# Databricks vs Oracle Big Data Cloud Service Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Databricks excels in user experience, particularly with its intuitive notebook interface and polished SQL editor, which allows seamless switching between Python, SQL, and Scala. This has transformed how teams handle end-to-end data workflows, making it a favorite among users.
- **Users say** that Oracle Big Data Cloud Service offers impressive scalability and fast data filtering capabilities. Reviewers appreciate the power of individual nodes and the ease of management, which can lead to quicker data processing compared to some competitors.
- **According to verified reviews** , Databricks stands out for its strong support and collaboration features, with users highlighting the platform's ability to unify data engineering, analytics, and machine learning. This integration fosters better teamwork and a single source of truth for data.
- **Reviewers mention** that while Oracle Big Data Cloud Service provides solid performance at a lower computational cost, it has fewer recent reviews, which may indicate less current user engagement or satisfaction compared to Databricks, which has a robust volume of recent feedback.
- **G2 reviewers highlight** that Databricks has a significantly higher overall satisfaction score, reflecting its strong market presence and user loyalty. Features like Genie, Lakeflow Connect, and DLT are particularly praised for solving developers' challenges effectively.
- **Users note** that while both platforms offer Hadoop and Spark integration, Databricks has a slight edge in user-friendliness and ease of setup, making it a more attractive option for teams looking to implement big data solutions quickly and efficiently.



| | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.0 out of 5 | 
| **Total Reviews** | 1,335 | 14 | 
| **Largest Market Segment** | Enterprise (48.4% of reviews) | Enterprise (69.2% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | 

---
## Top Pros & Cons

### Databricks

Pros:
- Features (288 reviews)
- Ease of Use (278 reviews)

Cons:
- Learning Curve (112 reviews)
- Expensive (97 reviews)

### Oracle Big Data Cloud Service

**Not enough data**

---
## Ratings Comparison
| Rating | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
  | **Meets Requirements** | 9.0 (657 reviews) | 8.7 (10 reviews) | 
  | **Ease of Use** | 8.8 (1001 reviews) | 7.4 (9 reviews) | 
  | **Ease of Setup** | 8.4 (850 reviews) | 7.0 (5 reviews) | 
  | **Ease of Admin** | 8.4 (193 reviews) | 8.3 (5 reviews) | 
  | **Quality of Support** | 8.8 (638 reviews) | 7.7 (8 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (197 reviews) | Not enough data | 
  | **Product Direction (% positive)** | 9.6 (634 reviews) | 4.8 (9 reviews) | 

---
## Pricing

### Databricks

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Oracle Big Data Cloud Service

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.3/10 | 395 |
| **Oracle Big Data Cloud Service** | N/A | N/A |

#### Reports

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Reports Interface** | 9.1 (25 reviews) | Not enough data | 
| **Steps to Answer** | 8.4 (21 reviews) | Not enough data | 
| **Graphs and Charts** | 9.2 (22 reviews) | Not enough data | 
| **Score Cards** | 8.8 (17 reviews) | Not enough data | 
| **Dashboards** | 9.2 (28 reviews) | Not enough data | 

#### Data Preparation

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Connectors** | 9.5 (16 reviews) | Not enough data | 
| **Data Governance** | 9.5 (16 reviews) | Not enough data | 

#### Data Modeling and Blending

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Data Querying** | 9.5 (16 reviews) | Not enough data | 
| **Data Filtering** | 9.3 (15 reviews) | Not enough data | 
| **Data Blending** | 9.4 (17 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **AI Text Generation** | 9.5 (17 reviews) | Not enough data | 
| **AI Text Summarization** | 9.6 (14 reviews) | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Autonomous Task Execution** | 9.3 (16 reviews) | Not enough data | 
| **Multi-step Planning** | 9.5 (13 reviews) | Not enough data | 
| **Cross-system Integration** | 9.3 (14 reviews) | Not enough data | 
| **Adaptive Learning** | 9.2 (14 reviews) | Not enough data | 
| **Natural Language Interaction** | 9.2 (15 reviews) | Not enough data | 
| **Proactive Assistance** | 9.9 (14 reviews) | Not enough data | 
| **Decision Making** | 9.7 (13 reviews) | Not enough data | 

