# Top 10 Databricks Alternatives & Competitors **Average Rating:** 4.6/5 **Total Number of Reviews:** 1,334 Research alternative solutions to Databricks on G2, with real user reviews on competing tools. Big Data Processing And Distribution Systems is a widely used technology, and many people are seeking quick, reliable software solutions with ai/ ml integration and data lake integration. Other important factors to consider when researching alternatives to Databricks include analytics and user interface. The best overall Databricks alternative is Cloudera. Other similar apps like Databricks are Snowflake, Teradata Autonomous Knowledge Platform, Google Cloud BigQuery, and Alteryx. Databricks 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 [Analytics Platforms](https://www.g2.com/categories/analytics-platforms). ## Best Paid & Free Alternatives to Databricks - [Cloudera](https://www.g2.com/products/cloudera/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) - [Alteryx](https://www.g2.com/products/alteryx/reviews) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) - [Qubole](https://www.g2.com/products/qubole/reviews) - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) - [dbt](https://www.g2.com/products/dbt/reviews) - [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) ## Top 10 Alternatives to Databricks Recently Reviewed By G2 Community Browse options below. Based on reviewer data, you can see how Databricks stacks up to the competition, check reviews from current & previous users in industries like Information Technology and Services, Consulting, and Retail, and find the best product for your business. ### 1. [Cloudera](https://www.g2.com/products/cloudera/reviews) By Cloudera **Average Rating:** 4.1/5 **Total Reviews:** 136 Cloudera Enterprise Core provides a single Hadoop storage and management platform that natively combines storage, processing and exploration for the enterprise. Reviewers say compared to Databricks, Cloudera is: - Slower to reach roi Categories in common with Databricks: [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Governance](https://www.g2.com/categories/data-governance-tools), [ETL Tools](https://www.g2.com/categories/etl-tools), [Big Data Processing and Distribution](https://www.g2.com/categories/big-data-processing-and-distribution) **Compare:** [Databricks vs Cloudera](https://www.g2.com/compare/cloudera-vs-databricks) **Compare Cloudera with other alternatives:** - [Cloudera vs Snowflake](https://www.g2.com/compare/cloudera-vs-snowflake) - [Cloudera vs Teradata Autonomous Knowledge Platform](https://www.g2.com/compare/cloudera-vs-teradata-autonomous-knowledge-platform) - [Cloudera vs Google Cloud BigQuery](https://www.g2.com/compare/cloudera-vs-google-cloud-bigquery) - [Cloudera vs Alteryx](https://www.g2.com/compare/alteryx-vs-cloudera) - [Cloudera vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/cloudera-vs-gemini-enterprise-agent-platform) - [Cloudera vs Qubole](https://www.g2.com/compare/cloudera-vs-qubole) - [Cloudera vs SAS Viya](https://www.g2.com/compare/cloudera-vs-sas-sas-viya) - [Cloudera vs dbt](https://www.g2.com/compare/cloudera-vs-dbt) - [Cloudera vs SAP HANA Cloud](https://www.g2.com/compare/cloudera-vs-sap-hana-cloud-2025-10-01) ### 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 Databricks, Snowflake is: - Easier to set up - Easier to admin - More usable Categories in common with Databricks: [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Governance](https://www.g2.com/categories/data-governance-tools), [Big Data Processing and Distribution](https://www.g2.com/categories/big-data-processing-and-distribution), [Big Data Analytics](https://www.g2.com/categories/big-data-analytics), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms) **Compare:** [Databricks vs Snowflake](https://www.g2.com/compare/databricks-vs-snowflake) **Compare Snowflake with other alternatives:** - [Snowflake vs Cloudera](https://www.g2.com/compare/cloudera-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 Alteryx](https://www.g2.com/compare/alteryx-vs-snowflake) - [Snowflake vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-snowflake) - [Snowflake vs Qubole](https://www.g2.com/compare/qubole-vs-snowflake) - [Snowflake vs SAS Viya](https://www.g2.com/compare/sas-sas-viya-vs-snowflake) - [Snowflake vs dbt](https://www.g2.com/compare/snowflake-vs-dbt) - [Snowflake vs SAP HANA Cloud](https://www.g2.com/compare/sap-hana-cloud-2025-10-01-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 Databricks, Teradata Autonomous Knowledge Platform is: - Slower to reach roi - More expensive Categories in common with Databricks: [Data Governance](https://www.g2.com/categories/data-governance-tools), [Big Data Processing and Distribution](https://www.g2.com/categories/big-data-processing-and-distribution), [Big Data Analytics](https://www.g2.com/categories/big-data-analytics), [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:** [Databricks vs Teradata Autonomous Knowledge Platform](https://www.g2.com/compare/databricks-vs-teradata-autonomous-knowledge-platform) **Compare Teradata Autonomous Knowledge Platform with other alternatives:** - [Teradata Autonomous Knowledge Platform vs Cloudera](https://www.g2.com/compare/cloudera-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 Alteryx](https://www.g2.com/compare/alteryx-vs-teradata-autonomous-knowledge-platform) - [Teradata Autonomous Knowledge Platform vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-teradata-autonomous-knowledge-platform) - [Teradata Autonomous Knowledge Platform vs Qubole](https://www.g2.com/compare/qubole-vs-teradata-autonomous-knowledge-platform) - [Teradata Autonomous Knowledge Platform vs SAS Viya](https://www.g2.com/compare/sas-sas-viya-vs-teradata-autonomous-knowledge-platform) - [Teradata Autonomous Knowledge Platform vs dbt](https://www.g2.com/compare/teradata-autonomous-knowledge-platform-vs-dbt) - [Teradata Autonomous Knowledge Platform vs SAP HANA Cloud](https://www.g2.com/compare/sap-hana-cloud-2025-10-01-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 Databricks, Google Cloud BigQuery is: - Easier to set up - Easier to admin Categories in common with Databricks: [ETL Tools](https://www.g2.com/categories/etl-tools), [Big Data Processing and Distribution](https://www.g2.com/categories/big-data-processing-and-distribution), [Big Data Analytics](https://www.g2.com/categories/big-data-analytics), [Data Warehouse](https://www.g2.com/categories/data-warehouse) **Compare:** [Databricks vs Google Cloud BigQuery](https://www.g2.com/compare/databricks-vs-google-cloud-bigquery) **Compare Google Cloud BigQuery with other alternatives:** - [Google Cloud BigQuery vs Cloudera](https://www.g2.com/compare/cloudera-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 Alteryx](https://www.g2.com/compare/alteryx-vs-google-cloud-bigquery) - [Google Cloud BigQuery vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-google-cloud-bigquery) - [Google Cloud BigQuery vs Qubole](https://www.g2.com/compare/google-cloud-bigquery-vs-qubole) - [Google Cloud BigQuery vs SAS Viya](https://www.g2.com/compare/google-cloud-bigquery-vs-sas-sas-viya) - [Google Cloud BigQuery vs dbt](https://www.g2.com/compare/google-cloud-bigquery-vs-dbt) - [Google Cloud BigQuery vs SAP HANA Cloud](https://www.g2.com/compare/google-cloud-bigquery-vs-sap-hana-cloud-2025-10-01) ### 5. [Alteryx](https://www.g2.com/products/alteryx/reviews) By Alteryx **Average Rating:** 4.6/5 **Total Reviews:** 834 Alteryx drives transformational business outcomes through unified analytics, data science, and process automation. Reviewers say compared to Databricks, Alteryx is: - Easier to do business with Categories in common with Databricks: [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:** [Databricks vs Alteryx](https://www.g2.com/compare/alteryx-vs-databricks) **Compare Alteryx with other alternatives:** - [Alteryx vs Cloudera](https://www.g2.com/compare/alteryx-vs-cloudera) - [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 Gemini Enterprise Agent Platform](https://www.g2.com/compare/alteryx-vs-gemini-enterprise-agent-platform) - [Alteryx vs Qubole](https://www.g2.com/compare/alteryx-vs-qubole) - [Alteryx vs SAS Viya](https://www.g2.com/compare/alteryx-vs-sas-sas-viya) - [Alteryx vs dbt](https://www.g2.com/compare/alteryx-vs-dbt) - [Alteryx vs SAP HANA Cloud](https://www.g2.com/compare/alteryx-vs-sap-hana-cloud-2025-10-01) ### 6. [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) By Google **Average Rating:** 4.3/5 **Total Reviews:** 659 Gemini Enterprise Agent Platform is a managed machine learning (ML) platform that helps you build, train, and deploy ML models faster and easier. It includes a unified UI for the entire ML workflow, as well as a variety of tools and services to help you with every step of the process. Gemini Enterprise Agent Platform Workbench is a cloud-based IDE that is included with Gemini Enterprise Agent Platform. It makes it easy to develop and debug ML code. It provides a variety of features to help you with your ML workflow, such as code completion, linting, and debugging. Gemini Enterprise Agent Platform and Gemini Enterprise Agent Platform Workbench are a powerful combination that can help you accelerate your ML development. With