower to reach roi - More expensive - Better at support Categories in common with Cloudera: [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [Relational Databases](https://www.g2.com/categories/relational-databases) **Compare:** [Cloudera vs SAP HANA Cloud](https://www.g2.com/compare/cloudera-vs-sap-hana-cloud-2025-10-01) **Compare SAP HANA Cloud with other alternatives:** - [SAP HANA Cloud vs Databricks](https://www.g2.com/compare/databricks-vs-sap-hana-cloud-2025-10-01) - [SAP HANA Cloud vs Snowflake](https://www.g2.com/compare/sap-hana-cloud-2025-10-01-vs-snowflake) - [SAP HANA Cloud vs Teradata Autonomous Knowledge Platform](https://www.g2.com/compare/sap-hana-cloud-2025-10-01-vs-teradata-autonomous-knowledge-platform) - [SAP HANA Cloud vs Google Cloud BigQuery](https://www.g2.com/compare/google-cloud-bigquery-vs-sap-hana-cloud-2025-10-01) - [SAP HANA Cloud vs Amazon Redshift](https://www.g2.com/compare/amazon-redshift-vs-sap-hana-cloud-2025-10-01) - [SAP HANA Cloud vs Splunk Enterprise](https://www.g2.com/compare/sap-hana-cloud-2025-10-01-vs-splunk-enterprise) - [SAP HANA Cloud vs Alteryx](https://www.g2.com/compare/alteryx-vs-sap-hana-cloud-2025-10-01) - [SAP HANA Cloud vs Microsoft SQL Server](https://www.g2.com/compare/microsoft-sql-server-vs-sap-hana-cloud-2025-10-01) - [SAP HANA Cloud vs IBM Db2](https://www.g2.com/compare/ibm-db2-vs-sap-hana-cloud-2025-10-01) ### 10. [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) By IBM **Average Rating:** 4.1/5 **Total Reviews:** 682 IBM® Db2® is the database that offers enterprise-wide solutions handling high-volume workloads. It is optimized to deliver industry-leading performance while lowering costs. Reviewers say compared to Cloudera, IBM Db2 is: - Slower to reach roi - More expensive - Better at support Categories in common with Cloudera: [Data Warehouse](https://www.g2.com/categories/data-warehouse), [Relational Databases](https://www.g2.com/categories/relational-databases) **Compare:** [Cloudera vs IBM Db2](https://www.g2.com/compare/cloudera-vs-ibm-db2) **Compare IBM Db2 with other alternatives:** - [IBM Db2 vs Databricks](https://www.g2.com/compare/databricks-vs-ibm-db2) - [IBM Db2 vs Snowflake](https://www.g2.com/compare/ibm-db2-vs-snowflake) - [IBM Db2 vs Teradata Autonomous Knowledge Platform](https://www.g2.com/compare/ibm-db2-vs-teradata-autonomous-knowledge-platform) - [IBM Db2 vs Google Cloud BigQuery](https://www.g2.com/compare/google-cloud-bigquery-vs-ibm-db2) - [IBM Db2 vs Amazon Redshift](https://www.g2.com/compare/amazon-redshift-vs-ibm-db2) - [IBM Db2 vs Splunk Enterprise](https://www.g2.com/compare/ibm-db2-vs-splunk-enterprise) - [IBM Db2 vs Alteryx](https://www.g2.com/compare/alteryx-vs-ibm-db2) - [IBM Db2 vs Microsoft SQL Server](https://www.g2.com/compare/ibm-db2-vs-microsoft-sql-server) - [IBM Db2 vs SAP HANA Cloud](https://www.g2.com/compare/ibm-db2-vs-sap-hana-cloud-2025-10-01) --- ## Cloudera Alternatives FAQs ### Which Big Data Processing and Distribution tools do reviewers recommend instead of Cloudera Data Platform? Reviewers recommend [Databricks](https://www.g2.com/products/databricks/reviews) for its unified platform combining data engineering, analytics, and machine learning with strong collaboration features and fast processing of large datasets. [Snowflake](https://www.g2.com/products/snowflake/reviews) is favored for its ease of use, separation of storage and compute, and secure data sharing capabilities. [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) is recommended for its high performance, scalability, and built-in AI/machine learning capabilities. [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) is praised for its serverless architecture, fast query performance, and seamless integration with Google Cloud services. [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) is noted for its fast query execution, scalability, and tight integration with AWS services. These alternatives offer features such as embedded analytics, easier administration, and better support that reviewers find advantageous over Cloudera Data Platform. ### How does Cloudera Data Platform compare to Databricks? According to G2 data, [Cloudera Data Platform](https://www.g2.com/products/cloudera-cloudera-data-platform/reviews) holds an average rating of 4.1/5 from 136 reviews, while [Databricks](https://www.g2.com/products/databricks/reviews) leads with a 4.6/5 average rating across 800 reviews. Databricks outperforms Cloudera by 0.4 points in meeting requirements (9.0 vs 8.6), 0.6 points in usability (8.9 vs 8.3), 0.6 points in ease of setup (8.7 vs 8.1), 0.5 points in ease of administration (8.4 vs 7.9), 0.8 points in support quality (8.8 vs 8.0), and 0.5 points in ease of doing business (8.9 vs 8.4). User