#### Self Service 

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Calculated Fields** | 8.7 (18 reviews) | Not enough data | 
| **Data Column Filtering** | 8.9 (21 reviews) | Not enough data | 
| **Data Discovery** | 9.2 (22 reviews) | Not enough data | 
| **Search** | 8.7 (22 reviews) | Not enough data | 
| **Collaboration / Workflow** | 9.2 (24 reviews) | Not enough data | 
| **Automodeling** | 9.0 (16 reviews) | Not enough data | 

#### Deployment & Integration - Analytics Platforms

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **No-code Dashboard Builder** | 9.0 (16 reviews) | Not enough data | 
| **Report Scheduling and Automation** | 9.6 (16 reviews) | Not enough data | 
| **Embedded Analytics and White-labeling** | 9.4 (14 reviews) | Not enough data | 
| **Data Source Connectivity** | 9.7 (15 reviews) | Not enough data | 

#### Advanced Analytics

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Predictive Analytics** | 9.1 (21 reviews) | Not enough data | 
| **Data Visualization** | 9.0 (22 reviews) | Not enough data | 
| **Big Data Services** | 9.6 (30 reviews) | Not enough data | 

#### Performance & Scalability - Analytics Platforms

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Large data handling and Query Speed** | 9.6 (20 reviews) | Not enough data | 
| **Concurrent User Support** | 9.9 (12 reviews) | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Data Modeling and Governance** | 9.5 (17 reviews) | Not enough data | 
| **Notebook and Script Integration** | 9.0 (17 reviews) | Not enough data | 
| **Built-in Predictive and Statistical Models** | 9.3 (14 reviews) | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Auto-generated Insights and Narratives** | 9.2 (15 reviews) | Not enough data | 
| **Natural Language Queries** | 9.5 (18 reviews) | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | 9.5 (14 reviews) | Not enough data | 
| **AI Agents for Analytical Follow-ups** | 9.3 (16 reviews) | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 9.5 (14 reviews) | Not enough data | 
| **Role-based Insight Personalization** | 8.9 (16 reviews) | Not enough data | 
| **Conversational and Prompt-based Analytics** | 9.2 (15 reviews) | Not enough data | 

#### Building Reports

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Data Transformation** | 9.3 (220 reviews) | Not enough data | 
| **Data Modeling** | 8.9 (219 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 7.8 (174 reviews) | Not enough data | 
| **Integration APIs** | 8.7 (223 reviews) | Not enough data | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 142 |
| **Oracle Big Data Cloud Service** | N/A | N/A |

#### Administration

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Data Modelling** | 8.9 (106 reviews) | Not enough data | 
| **Recommendations** | 8.7 (97 reviews) | Not enough data | 
| **Workflow Management** | 9.0 (101 reviews) | Not enough data | 
| **Dashboards and Visualizations** | 8.8 (105 reviews) | Not enough data | 

#### Management

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Business Glossary** | 8.5 (91 reviews) | Not enough data | 
| **Data Discovery** | 8.7 (92 reviews) | Not enough data | 
| **Data Profililng** | 8.7 (92 reviews) | Not enough data | 
| **Reporting and Visualization** | 8.6 (91 reviews) | Not enough data | 
| **Data Lineage** | 8.8 (91 reviews) | Not enough data | 

#### Compliance

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Sensitive Data Compliance** | 8.9 (103 reviews) | Not enough data | 
| **Training and Guidelines** | 8.7 (98 reviews) | Not enough data | 
| **Policy Enforcement** | 9.0 (103 reviews) | Not enough data | 
| **Compliance Monitoring** | 8.8 (99 reviews) | Not enough data | 