Gemini Enterprise Agent Platform, you can focus on building and training your models, while Gemini Enterprise Agent Platform Workbench takes care of the rest. This frees you up to be more productive and creative, and it helps you get your models into production faster. If you're looking for a powerful and easy-to-use ML platform, then Gemini Enterprise Agent Platform is a great option. With Gemini Enterprise Agent Platform, you can build, train, and deploy ML models faster and easier than ever before. Categories in common with Databricks: [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), [Generative AI Infrastructure](https://www.g2.com/categories/generative-ai-infrastructure), [AI Agent Builders](https://www.g2.com/categories/ai-agent-builders) **Compare:** [Databricks vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/databricks-vs-gemini-enterprise-agent-platform) **Compare Gemini Enterprise Agent Platform with other alternatives:** - [Gemini Enterprise Agent Platform vs Cloudera](https://www.g2.com/compare/cloudera-vs-gemini-enterprise-agent-platform) - [Gemini Enterprise Agent Platform vs Snowflake](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-snowflake) - [Gemini Enterprise Agent Platform vs Teradata Autonomous Knowledge Platform](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-teradata-autonomous-knowledge-platform) - [Gemini Enterprise Agent Platform vs Google Cloud BigQuery](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-google-cloud-bigquery) - [Gemini Enterprise Agent Platform vs Alteryx](https://www.g2.com/compare/alteryx-vs-gemini-enterprise-agent-platform) - [Gemini Enterprise Agent Platform vs Qubole](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-qubole) - [Gemini Enterprise Agent Platform vs SAS Viya](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-sas-sas-viya) - [Gemini Enterprise Agent Platform vs dbt](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-dbt) - [Gemini Enterprise Agent Platform vs SAP HANA Cloud](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-sap-hana-cloud-2025-10-01) ### 7. [Qubole](https://www.g2.com/products/qubole/reviews) By Qubole **Average Rating:** 4.0/5 **Total Reviews:** 259 Qubole delivers a Self-Service Platform for Big Data Analytics built on Amazon, Microsoft and Google Clouds Reviewers say compared to Databricks, Qubole is: - Slower to reach roi Categories in common with Databricks: [Big Data Processing and Distribution](https://www.g2.com/categories/big-data-processing-and-distribution), [Big Data Analytics](https://www.g2.com/categories/big-data-analytics), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms) **Compare:** [Databricks vs Qubole](https://www.g2.com/compare/databricks-vs-qubole) **Compare Qubole with other alternatives:** - [Qubole vs Cloudera](https://www.g2.com/compare/cloudera-vs-qubole) - [Qubole vs Snowflake](https://www.g2.com/compare/qubole-vs-snowflake) - [Qubole vs Teradata Autonomous Knowledge Platform](https://www.g2.com/compare/qubole-vs-teradata-autonomous-knowledge-platform) - [Qubole vs Google Cloud BigQuery](https://www.g2.com/compare/google-cloud-bigquery-vs-qubole) - [Qubole vs Alteryx](https://www.g2.com/compare/alteryx-vs-qubole) - [Qubole vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-qubole) - [Qubole vs SAS Viya](https://www.g2.com/compare/qubole-vs-sas-sas-viya) - [Qubole vs dbt](https://www.g2.com/compare/qubole-vs-dbt) - [Qubole vs SAP HANA Cloud](https://www.g2.com/compare/qubole-vs-sap-hana-cloud-2025-10-01) ### 8. [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) By SAS Institute Inc. **Average Rating:** 4.3/5 **Total Reviews:** 800 As a cloud-native AI, analytics and data management platform, SAS Viya enables you to scale cost-effectively, increase productivity and innovate faster, backed by trust and transparency. SAS Viya makes it possible to integrate teams and technology enabling all users to work together successfully to turn critical questions into accurate decisions. Reviewers say compared to Databricks, SAS Viya is: - Slower to reach roi Categories in common with Databricks: [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Governance](https://www.g2.com/categories/data-governance-tools), [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), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms) **Compare:** [Databricks vs SAS Viya](https://www.g2.com/compare/databricks-vs-sas-sas-viya) **Compare SAS Viya with other alternatives:** - [SAS Viya vs Cloudera](https://www.g2.com/compare/cloudera-vs-sas-sas-viya) - [SAS Viya vs Snowflake](https://www.g2.com/compare/sas-sas-viya-vs-snowflake) - [SAS Viya vs Teradata