# Databricks vs Hadoop HDFS Comparison --- ## AI Generated Summary - **G2 reviewers report** that Databricks excels in **usability** and **AI features** , making it easier for users to handle large datasets without the burden of managing infrastructure. Users appreciate the intuitive **query generator** that simplifies data manipulation. - **Users say** that Hadoop HDFS is a powerful tool for **big data processing** , with its distributed nature and MapReduce model allowing for effective performance in handling vast amounts of data. Reviewers highlight its ability to smoothly copy files from multiple locations. - **According to verified reviews** , Databricks offers a significantly **quicker implementation process** , with many users noting that transitioning to the platform was seamless and straightforward, enhancing their overall experience. - **Reviewers mention** that while Hadoop HDFS is robust, it can sometimes present challenges in **configuration** and meeting specific workflow needs, which may require additional effort from users to optimize their setup. - **G2 reviewers highlight** that Databricks provides a **unified vision of data** and strong data governance, which is particularly beneficial for organizations looking to streamline their data management processes and ensure compliance. - **Users report** that while Hadoop HDFS is effective for data storage, Databricks outshines it in terms of **ease of use** and **support quality** , with many users praising the responsive assistance they receive when encountering issues. | | Databricks | Hadoop HDFS | |---|---|---| | **Star Rating** | 4.6 out of 5 | 4.4 out of 5 | | **Total Reviews** | 1,355 | 141 | | **Largest Market Segment** | Enterprise (48.0% of reviews) | Enterprise (55.0% of reviews) | | **Entry Level Price** | No pricing available | No pricing available | --- ## Top Pros & Cons ### Databricks Pros: - Features (192 reviews) - Ease of Use (154 reviews) Cons: - Learning Curve (78 reviews) - Expensive (71 reviews) ### Hadoop HDFS Pros: - Data Processing (1 reviews) - Data Security (1 reviews) Cons: - Increased Costs (1 reviews) - Maintenance Issues (1 reviews) --- ## Ratings Comparison | Rating | Databricks | Hadoop HDFS | |---|---|---| | **Meets Requirements** | 9.0 (663 reviews) | 8.6 (118 reviews) | | **Ease of Use** | 8.8 (1033 reviews) | 7.5 (120 reviews) | | **Ease of Setup** | 8.4 (882 reviews) | 6.9 (47 reviews) | | **Ease of Admin** | 8.4 (192 reviews) | 7.1 (44 reviews) | | **Quality of Support** | 8.8 (643 reviews) | 7.8 (103 reviews) | | **Has the product been a good partner in doing business?** | 8.9 (196 reviews) | 7.7 (42 reviews) | | **Product Direction (% positive)** | 9.6 (643 reviews) | 8.0 (113 reviews) | --- ## Pricing ### Databricks #### Entry-Level Pricing No pricing available #### Free Trial Yes ### Hadoop HDFS #### Entry-Level Pricing No pricing available #### Free Trial No information available --- ## Features Comparison By Category ### Business Intelligence | Product | Score | Reviews | |---|---|---| | **Databricks** | 8.5/10 | 390 | | **Hadoop HDFS** | N/A | N/A | #### Reports | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Reports Interface** | 9.1 (24 reviews) | Not enough data | | **Steps to Answer** | 8.3 (20 reviews) | Not enough data | | **Graphs and Charts** | 9.2 (22 reviews) | Not enough data | | **Score Cards** | 8.8 (16 reviews) | Not enough data | | **Dashboards** | 9.2 (29 reviews) | Not enough data | #### Self Service | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Calculated Fields** | 8.6 (17 reviews) | Not enough data | | **Data Column Filtering** | 8.9 (21 reviews) | Not enough data | | **Data Discovery** | 9.1 (23 reviews) | Not enough data | | **Search** | 8.7 (21 reviews) | Not enough data | | **Collaboration / Workflow** | 9.1 (23 reviews) | Not enough data | | **Automodeling** | 8.9 (15 reviews) | Not enough data | #### Advanced Analytics | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Predictive Analytics** | 9.1 (20 reviews) | Not enough data | | **Data Visualization** | 9.0 (22 reviews) | Not enough data | | **Big Data Services** | 9.6 (29 reviews) | Not enough data | #### Building Reports | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Data Transformation** | 9.3 (222 reviews) | Not enough data | | **Data Modeling** | 9.0 (221 reviews) | Not enough data | | **WYSIWYG Report Design** | 7.8 (174 reviews) | Not enough data | | **Integration APIs** | 8.7 (224 reviews) | Not enough data | #### Platform | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Mobile User Support** | Not enough data | Not enough data | | **Customization ** | Not enough data | Not enough data | | **User, Role, and Access Management** | Not enough data | Not enough data | | **Internationalization** | Not enough data | Not enough data | | **Sandbox / Test Environments** | Not enough data | Not enough data | | **Performance and Reliability** | Not enough data | Not enough data | | **Breadth of Partner Applications** | Not enough data | Not enough data | ### Data Visualization | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.0/10 | 39 | | **Hadoop HDFS** | N/A | N/A | #### Reports | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Reports Interface** | 9.1 (24 reviews) | Not enough data | | **Steps to Answer** | 8.3 (20 reviews) | Not enough data | | **Graphs and Charts** | 9.2 (22 reviews) | Not enough data | | **Score Cards** | 8.8 (16 reviews) | Not enough data | | **Dashboards** | 9.2 (29 reviews) | Not enough data | #### Reports | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Reports Interface** | Not enough data | Not enough data | | **Share Reports** | Not enough data | Not enough data | | **Steps to Answer** | Not enough data | Not enough data | #### Generative AI | Feature | Databricks | Hadoop HDFS | |---|---|---| | **AI Text Generation** | Not enough data | Not enough data | | **AI Text Summarization** | Not enough data | Not enough data | #### Visualization | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Graphs and Charts** | Not enough data | Not enough data | | **Score Cards** | Not enough data | Not enough data | | **Dashboards** | Not enough data | Not enough data | | **Formats** | Not enough data | Not enough data | #### Data Updates | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Historical Snapshots** | Not enough data | Not enough data | | **Real-Time Updating** | Not enough data | Not enough data | #### Collaboration | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Sharing** | Not enough data | Not enough data | | **Co-Editing** | Not enough data | Not enough data | | **Devices** | Not enough data | Not enough data | #### Data Updates | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Historical Snapshots** | Not enough data | Not enough data | | **Real-Time Updating** | Not enough data | Not enough data | | **Email Reports** | Not enough data | Not enough data | ### Analytics Platforms | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.2/10 | 395 | | **Hadoop HDFS** | N/A | N/A | #### Reports | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Reports Interface** | 9.1 (24 reviews) | Not enough data | | **Steps to Answer** | 8.3 (20 reviews) | Not enough data | | **Graphs and Charts** | 9.2 (22 reviews) | Not enough data | | **Score Cards** | 8.8 (16 reviews) | Not enough data | | **Dashboards** | 9.2 (29 reviews) | Not enough data | #### Data Preparation | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Connectors** | 9.4 (15 reviews) | Not enough data | | **Data Governance** | 9.2 (16 reviews) | Not enough data | #### Data Modeling and Blending | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Data Querying** | 9.4 (15 reviews) | Not enough data | | **Data Filtering** | 9.3 (14 reviews) | Not enough data | | **Data Blending** | 9.4 (16 reviews) | Not enough data | #### Generative AI | Feature | Databricks | Hadoop HDFS | |---|---|---| | **AI Text Generation** | 9.5 (16 reviews) | Not enough data | | **AI Text Summarization** | 9.6 (13 reviews) | Not enough data | #### Agentic AI - Analytics Platforms | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Autonomous Task Execution** | 9.2 (15 reviews) | Not enough data | | **Multi-step Planning** | 9.4 (12 reviews) | Not enough data | | **Cross-system Integration** | 9.2 (13 reviews) | Not enough data | | **Adaptive Learning** | 9.1 (13 reviews) | Not enough data | | **Natural Language Interaction** | 9.2 (14 reviews) | Not enough data | | **Proactive Assistance** | 9.9 (13 reviews) | Not enough data | | **Decision Making** | 9.7 (12 reviews) | Not enough data | #### Self Service | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Calculated Fields** | 8.6 (17 reviews) | Not enough data | | **Data Column Filtering** | 8.9 (21 reviews) | Not enough data | | **Data Discovery** | 9.1 (23 reviews) | Not enough data | | **Search** | 8.7 (21 reviews) | Not enough data | | **Collaboration / Workflow** | 9.1 (23 reviews) | Not enough data | | **Automodeling** | 8.9 (15 reviews) | Not enough data | #### Deployment & Integration - Analytics Platforms | Feature | Databricks | Hadoop HDFS | |---|---|---| | **No-code Dashboard Builder** | 8.9 (15 reviews) | Not enough data | | **Report Scheduling and Automation** | 9.6 (15 reviews) | Not enough data | | **Embedded Analytics and White-labeling** | 9.4 (13 reviews) | Not enough data | | **Data Source Connectivity** | 9.6 (15 reviews) | Not enough data | #### Advanced Analytics | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Predictive Analytics** | 9.1 (20 reviews) | Not enough data | | **Data Visualization** | 9.0 (22 reviews) | Not enough data | | **Big Data Services** | 9.6 (29 reviews) | Not enough data | #### Performance & Scalability - Analytics Platforms | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Large data handling and Query Speed** | 9.6 (19 reviews) | Not enough data | | **Concurrent User Support** | 9.8 (11 reviews) | Not enough data | #### Advanced Analytics & Modeling - Analytics Platforms | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Data Modeling and Governance** | 9.5 (16 reviews) | Not enough data | | **Notebook and Script Integration** | 9.0 (16 reviews) | Not enough data | | **Built-in Predictive and Statistical Models** | 9.2 (13 reviews) | Not enough data | #### Agentic AI Capabilities - Analytics Platforms | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Auto-generated Insights and Narratives** | 9.2 (14 reviews) | Not enough data | | **Natural Language Queries** | 9.5 (17 reviews) | Not enough data | | **Proactive KPI Monitoring and Alerts** | 9.5 (13 reviews) | Not enough data | | **AI Agents for Analytical Follow-ups** | 9.2 (15 reviews) | Not enough data | #### Personalized Intelligence - Analytics Platforms | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Behavioral Learning for Contextual Query Refinement** | 9.5 (13 reviews) | Not enough data | | **Role-based Insight Personalization** | 8.8 (15 reviews) | Not enough data | | **Conversational and Prompt-based Analytics** | 9.2 (14 reviews) | Not enough data | #### Building Reports | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Data Transformation** | 9.3 (222 reviews) | Not enough data | | **Data Modeling** | 9.0 (221 reviews) | Not enough data | | **WYSIWYG Report Design** | 7.8 (174 reviews) | Not enough data | | **Integration APIs** | 8.7 (224 reviews) | Not enough data | ### Data Governance | Product | Score | Reviews | |---|---|---| | **Databricks** | 8.8/10 | 143 | | **Hadoop HDFS** | N/A | N/A | #### Administration | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Data Modelling** | 8.9 (105 reviews) | Not enough data | | **Recommendations** | 8.6 (96 reviews) | Not enough data | | **Workflow Management** | 9.0 (100 reviews) | Not enough data | | **Dashboards and Visualizations** | 8.8 (106 reviews) | Not enough data | #### Management | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Business Glossary** | 8.5 (90 reviews) | Not enough data | | **Data Discovery** | 8.7 (91 reviews) | Not enough data | | **Data Profililng** | 8.7 (91 reviews) | Not enough data | | **Reporting and Visualization** | 8.6 (90 reviews) | Not enough data | | **Data Lineage** | 8.8 (91 reviews) | Not enough data | #### Compliance | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Sensitive Data Compliance** | 8.9 (102 reviews) | Not enough data | | **Training and Guidelines** | 8.7 (97 reviews) | Not enough data | | **Policy Enforcement** | 9.0 (102 reviews) | Not enough data | | **Compliance Monitoring** | 8.8 (98 reviews) | Not enough data | #### Security | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Access Control** | 9.0 (96 reviews) | Not enough data | | **Roles Management** | 8.9 (89 reviews) | Not enough data | | **Compliance Management** | 8.8 (89 reviews) | Not enough data | #### Data Quality | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Data Preparation** | 9.1 (99 reviews) | Not enough data | | **Data Distribution** | 8.8 (96 reviews) | Not enough data | | **Data Unification** | 9.1 (104 reviews) | Not enough data | #### Maintainence | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Data Quality Management** | 8.8 (88 reviews) | Not enough data | | **Policy Management** | 8.8 (87 reviews) | Not enough data | #### Generative AI | Feature | Databricks | Hadoop HDFS | |---|---|---| | **AI Text Generation** | 8.4 (85 reviews) | Not enough data | | **AI Text Summarization** | 8.5 (84 reviews) | Not enough data | #### Agentic AI - Data Governance | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Autonomous Task Execution** | 8.8 (13 reviews) | Not enough data | | **Multi-step Planning** | 9.0 (14 reviews) | Not enough data | | **Cross-system Integration** | 9.0 (18 reviews) | Not enough data | | **Adaptive Learning** | 8.8 (15 reviews) | Not enough data | | **Natural Language Interaction** | 9.2 (15 reviews) | Not enough data | | **Decision Making** | 9.2 (16 reviews) | Not enough data | ### ETL Tools | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.0/10 | 218 | | **Hadoop HDFS** | N/A | N/A | #### Management | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Reporting** | 8.7 (180 reviews) | Not enough data | | **Auditing** | 8.5 (169 reviews) | Not enough data | #### Functionality | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Extraction** | 9.1 (188 reviews) | Not enough data | | **Transformation** | 9.3 (192 reviews) | Not enough data | | **Loading** | 9.2 (182 reviews) | Not enough data | | **Automation** | 9.0 (177 reviews) | Not enough data | | **Scalability** | 9.2 (183 reviews) | Not enough data | ### MLOps Platforms | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.0/10 | 102 | | **Hadoop HDFS** | N/A | N/A | #### Deployment | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Language Flexibility** | 9.0 (71 reviews) | Not enough data | | **Framework Flexibility** | 9.0 (71 reviews) | Not enough data | | **Versioning** | 9.0 (73 reviews) | Not enough data | | **Ease of Deployment** | 9.0 (75 reviews) | Not enough data | | **Scalability** | 9.0 (74 reviews) | Not enough data | #### Deployment | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Language Flexibility** | 9.0 (69 reviews) | Not enough data | | **Framework Flexibility** | 8.8 (68 reviews) | Not enough data | | **Versioning** | 8.7 (73 reviews) | Not enough data | | **Ease of Deployment** | 9.0 (74 reviews) | Not enough data | | **Scalability** | 9.1 (72 reviews) | Not enough data | #### Management | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Cataloging** | 9.0 (71 reviews) | Not enough data | | **Monitoring** | 8.9 (71 reviews) | Not enough data | | **Governing** | 9.2 (68 reviews) | Not enough data | | **Model Registry** | 9.0 (75 reviews) | Not enough data | #### Operations | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Metrics** | 8.8 (68 reviews) | Not enough data | | **Infrastructure management** | 9.0 (69 reviews) | Not enough data | | **Collaboration** | 9.2 (73 reviews) | Not enough data | #### Management | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Cataloging** | 8.9 (68 reviews) | Not enough data | | **Monitoring** | 8.8 (66 reviews) | Not enough data | | **Governing** | 9.1 (66 reviews) | Not enough data | #### Generative AI | Feature | Databricks | Hadoop HDFS | |---|---|---| | **AI Text Generation** | 8.7 (35 reviews) | Not enough data | | **AI Text Summarization** | 8.6 (35 reviews) | Not enough data | ### Data Science and Machine Learning Platforms | Product | Score | Reviews | |---|---|---| | **Databricks** | 8.7/10 | 243 | | **Hadoop HDFS** | N/A | N/A | #### System | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Data Ingestion & Wrangling** | 8.9 (187 reviews) | Not enough data | #### Model Development | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Language Support** | 8.8 (195 reviews) | Not enough data | | **Drag and Drop** | 8.1 (199 reviews) | Not enough data | | **Pre-Built Algorithms** | 8.4 (194 reviews) | Not enough data | | **Model Training** | 8.7 (203 reviews) | Not enough data | #### Model Development | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Feature Engineering** | 8.5 (178 reviews) | Not enough data | #### Machine/Deep Learning Services | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Computer Vision** | 8.2 (182 reviews) | Not enough data | | **Natural Language Processing** | 8.6 (190 reviews) | Not enough data | | **Natural Language Generation** | 8.3 (181 reviews) | Not enough data | | **Artificial Neural Networks** | 8.2 (178 reviews) | Not enough data | #### Machine/Deep Learning Services | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Natural Language Understanding** | 8.4 (165 reviews) | Not enough data | | **Deep Learning** | 8.5 (167 reviews) | Not enough data | #### Deployment | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Managed Service** | 8.6 (187 reviews) | Not enough data | | **Application** | 8.8 (190 reviews) | Not enough data | | **Scalability** | 9.0 (200 reviews) | Not enough data | #### Generative AI | Feature | Databricks | Hadoop HDFS | |---|---|---| | **AI Text Generation** | 8.4 (94 reviews) | Not enough data | | **AI Text Summarization** | 8.5 (94 reviews) | Not enough data | | **AI Text-to-Image** | 7.8 (92 reviews) | Not enough data | #### Agentic AI - Data Science and Machine Learning Platforms | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Autonomous Task Execution** | 9.4 (15 reviews) | Not enough data | | **Multi-step Planning** | 9.1 (13 reviews) | Not enough data | | **Cross-system Integration** | 9.0 (15 reviews) | Not enough data | | **Adaptive Learning** | 9.0 (14 reviews) | Not enough data | | **Natural Language Interaction** | 9.5 (17 reviews) | Not enough data | | **Proactive Assistance** | 9.5 (14 reviews) | Not enough data | | **Decision Making** | 9.6 (14 reviews) | Not enough data | ### Data Warehouse | Product | Score | Reviews | |---|---|---| | **Databricks** | 8.9/10 | 244 | | **Hadoop HDFS** | N/A | N/A | #### Data Management | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Data Integration** | 9.1 (203 reviews) ✓ Verified | Not enough data | | **Data Compression** | 8.9 (187 reviews) ✓ Verified | Not enough data | | **Data Quality** | 8.9 (193 reviews) ✓ Verified | Not enough data | | **Built-In Data Analytics** | 8.8 (189 reviews) ✓ Verified | Not enough data | | **In-Database Machine Learning** | 8.7 (175 reviews) ✓ Verified | Not enough data | | **Data Lake Analytics** | 9.1 (179 reviews) ✓ Verified | Not enough data | #### Integration | Feature | Databricks | Hadoop HDFS | |---|---|---| | **AI/ ML Integration** | 8.9 (191 reviews) ✓ Verified | Not enough data | | **BI Tool Integration** | 8.8 (174 reviews) ✓ Verified | Not enough data | | **Data lake Integration** | 9.1 (187 reviews) ✓ Verified | Not enough data | #### Deployment | Feature | Databricks | Hadoop HDFS | |---|---|---| | **On-Premise** | 8.0 (164 reviews) ✓ Verified | Not enough data | | **Cloud** | 9.2 (189 reviews) ✓ Verified | Not enough data | #### Performance | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Scalability** | 9.2 (197 reviews) ✓ Verified | Not enough data | #### Security | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Data Governance** | 8.9 (189 reviews) ✓ Verified | Not enough data | | **Data Security** | 9.0 (176 reviews) ✓ Verified | Not enough data | #### Generative AI | Feature | Databricks | Hadoop HDFS | |---|---|---| | **AI Text Generation** | 8.6 (85 reviews) | Not enough data | | **AI Text Summarization** | 8.5 (83 reviews) | Not enough data | ### DataOps Platforms | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.1/10 | 101 | | **Hadoop HDFS** | N/A | N/A | #### Data Management | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Data Integration** | 9.1 (78 reviews) | Not enough data | | **Metadata** | 8.8 (79 reviews) | Not enough data | | **Self-service** | 8.9 (75 reviews) | Not enough data | | **Automated workflows** | 9.2 (77 reviews) | Not enough data | #### Agentic AI - DataOps Platforms | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Autonomous Task Execution** | 9.4 (15 reviews) | Not enough data | | **Multi-step Planning** | 9.4 (13 reviews) | Not enough data | | **Cross-system Integration** | 9.4 (16 reviews) | Not enough data | | **Adaptive Learning** | 9.4 (14 reviews) | Not enough data | | **Decision Making** | 9.6 (14 reviews) | Not enough data | #### Analytics | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Analytics capabilities** | 9.0 (78 reviews) | Not enough data | | **Dasboard visualizations** | 8.7 (74 reviews) | Not enough data | #### Monitoring and Management | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Data Observability** | 8.7 (74 reviews) | Not enough data | | **Testing capabilities** | 8.7 (75 reviews) | Not enough data | #### Cloud Deployment | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Hybrid cloud support** | 9.1 (69 reviews) | Not enough data | | **Cloud migration capabilities** | 9.1 (70 reviews) | Not enough data | #### Generative AI | Feature | Databricks | Hadoop HDFS | |---|---|---| | **AI Text Generation** | 9.1 (42 reviews) | Not enough data | | **AI Text Summarization** | 9.0 (42 reviews) | Not enough data | ### Application Development Platforms | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **Hadoop HDFS** | N/A | N/A | #### Functionality | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Ease of Use** | Not enough data | Not enough data | | **File Management** | Not enough data | Not enough data | | **Multi-Language Support** | Not enough