#### Security

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Access Control** | 9.1 (96 reviews) | Not enough data | 
| **Roles Management** | 8.9 (90 reviews) | Not enough data | 
| **Compliance Management** | 8.9 (90 reviews) | Not enough data | 

#### Data Quality

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Data Preparation** | 9.1 (100 reviews) | Not enough data | 
| **Data Distribution** | 8.8 (97 reviews) | Not enough data | 
| **Data Unification** | 9.1 (105 reviews) | Not enough data | 

#### Maintainence

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Data Quality Management** | 8.8 (89 reviews) | Not enough data | 
| **Policy Management** | 8.8 (88 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **AI Text Generation** | 8.4 (86 reviews) | Not enough data | 
| **AI Text Summarization** | 8.5 (85 reviews) | Not enough data | 

#### Agentic AI - Data Governance

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Autonomous Task Execution** | 8.9 (14 reviews) | Not enough data | 
| **Multi-step Planning** | 9.1 (15 reviews) | Not enough data | 
| **Cross-system Integration** | 9.0 (19 reviews) | Not enough data | 
| **Adaptive Learning** | 8.9 (16 reviews) | Not enough data | 
| **Natural Language Interaction** | 9.3 (16 reviews) | Not enough data | 
| **Decision Making** | 9.2 (17 reviews) | Not enough data | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 218 |
| **Oracle Big Data Cloud Service** | N/A | N/A |

#### Management

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Reporting** | 8.7 (179 reviews) | Not enough data | 
| **Auditing** | 8.5 (170 reviews) | Not enough data | 

#### Functionality

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Extraction** | 9.1 (189 reviews) | Not enough data | 
| **Transformation** | 9.3 (193 reviews) | Not enough data | 
| **Loading** | 9.2 (183 reviews) | Not enough data | 
| **Automation** | 9.1 (178 reviews) | Not enough data | 
| **Scalability** | 9.2 (183 reviews) | Not enough data | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 99 |
| **Oracle Big Data Cloud Service** | N/A | N/A |

#### Deployment

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Language Flexibility** | 9.0 (71 reviews) | Not enough data | 
| **Framework Flexibility** | 9.0 (70 reviews) | Not enough data | 
| **Versioning** | 9.0 (74 reviews) | Not enough data | 
| **Ease of Deployment** | 9.0 (76 reviews) | Not enough data | 
| **Scalability** | 9.0 (75 reviews) | Not enough data | 

#### Deployment

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Language Flexibility** | 9.0 (68 reviews) | Not enough data | 
| **Framework Flexibility** | 8.9 (69 reviews) | Not enough data | 
| **Versioning** | 8.7 (74 reviews) | Not enough data | 
| **Ease of Deployment** | 9.0 (75 reviews) | Not enough data | 
| **Scalability** | 9.1 (73 reviews) | Not enough data | 

#### Management

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Cataloging** | 9.1 (72 reviews) | Not enough data | 
| **Monitoring** | 9.0 (72 reviews) | Not enough data | 
| **Governing** | 9.3 (69 reviews) | Not enough data | 
| **Model Registry** | 9.1 (76 reviews) | Not enough data | 

#### Operations

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Metrics** | 8.9 (69 reviews) | Not enough data | 
| **Infrastructure management** | 9.0 (69 reviews) | Not enough data | 
| **Collaboration** | 9.1 (70 reviews) | Not enough data | 

#### Management

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Cataloging** | 9.0 (69 reviews) | Not enough data | 
| **Monitoring** | 8.8 (67 reviews) | Not enough data | 
| **Governing** | 9.1 (66 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **AI Text Generation** | 8.7 (36 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 |
| **Oracle Big Data Cloud Service** | N/A | N/A |

#### System

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Data Ingestion & Wrangling** | 8.9 (187 reviews) | Not enough data | 

#### Model Development

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Language Support** | 8.8 (194 reviews) | Not enough data | 
| **Drag and Drop** | 8.0 (197 reviews) | Not enough data | 
| **Pre-Built Algorithms** | 8.4 (193 reviews) | Not enough data | 
| **Model Training** | 8.8 (204 reviews) | Not enough data | 