Autonomous Knowledge Platform](https://www.g2.com/compare/sas-sas-viya-vs-teradata-autonomous-knowledge-platform) - [SAS Viya vs Google Cloud BigQuery](https://www.g2.com/compare/google-cloud-bigquery-vs-sas-sas-viya) - [SAS Viya vs Alteryx](https://www.g2.com/compare/alteryx-vs-sas-sas-viya) - [SAS Viya vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-sas-sas-viya) - [SAS Viya vs Qubole](https://www.g2.com/compare/qubole-vs-sas-sas-viya) - [SAS Viya vs dbt](https://www.g2.com/compare/sas-sas-viya-vs-dbt) - [SAS Viya vs SAP HANA Cloud](https://www.g2.com/compare/sap-hana-cloud-2025-10-01-vs-sas-sas-viya) ### 9. [dbt](https://www.g2.com/products/dbt/reviews) By dbt Labs **Average Rating:** 4.7/5 **Total Reviews:** 208 dbt is a transformation workflow that lets teams quickly and collaboratively deploy analytics code following software engineering best practices like modularity, portability, CI/CD, and documentation. Now anyone who knows SQL can build production-grade data pipelines. Reviewers say compared to Databricks, dbt is: - More usable - Better at meeting requirements - Easier to set up Categories in common with Databricks: [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [ETL Tools](https://www.g2.com/categories/etl-tools), [Big Data Analytics](https://www.g2.com/categories/big-data-analytics) **Compare:** [Databricks vs dbt](https://www.g2.com/compare/databricks-vs-dbt) **Compare dbt with other alternatives:** - [dbt vs Cloudera](https://www.g2.com/compare/cloudera-vs-dbt) - [dbt vs Snowflake](https://www.g2.com/compare/snowflake-vs-dbt) - [dbt vs Teradata Autonomous Knowledge Platform](https://www.g2.com/compare/teradata-autonomous-knowledge-platform-vs-dbt) - [dbt vs Google Cloud BigQuery](https://www.g2.com/compare/google-cloud-bigquery-vs-dbt) - [dbt vs Alteryx](https://www.g2.com/compare/alteryx-vs-dbt) - [dbt vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-dbt) - [dbt vs Qubole](https://www.g2.com/compare/qubole-vs-dbt) - [dbt vs SAS Viya](https://www.g2.com/compare/sas-sas-viya-vs-dbt) - [dbt vs SAP HANA Cloud](https://www.g2.com/compare/sap-hana-cloud-2025-10-01-vs-dbt) ### 10. [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 Databricks, SAP HANA Cloud is: - Slower to reach roi - More expensive Categories in common with Databricks: [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) **Compare:** [Databricks vs SAP HANA Cloud](https://www.g2.com/compare/databricks-vs-sap-hana-cloud-2025-10-01) **Compare SAP HANA Cloud with other alternatives:** - [SAP HANA Cloud vs Cloudera](https://www.g2.com/compare/cloudera-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 Alteryx](https://www.g2.com/compare/alteryx-vs-sap-hana-cloud-2025-10-01) - [SAP HANA Cloud vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-sap-hana-cloud-2025-10-01) - [SAP HANA Cloud vs Qubole](https://www.g2.com/compare/qubole-vs-sap-hana-cloud-2025-10-01) - [SAP HANA Cloud vs SAS Viya](https://www.g2.com/compare/sap-hana-cloud-2025-10-01-vs-sas-sas-viya) - [SAP HANA Cloud vs dbt](https://www.g2.com/compare/sap-hana-cloud-2025-10-01-vs-dbt) --- ## Databricks Alternatives FAQs ### What are the best alternatives to Databricks? The best alternatives to Databricks include [Snowflake](https://www.g2.com/products/snowflake/reviews) (4.5/5 with 755 reviews), [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) (4.5/5 with 1227 reviews), [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) (4.3/5 with 375 reviews), [Cloudera Data Platform](https://www.g2.com/products/cloudera-cloudera-data-platform/reviews) (4.1/5 with 136 reviews), and [Alteryx](https://www.g2.com/products/alteryx/reviews) (4.6/5 with 816 reviews). These platforms are favored for their scalability, ease of use, and strong integration capabilities. ### What features do alternatives offer that Databricks does not? Databricks users report challenges with cost management, steep learning curve, cluster startup times, and complex debugging processes. Alternatives offer features that address some of these issues, such as easier administration, better cost predictability, and integrated AI/ML capabilities. ### Which Big Data Processing and Distribution tools do reviewers recommend instead of Databricks? Reviewers recommend [Snowflake](https://www.g2.com/products/snowflake/reviews) for its ease of administration, better usability, and setup simplicity compared to Databricks. [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) is praised for its serverless architecture and fast query performance with easier administration. [dbt](https://www.g2.com/products/dbt/reviews) is noted for better support, usability, and meeting