data | Not enough data | | **Customization** | Not enough data | Not enough data | | **Straight-Out-the-Box Functionality** | Not enough data | Not enough data | | **Help Guides** | Not enough data | Not enough data | | **Patching & Updates** | Not enough data | Not enough data | ### Generative AI Infrastructure | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.8/10 | 12 | | **Hadoop HDFS** | N/A | N/A | #### Scalability and Performance - Generative AI Infrastructure | Feature | Databricks | Hadoop HDFS | |---|---|---| | **AI High Availability** | 10.0 (5 reviews) | Not enough data | | **AI Model Training Scalability** | 10.0 (9 reviews) | Not enough data | | **AI Inference Speed** | 10.0 (6 reviews) | Not enough data | #### Cost and Efficiency - Generative AI Infrastructure | Feature | Databricks | Hadoop HDFS | |---|---|---| | **AI Cost per API Call** | 10.0 (5 reviews) | Not enough data | | **AI Resource Allocation Flexibility** | 9.3 (7 reviews) | Not enough data | | **AI Energy Efficiency** | 10.0 (5 reviews) | Not enough data | #### Integration and Extensibility - Generative AI Infrastructure | Feature | Databricks | Hadoop HDFS | |---|---|---| | **AI Multi-cloud Support** | 9.0 (7 reviews) | Not enough data | | **AI Data Pipeline Integration** | 10.0 (6 reviews) | Not enough data | | **AI API Support and Flexibility** | 10.0 (5 reviews) | Not enough data | #### Security and Compliance - Generative AI Infrastructure | Feature | Databricks | Hadoop HDFS | |---|---|---| | **AI GDPR and Regulatory Compliance** | 10.0 (5 reviews) | Not enough data | | **AI Role-based Access Control** | 9.7 (5 reviews) | Not enough data | | **AI Data Encryption** | 10.0 (5 reviews) | Not enough data | #### Usability and Support - Generative AI Infrastructure | Feature | Databricks | Hadoop HDFS | |---|---|---| | **AI Documentation Quality** | 10.0 (7 reviews) | Not enough data | | **AI Community Activity** | 9.7 (5 reviews) | Not enough data | ### AI Agent Builders | Product | Score | Reviews | |---|---|---| | **Databricks** | 10.0/10 | 7 | | **Hadoop HDFS** | N/A | N/A | #### Customization - AI Agent Builders | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Natural Language Configuration** | Not enough data | Not enough data | | **Tone Customization** | Not enough data | Not enough data | | **Security Guardrails** | Not enough data | Not enough data | #### Functionality - AI Agent Builders | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Omni-channel Support** | Not enough data | Not enough data | | **Agent Branding** | Not enough data | Not enough data | | **Proactive Response Capabilities** | Not enough data | Not enough data | | **Seamless Human Escalation** | Not enough data | Not enough data | #### Data and Analytics - AI Agent Builders | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Analytics & Reporting** | 10.0 (5 reviews) | Not enough data | | **Contextual Awareness** | Not enough data | Not enough data | | **Data Privacy Compliance** | Not enough data | Not enough data | #### Integration - AI Agent Builders | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Workflow Automation** | Not enough data | Not enough data | | **API Usage** | Not enough data | Not enough data | | **Platform Interoperability** | Not enough data | Not enough data | | **CRM Data Integration** | Not enough data | Not enough data | ### AI Gateways | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **Hadoop HDFS** | N/A | N/A | #### Traffic Management & Performance - AI Gateways | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Token-Aware Rate Limiting** | Not enough data | Not enough data | | **Semantic Caching** | Not enough data | Not enough data | | **Multi-Model Routing & Fallbacks** | Not enough data | Not enough data | #### Governance & Observability - AI Gateways | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Data Privacy** | Not enough data | Not enough data | | **Cost Tracking** | Not enough data | Not enough data | | **Centralized API Key Security** | Not enough data | Not enough data | ### Database as a Service (DBaaS) | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **Hadoop HDFS** | N/A | N/A | #### Configuration | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Application Performance** | Not enough data | Not enough data | | **Orchestration** | Not enough data | Not enough data | | **Database Monitoring** | Not enough data | Not enough data | | **Anomaly Detection** | Not enough data | Not enough data | | **Network Security** | Not enough