sentiment highlights that Databricks excels with 192 mentions of features, 155 mentions of ease of use, 141 mentions of integrations, 114 mentions of collaboration, and 106 mentions of machine learning integration. Conversely, Cloudera is praised for ease of use (22 mentions), scalability (17 mentions), and security (9 mentions), but users frequently cite expense (16 mentions) and complexity (7 mentions) as drawbacks. Databricks users note a steeper learning curve (78 mentions) and higher cost (71 mentions) but emphasize superior collaboration, AI capabilities, and unified platform benefits. Overall, Databricks offers a more unified, scalable, and collaborative environment with stronger AI and machine learning integration, reflected in higher dimension scores and more positive user feedback. Cloudera remains valued for its security and scalability but trails in usability, support, and cost-effectiveness compared to Databricks. ### Why do users choose Databricks over Cloudera Data Platform? Users choose [Databricks](https://www.g2.com/products/databricks/reviews) over Cloudera Data Platform primarily for its comprehensive feature set and superior usability. Databricks leads by 0.6 points in ease of setup (8.7 vs 8.1) and 0.6 points in usability (8.9 vs 8.3), making it more accessible for teams to deploy and manage. The platform's strong integration of machine learning (106 mentions) and AI capabilities (66 mentions) provides a significant advantage for organizations seeking advanced analytics and AI workflows. Collaboration is another key factor, with 114 mentions highlighting Databricks' collaborative notebooks and unified workspace that bring data engineering, analytics, and machine learning together seamlessly. Users also appreciate the extensive integrations (141 mentions) and productivity improvements (76 mentions) that Databricks delivers, enabling faster development cycles and streamlined workflows. While Databricks can be more expensive and has a steeper learning curve, its ability to consolidate multiple data and AI workloads into a single platform, combined with better support (8.8 vs 8.0) and ease of administration (8.4 vs 7.9), drives user preference. These factors contribute to improved efficiency, scalability, and innovation, making Databricks the preferred choice for organizations aiming to modernize and unify their data ecosystems according to G2 data. ### What are the best alternatives to Cloudera Data Platform? The best alternatives to Cloudera Data Platform include [Databricks](https://www.g2.com/products/databricks/reviews) (4.6/5 stars with 800 reviews), [Snowflake](https://www.g2.com/products/snowflake/reviews) (4.5/5 stars with 756 reviews), [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) (4.3/5 stars with 375 reviews), [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) (4.5/5 stars with 1226 reviews), and [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) (4.3/5 stars with 402 reviews). These platforms are rated higher than Cloudera Data Platform (4.1/5 stars with 136 reviews) and are recognized for their ease of administration, usability, and support. ### What features do alternatives offer that Cloudera Data Platform does not? Cloudera Data Platform lacks native embedded analytics capabilities that some alternatives provide, such as Teradata Autonomous Knowledge Platform, Google Cloud BigQuery, and Alteryx, which offer built-in embedded analytics to enhance data insights directly within the platform. ## Explore Articles - [Which equity management software offers real-time investor reporting and shareholder access while meeting compliance requirements?](https://www.g2.com/discussions/which-equity-management-software-offers-real-time-investor-reporting-and-shareholder-access-while-meeting-compliance-requirements) - [How does JumpCloud support SaaS security and user access control?](https://www.g2.com/discussions/how-does-jumpcloud-support-saas-security-and-user-access-control) - [Top-rated AI app for sales](https://www.g2.com/discussions/what-s-the-top-rated-ai-app-for-sales) - [best apm tools](https://www.g2.com/discussions/best-apm-tools-what-s-your-favorite) - [Best app for board meeting organization](https://www.g2.com/discussions/best-app-for-board-meeting-organization) - [What is the top-rated recruiting automation platform for enterprises?](https://www.g2.com/discussions/what-is-the-top-rated-recruiting-automation-platform-for-enterprises) ## Spotlight Categories - [Sales Performance Management Software](https://www.g2.com/categories/sales-performance-management) - [Business Process Management Software](https://www.g2.com/categories/business-process-management) - [Employer of Record (EOR) Software](https://www.g2.com/categories/employer-of-record-eor)