#### Model Development

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Feature Engineering** | 8.5 (179 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Computer Vision** | 8.2 (183 reviews) | Not enough data | 
| **Natural Language Processing** | 8.6 (191 reviews) | Not enough data | 
| **Natural Language Generation** | 8.3 (181 reviews) | Not enough data | 
| **Artificial Neural Networks** | 8.2 (179 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Natural Language Understanding** | 8.4 (166 reviews) | Not enough data | 
| **Deep Learning** | 8.5 (168 reviews) | Not enough data | 

#### Deployment

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Managed Service** | 8.6 (188 reviews) | Not enough data | 
| **Application** | 8.8 (190 reviews) | Not enough data | 
| **Scalability** | 9.0 (199 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **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 | Oracle Big Data Cloud Service | 
|---|---|---|
| **Autonomous Task Execution** | 9.5 (16 reviews) | Not enough data | 
| **Multi-step Planning** | 9.2 (14 reviews) | Not enough data | 
| **Cross-system Integration** | 9.1 (16 reviews) | Not enough data | 
| **Adaptive Learning** | 9.2 (14 reviews) | Not enough data | 
| **Natural Language Interaction** | 9.5 (17 reviews) | Not enough data | 
| **Proactive Assistance** | 9.5 (13 reviews) | Not enough data | 
| **Decision Making** | 9.6 (14 reviews) | Not enough data | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 242 |
| **Oracle Big Data Cloud Service** | N/A | N/A |

#### Data Management

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Data Integration** | 9.1 (204 reviews) ✓ Verified | Not enough data | 
| **Data Compression** | 8.9 (188 reviews) ✓ Verified | Not enough data | 
| **Data Quality** | 8.9 (194 reviews) ✓ Verified | Not enough data | 
| **Built-In Data Analytics** | 8.8 (190 reviews) ✓ Verified | Not enough data | 
| **In-Database Machine Learning** | 8.8 (176 reviews) ✓ Verified | Not enough data | 
| **Data Lake Analytics** | 9.1 (180 reviews) ✓ Verified | Not enough data | 

#### Integration

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **AI/ ML Integration** | 8.9 (190 reviews) ✓ Verified | Not enough data | 
| **BI Tool Integration** | 8.8 (175 reviews) ✓ Verified | Not enough data | 
| **Data lake Integration** | 9.1 (186 reviews) ✓ Verified | Not enough data | 

#### Deployment

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **On-Premise** | 8.0 (164 reviews) ✓ Verified | Not enough data | 
| **Cloud** | 9.2 (187 reviews) ✓ Verified | Not enough data | 

#### Performance 

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Scalability** | 9.2 (195 reviews) ✓ Verified | Not enough data | 

#### Security

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Data Governance** | 8.9 (186 reviews) ✓ Verified | Not enough data | 
| **Data Security** | 9.0 (176 reviews) ✓ Verified | Not enough data | 

#### Generative AI

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **AI Text Generation** | 8.7 (86 reviews) | Not enough data | 
| **AI Text Summarization** | 8.6 (84 reviews) | Not enough data | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 10.0/10 | 6 |
| **Oracle Big Data Cloud Service** | N/A | N/A |

#### Management

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Data dictionary** | Not enough data | Not enough data | 
| **Data Replication** | Not enough data | Not enough data | 
| **Query Language** | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | 
| **Performance Analysis** | Not enough data | Not enough data | 

#### Maintenance

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Data Migration** | 10.0 (5 reviews) | Not enough data | 
| **Backup and Recovery** | Not enough data | Not enough data | 
| **Multi-User Environment** | Not enough data | Not enough data | 

#### Security

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | 
| **User Access Control** | 10.0 (5 reviews) | Not enough data | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.1/10 | 102 |
| **Oracle Big Data Cloud Service** | N/A | N/A |