data | Not enough data | #### Database Administration | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Provisioning** | Not enough data | Not enough data | | **Governance** | Not enough data | Not enough data | | **Auditing** | Not enough data | Not enough data | #### Availability | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Scalability** | Not enough data | Not enough data | | **Backup** | Not enough data | Not enough data | | **Archiving** | Not enough data | Not enough data | | **Indexing** | Not enough data | Not enough data | #### Security | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Data Masking** | Not enough data | Not enough data | | **Authentication And Single Sign-On** | Not enough data | Not enough data | | **Data Anonymization** | Not enough data | Not enough data | #### Data Management | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Data Replication** | Not enough data | Not enough data | | **Advanced Data Analytics** | Not enough data | Not enough data | ### Big Data Processing and Distribution | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.0/10 | 535 | | **Hadoop HDFS** | 8.7/10 | 49 | #### Database | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Real-Time Data Collection** | 8.8 (259 reviews) | 8.6 (42 reviews) | | **Data Distribution** | 9.0 (255 reviews) | 9.1 (46 reviews) | | **Data Lake** | 9.4 (336 reviews) | 9.0 (40 reviews) | #### Integrations | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Hadoop Integration** | 8.3 (223 reviews) | 9.1 (44 reviews) | | **Spark Integration** | 9.1 (301 reviews) | 8.8 (40 reviews) | #### Platform | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Machine Scaling** | 9.0 (330 reviews) | 8.3 (40 reviews) | | **Data Preparation** | 9.1 (319 reviews) | 8.4 (43 reviews) | | **Spark Integration** | 9.1 (301 reviews) | 8.8 (40 reviews) | #### Processing | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Cloud Processing** | 9.1 (296 reviews) | 8.7 (36 reviews) | | **Workload Processing** | 9.1 (302 reviews) | 8.5 (41 reviews) | ### Big Data Analytics | Product | Score | Reviews | |---|---|---| | **Databricks** | 8.9/10 | 285 | | **Hadoop HDFS** | N/A | N/A | #### Data Transformation | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Real-Time Analytics** | 8.9 (231 reviews) | Not enough data | | **Data Querying** | 9.1 (245 reviews) | Not enough data | #### Connectivity | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Hadoop Integration** | 8.7 (210 reviews) | Not enough data | | **Spark Integration** | 9.2 (236 reviews) | Not enough data | | **Multi-Source Analysis** | 9.0 (229 reviews) | Not enough data | | **Data Lake** | 9.2 (236 reviews) | Not enough data | #### Operations | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Data Visualization** | 8.5 (233 reviews) | Not enough data | | **Data Workflow** | 8.9 (239 reviews) | Not enough data | | **Governed Discovery** | 8.6 (222 reviews) | Not enough data | | **Embedded Analytics** | 8.7 (215 reviews) | Not enough data | | **Notebooks** | 9.3 (240 reviews) | Not enough data | ### Big Data | Product | Score | Reviews | |---|---|---| | **Databricks** | 8.7/10 | 362 | | **Hadoop HDFS** | N/A | N/A | #### Building Reports | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Data Transformation** | 9.3 (222 reviews) | Not enough data | | **Data Modeling** | 9.0 (221 reviews) | Not enough data | | **WYSIWYG Report Design** | 7.8 (174 reviews) | Not enough data | | **Integration APIs** | 8.7 (224 reviews) | Not enough data | #### Platform | Feature | Databricks | Hadoop HDFS | |---|---|---| | **Mobile User Support** | Not enough data | Not enough data | | **Customization ** | Not enough data | Not enough data | | **User, Role, and Access Management** | Not enough data | Not enough data | | **Internationalization** | Not enough data | Not enough data | | **Sandbox / Test Environments** | Not enough data | Not enough data | | **Performance and Reliability** | Not enough data | Not enough data | | **Breadth of Partner Applications** | Not enough data | Not enough data | --- ## Categories **Shared Categories (1):** [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution) **Unique to Databricks (15):** [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [ETL Tools](https://www.g2.com/categories/etl-tools), [Big Data Analytics Software](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), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure), [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders), [AI