# Databricks vs SAP Datasphere Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Databricks excels in providing a comprehensive platform that integrates data engineering, analytics, and AI. Users appreciate the collaborative notebooks and fast processing capabilities, which significantly enhance productivity when handling large datasets.
- **Users say** that SAP Datasphere offers an intuitive user interface, making it easy for teams with no prior experience in SAP tools to quickly adapt. Reviewers highlight the platform's ability to set up replication flows and understand data structures without extensive training.
- **According to verified reviews** , Databricks stands out for its scalability and flexibility, allowing organizations to process vast amounts of data efficiently. Users have noted that it feels like a fully integrated solution, which is particularly beneficial for data teams looking to streamline their workflows.
- **Reviewers mention** that SAP Datasphere is effective in managing large volumes of data and can seamlessly read various data sources, including CDS views on SAP S/4. This capability is praised for enabling users to analyze data without the need for constant duplication or movement.
- **G2 reviewers highlight** that Databricks has a higher overall satisfaction score, reflecting its strong performance in areas like ease of use and quality of support. Users have expressed that the platform's support team is responsive and helpful, contributing to a positive user experience.
- **Users report** that while SAP Datasphere provides a solid data governance framework, it sometimes lacks the advanced analytics features that Databricks offers. Reviewers have noted that Databricks' built-in data analytics and machine learning capabilities are particularly valuable for organizations looking to leverage AI in their data strategies.



| | Databricks | SAP Datasphere | 
|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.2 out of 5 | 
| **Total Reviews** | 1,182 | 171 | 
| **Largest Market Segment** | Enterprise (43.9% of reviews) | Enterprise (41.0% of reviews) | 
| **Entry Level Price** | No pricing available | Free Trial 0 Visit the SAP Datasphere Pricing page for packages and pricing information. | 

---
## Top Pros & Cons

### Databricks

Pros:
- Features (192 reviews)
- Ease of Use (155 reviews)

Cons:
- Learning Curve (78 reviews)
- Expensive (71 reviews)

### SAP Datasphere

Pros:
- Ease of Use (43 reviews)
- Easy Integrations (33 reviews)

Cons:
- Slow Performance (25 reviews)
- Expensive (23 reviews)

---
## Ratings Comparison
| Rating | Databricks | SAP Datasphere | 
|---|---|---|
  | **Meets Requirements** | 9.0 (627 reviews) | 8.7 (127 reviews) | 
  | **Ease of Use** | 8.9 (649 reviews) | 8.1 (138 reviews) | 
  | **Ease of Setup** | 8.7 (522 reviews) | 7.8 (119 reviews) | 
  | **Ease of Admin** | 8.4 (190 reviews) | 8.2 (39 reviews) | 
  | **Quality of Support** | 8.8 (604 reviews) | 8.5 (122 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (194 reviews) | 8.4 (41 reviews) | 
  | **Product Direction (% positive)** | 9.6 (608 reviews) | 9.6 (117 reviews) | 

---
## Pricing

### Databricks

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### SAP Datasphere

#### Entry-Level Pricing

Plan: Visit the SAP Datasphere Pricing page for packages and pricing information. 

Price: Free Trial 0 Visit the SAP Datasphere Pricing page for packages and pricing information.

Key Features:
- https://www.sap.com/products/technology-platform/datasphere/trial.html

[Learn more about SAP Datasphere](https://www.g2.com/products/sap-datasphere/reviews)

#### Free Trial

Yes

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.2/10 | 232 |
| **SAP Datasphere** | N/A | N/A |

#### Reports

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Reports Interface** | 9.0 (22 reviews) | Not enough data | 
| **Steps to Answer** | 8.4 (18 reviews) | Not enough data | 
| **Graphs and Charts** | 9.0 (19 reviews) | Not enough data | 
| **Score Cards** | 8.8 (16 reviews) | Not enough data | 
| **Dashboards** | 9.1 (25 reviews) | Not enough data | 

#### Data Preparation

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Connectors** | 9.4 (13 reviews) | Not enough data | 
| **Data Governance** | 9.4 (13 reviews) | Not enough data | 