#### Data Management

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Data Integration** | 9.1 (79 reviews) | Not enough data | 
| **Metadata** | 8.9 (80 reviews) | Not enough data | 
| **Self-service** | 9.0 (77 reviews) | Not enough data | 
| **Automated workflows** | 9.2 (79 reviews) | Not enough data | 

#### Agentic AI - DataOps Platforms

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Autonomous Task Execution** | 9.5 (17 reviews) | Not enough data | 
| **Multi-step Planning** | 9.4 (15 reviews) | Not enough data | 
| **Cross-system Integration** | 9.4 (18 reviews) | Not enough data | 
| **Adaptive Learning** | 9.5 (16 reviews) | Not enough data | 
| **Decision Making** | 9.7 (16 reviews) | Not enough data | 

#### Analytics

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Analytics capabilities** | 9.0 (80 reviews) | Not enough data | 
| **Dasboard visualizations** | 8.7 (76 reviews) | Not enough data | 

#### Monitoring and Management

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Data Observability** | 8.8 (76 reviews) | Not enough data | 
| **Testing capabilities** | 8.8 (77 reviews) | Not enough data | 

#### Cloud Deployment

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Hybrid cloud support** | 9.1 (71 reviews) | Not enough data | 
| **Cloud migration capabilities** | 9.1 (72 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **AI Text Generation** | 9.1 (44 reviews) | Not enough data | 
| **AI Text Summarization** | 9.1 (44 reviews) | Not enough data | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.9/10 | 16 |
| **Oracle Big Data Cloud Service** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **AI High Availability** | 10.0 (7 reviews) | Not enough data | 
| **AI Model Training Scalability** | 10.0 (11 reviews) | Not enough data | 
| **AI Inference Speed** | 10.0 (8 reviews) | Not enough data | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **AI Cost per API Call** | 10.0 (7 reviews) | Not enough data | 
| **AI Resource Allocation Flexibility** | 9.4 (9 reviews) | Not enough data | 
| **AI Energy Efficiency** | 10.0 (7 reviews) | Not enough data | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **AI Multi-cloud Support** | 9.3 (9 reviews) | Not enough data | 
| **AI Data Pipeline Integration** | 10.0 (8 reviews) | Not enough data | 
| **AI API Support and Flexibility** | 10.0 (7 reviews) | Not enough data | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **AI GDPR and Regulatory Compliance** | 10.0 (7 reviews) | Not enough data | 
| **AI Role-based Access Control** | 9.8 (7 reviews) | Not enough data | 
| **AI Data Encryption** | 10.0 (7 reviews) | Not enough data | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **AI Documentation Quality** | 10.0 (9 reviews) | Not enough data | 
| **AI Community Activity** | 9.8 (7 reviews) | Not enough data | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 10.0/10 | 8 |
| **Oracle Big Data Cloud Service** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Natural Language Configuration** | 10.0 (5 reviews) | 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 | Oracle Big Data Cloud Service | 
|---|---|---|
| **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 | Oracle Big Data Cloud Service | 
|---|---|---|
| **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 | Oracle Big Data Cloud Service | 
|---|---|---|
| **Workflow Automation** | 10.0 (5 reviews) | 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 |
| **Oracle Big Data Cloud Service** | N/A | N/A |

#### Traffic Management & Performance - AI Gateways

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **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 | Oracle Big Data Cloud Service | 
|---|---|---|
| **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 | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 534 |
| **Oracle Big Data Cloud Service** | 8.6/10 | 8 |

#### Database

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Real-Time Data Collection** | 8.8 (259 reviews) | 8.7 (5 reviews) | 
| **Data Distribution** | 9.0 (254 reviews) | 8.3 (7 reviews) | 
| **Data Lake** | 9.4 (332 reviews) | Feature Not Available | 

#### Integrations

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Hadoop Integration** | 8.3 (225 reviews) | 8.3 (6 reviews) | 
| **Spark Integration** | 9.1 (298 reviews) | 9.3 (5 reviews) | 