Gateways Software](https://www.g2.com/categories/ai-gateways), [Application Development Platforms ](https://www.g2.com/categories/application-development-platforms), [Database as a Service (DBaaS) Providers](https://www.g2.com/categories/database-as-a-service-dbaas), [Data Management Software](https://www.g2.com/categories/data-management-software), [Data Visualization Tools](https://www.g2.com/categories/data-visualization-tools) --- ## Reviewer Demographics ### By Company Size | Segment | Databricks | Hadoop HDFS | |---|---|---| | **Small-Business** | 14.6% | 21.7% | | **Mid-Market** | 37.4% | 23.3% | | **Enterprise** | 48.0% | 55.0% | ### By Industry #### Databricks - **Information Technology and Services:** 12.5% - **Financial Services:** 12.3% - **Computer Software:** 8.0% - **Consulting:** 4.9% - **Manufacturing:** 4.5% - **Hospital & Health Care:** 4.4% - **Retail:** 3.9% - **Airlines/Aviation:** 3.3% - **Oil & Energy:** 3.0% - **Insurance:** 2.9% - **Other:** 40.2% #### Hadoop HDFS - **Computer Software:** 24.0% - **Information Technology and Services:** 21.7% - **Internet:** 7.8% - **Financial Services:** 4.7% - **Banking:** 3.9% - **Higher Education:** 3.9% - **Research:** 3.1% - **Computer Networking:** 3.1% - **Computer & Network Security:** 2.3% - **Management Consulting:** 2.3% - **Other:** 23.3% --- ## Alternatives ### Alternatives to Databricks - [Cloudera](https://www.g2.com/products/cloudera/reviews) — 4.1/5 stars (136 reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (761 reviews) - [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (376 reviews) - [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1223 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (889 reviews) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (660 reviews) - [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (620 reviews) - [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews) - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (817 reviews) - [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (209 reviews) ### Alternatives to Hadoop HDFS - [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1223 reviews) - [Cloudera](https://www.g2.com/products/cloudera/reviews) — 4.1/5 stars (136 reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (761 reviews) - [Google Cloud Managed Service for Apache Spark](https://www.g2.com/products/google-cloud-managed-service-for-apache-spark/reviews) — 4.4/5 stars (17 reviews) - [Rocket Vertica](https://www.g2.com/products/rocket-vertica/reviews) — 4.3/5 stars (216 reviews) - [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2284 reviews) - [Dremio](https://www.g2.com/products/dremio/reviews) — 4.6/5 stars (71 reviews) - [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (376 reviews) - [Posit Team](https://www.g2.com/products/posit-team/reviews) — 4.5/5 stars (574 reviews) - [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews) --- ## Top Discussions ### Databricks - Title: [What is Lakehouse in Databricks?](https://www.g2.com/discussions/what-is-lakehouse-in-databricks) — 4 comments, 2 upvotes > **Top comment:** "Lakehouse architecture is the merging of the data warehouse and data lake concepts into a single platform, with built-in support for lineage maintenance and ML." - Title: [What are the features of Databricks?](https://www.g2.com/discussions/what-are-the-features-of-databricks) — 4 comments, 2 upvotes > **Top comment:** "Delta Lake Lakehosue platform Schema evolution Data quarantine & Data Quality Data Integration & Transformations" - Title: [What does Databricks software do?](https://www.g2.com/discussions/what-does-databricks-software-do) — 3 comments, 1 upvote > **Top comment:** "It will work like Hadoop, databricks provide the services like big data. Databricks also work like in advanced level it's have capability to process large..." - Title: [What is Databricks unified analytics platform?](https://www.g2.com/discussions/what-is-databricks-unified-analytics-platform) — 3 comments > **Top comment:** "Databricks' Unified Data Analytics Platform helps organizations accelerate innovation by unifying data science with engineering and business. With Databricks..." ### Hadoop HDFS - Title: [What is Hadoop HDFS used for?](https://www.g2.com/discussions/what-is-hadoop-hdfs-used-for) — 1 comment, 1 upvote > **Top comment:** "Hadoop HDFS is used for storing large volume of data... so called 'Big Data'. " --- **Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/databricks-vs-hadoop-hdfs)