requirements in data transformation workflows. [Teradata](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) and [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) are recognized for their scalability and advanced analytics capabilities. Users suggest considering these alternatives for improved cost management, simplified administration, and enhanced AI/ML integration. ### How does Databricks compare to Cloudera Data Platform? [Databricks](https://www.g2.com/products/databricks/reviews) outperforms [Cloudera Data Platform](https://www.g2.com/products/cloudera-cloudera-data-platform/reviews) with an average rating of 4.6/5 from 803 reviews compared to Cloudera's 4.1/5 from 136 reviews. Databricks scores higher across key dimensions: it leads by 0.4 points in meeting requirements (9.0 vs 8.6), by 0.6 points in usability (8.9 vs 8.3), by 0.6 points in ease of setup (8.7 vs 8.1), by 0.5 points in ease of administration (8.4 vs 7.9), by 0.8 points in support quality (8.8 vs 8.0), and by 0.5 points in ease of doing business (8.9 vs 8.4). Users praise Databricks for its extensive features (192 mentions), ease of use (155 mentions), integrations (141 mentions), collaboration (114 mentions), scalability (111 mentions), and machine learning integration (106 mentions). In contrast, Cloudera is noted for ease of use (22 mentions), scalability (17 mentions), and security (9 mentions), but with fewer mentions overall and more concerns about cost and complexity. Databricks offers a unified platform combining data engineering, analytics, and AI/ML workflows with collaborative notebooks and strong Spark integration, while Cloudera emphasizes big data management with Apache Spark and Airflow integration but has a steeper learning curve and higher complexity. Cost management is a challenge for both, but Databricks' pricing model is frequently cited as complex and expensive if not carefully managed. Overall, Databricks provides a more comprehensive, user-friendly, and scalable solution with stronger support and collaboration features according to G2 data. ### Why do users choose Cloudera Data Platform over Databricks? Users choose [Cloudera Data Platform](https://www.g2.com/products/cloudera-cloudera-data-platform/reviews) over Databricks primarily for its robust security features and strong scalability in hybrid and enterprise environments. Cloudera is recognized for its ease of use in big data management, with 22 mentions highlighting usability and 9 mentions emphasizing security, making it attractive for organizations prioritizing data governance and compliance. Its integration with Apache Spark and Apache Airflow supports efficient batch processing and job orchestration, which appeals to teams needing reliable pipeline automation. Additionally, Cloudera's support for hybrid cloud deployments and its comprehensive suite of bundled big data technologies provide flexibility for enterprises managing complex, multi-cloud infrastructures. Some users appreciate Cloudera's customer support and the platform's reliability for handling large-scale data engineering tasks. Despite a smaller review base and lower overall ratings compared to Databricks, Cloudera's strengths in security, scalability, and enterprise-grade features make it a preferred choice for organizations with stringent compliance requirements and hybrid cloud strategies, as reflected in G2 user feedback. ## Explore Articles - [What are the top-rated DBMS tools for security and compliance?](https://www.g2.com/discussions/what-are-the-top-rated-dbms-tools-for-security-and-compliance) - [Affordable voice recognition solution for small tech firms](https://www.g2.com/discussions/affordable-voice-recognition-solution-for-small-tech-firms) - [Best help desk software for small business IT support](https://www.g2.com/discussions/which-help-desk-tools-actually-work-for-small-business-it-teams) - [Best software for integrating container monitoring with CI/CD](https://www.g2.com/discussions/best-software-for-integrating-container-monitoring-with-ci-cd) - [Which location intelligence software provides predictive modeling features?](https://www.g2.com/discussions/which-location-intelligence-software-provides-predictive-modeling-features) - [Which app offers the best corporate learning tools](https://www.g2.com/discussions/which-app-offers-the-best-corporate-learning-tools) ## Spotlight Categories - [Analytics Platforms](https://www.g2.com/categories/analytics-platforms) - [Sales Enablement Software](https://www.g2.com/categories/sales-enablement) - [Robotic Process Automation (RPA) Software](https://www.g2.com/categories/robotic-process-automation-rpa)