#### Platform

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Machine Scaling** | 9.0 (322 reviews) | 8.7 (5 reviews) | 
| **Data Preparation** | 9.1 (315 reviews) | 8.1 (6 reviews) | 
| **Spark Integration** | 9.1 (298 reviews) | 9.3 (5 reviews) | 

#### Processing

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Cloud Processing** | 9.1 (293 reviews) | 8.7 (5 reviews) | 
| **Workload Processing** | 9.1 (298 reviews) | 8.3 (6 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 283 |
| **Oracle Big Data Cloud Service** | N/A | N/A |

#### Data Transformation

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Real-Time Analytics** | 8.9 (232 reviews) | Not enough data | 
| **Data Querying** | 9.1 (244 reviews) | Not enough data | 

#### Connectivity

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Hadoop Integration** | 8.7 (211 reviews) | Not enough data | 
| **Spark Integration** | 9.2 (237 reviews) | Not enough data | 
| **Multi-Source Analysis** | 9.0 (230 reviews) | Not enough data | 
| **Data Lake** | 9.2 (237 reviews) | Not enough data | 

#### Operations

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Data Visualization** | 8.5 (234 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 (216 reviews) | Not enough data | 
| **Notebooks** | 9.3 (240 reviews) | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.7/10 | 365 |
| **Oracle Big Data Cloud Service** | N/A | N/A |

#### Building Reports

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Data Transformation** | 9.3 (220 reviews) | Not enough data | 
| **Data Modeling** | 8.9 (219 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 7.8 (174 reviews) | Not enough data | 
| **Integration APIs** | 8.7 (223 reviews) | Not enough data | 

#### Platform

| Feature | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **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 (12):** [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), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [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)



---
## Reviewer Demographics

### By Company Size

| Segment | Databricks | Oracle Big Data Cloud Service | 
|---|---|---|
| **Small-Business** | 14.2% | 23.1% | 
| **Mid-Market** | 37.4% | 7.7% | 
| **Enterprise** | 48.4% | 69.2% | 

### By Industry

#### Databricks

- **Information Technology and Services:** 12.8%
- **Financial Services:** 12.3%
- **Computer Software:** 8.0%
- **Consulting:** 4.9%
- **Manufacturing:** 4.5%
- **Hospital & Health Care:** 4.5%
- **Retail:** 4.0%
- **Airlines/Aviation:** 3.1%
- **Insurance:** 3.0%
- **Oil & Energy:** 2.9%
- **Other:** 39.9%

#### Oracle Big Data Cloud Service

- **Information Technology and Services:** 15.4%
- **Financial Services:** 15.4%
- **Computer Software:** 15.4%
- **Telecommunications:** 7.7%
- **Semiconductors:** 7.7%
- **Pharmaceuticals:** 7.7%
- **Internet:** 7.7%
- **Higher Education:** 7.7%
- **Government Administration:** 7.7%
- **Biotechnology:** 7.7%

---
## 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 (756 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1226 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (841 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (659 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 (800 reviews)
- [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (209 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)

### Alternatives to Oracle Big Data Cloud Service

- [Cloudera](https://www.g2.com/products/cloudera/reviews) — 4.1/5 stars (136 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1226 reviews)
- [Amazon EMR](https://www.g2.com/products/amazon-emr/reviews) — 4.2/5 stars (70 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (756 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2284 reviews)
- [Posit Team](https://www.g2.com/products/posit-team/reviews) — 4.5/5 stars (571 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 reviews)
- [Kyvos Semantic Layer](https://www.g2.com/products/kyvos-semantic-layer/reviews) — 4.8/5 stars (284 reviews)
- [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews)
- [OpenText Vertica](https://www.g2.com/products/opentext-vertica/reviews) — 4.3/5 stars (216 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
  > **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..."

### Oracle Big Data Cloud Service

No discussions available for this product.

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/databricks-vs-oracle-big-data-cloud-service)