#### Data Modeling and Blending

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Data Querying** | 9.4 (15 reviews) | Not enough data | 
| **Data Filtering** | 9.3 (14 reviews) | Not enough data | 
| **Data Blending** | 9.3 (15 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **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 | SAP Datasphere | 
|---|---|---|
| **Autonomous Task Execution** | 9.5 (14 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 | SAP Datasphere | 
|---|---|---|
| **Calculated Fields** | 8.6 (17 reviews) | Not enough data | 
| **Data Column Filtering** | 8.7 (18 reviews) | Not enough data | 
| **Data Discovery** | 9.0 (19 reviews) | Not enough data | 
| **Search** | 8.8 (20 reviews) | Not enough data | 
| **Collaboration / Workflow** | 9.0 (21 reviews) | Not enough data | 
| **Automodeling** | 8.9 (15 reviews) | Not enough data | 

#### Deployment & Integration - Analytics Platforms

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **No-code Dashboard Builder** | 8.8 (14 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 (13 reviews) | Not enough data | 

#### Advanced Analytics

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Predictive Analytics** | 9.1 (20 reviews) | Not enough data | 
| **Data Visualization** | 8.9 (19 reviews) | Not enough data | 
| **Big Data Services** | 9.5 (24 reviews) | Not enough data | 

#### Performance & Scalability - Analytics Platforms

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Large data handling and Query Speed** | 9.4 (14 reviews) | Not enough data | 
| **Concurrent User Support** | 9.8 (11 reviews) | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Data Modeling and Governance** | 9.4 (14 reviews) | Not enough data | 
| **Notebook and Script Integration** | 9.2 (15 reviews) | Not enough data | 
| **Built-in Predictive and Statistical Models** | 9.2 (13 reviews) | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Auto-generated Insights and Narratives** | 9.2 (14 reviews) | Not enough data | 
| **Natural Language Queries** | 9.5 (16 reviews) | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | 9.5 (13 reviews) | Not enough data | 
| **AI Agents for Analytical Follow-ups** | 9.2 (14 reviews) | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **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 | SAP Datasphere | 
|---|---|---|
| **Data Transformation** | 9.1 (176 reviews) | Not enough data | 
| **Data Modeling** | 8.7 (164 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 7.8 (133 reviews) | Not enough data | 
| **Integration APIs** | 8.6 (168 reviews) | Not enough data | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.8/10 | 121 |
| **SAP Datasphere** | N/A | N/A |

#### Administration

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Data Modelling** | 8.8 (102 reviews) | Not enough data | 
| **Recommendations** | 8.6 (96 reviews) | Not enough data | 
| **Workflow Management** | 9.0 (98 reviews) | Not enough data | 
| **Dashboards and Visualizations** | 8.8 (102 reviews) | Not enough data | 

#### Management

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Business Glossary** | 8.5 (90 reviews) | Not enough data | 
| **Data Discovery** | 8.7 (89 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 (89 reviews) | Not enough data | 

#### Compliance

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Sensitive Data Compliance** | 8.9 (102 reviews) | Not enough data | 
| **Training and Guidelines** | 8.7 (95 reviews) | Not enough data | 
| **Policy Enforcement** | 8.9 (97 reviews) | Not enough data | 
| **Compliance Monitoring** | 8.8 (98 reviews) | Not enough data | 

#### Security

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Access Control** | 9.0 (91 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 | SAP Datasphere | 
|---|---|---|
| **Data Preparation** | 9.0 (97 reviews) | Not enough data | 
| **Data Distribution** | 8.8 (96 reviews) | Not enough data | 
| **Data Unification** | 9.0 (97 reviews) | Not enough data | 

#### Maintainence

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Data Quality Management** | 8.8 (88 reviews) | Not enough data | 
| **Policy Management** | 8.8 (87 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **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 | SAP Datasphere | 
|---|---|---|
| **Autonomous Task Execution** | 8.8 (13 reviews) | Not enough data | 
| **Multi-step Planning** | 9.0 (14 reviews) | Not enough data | 
| **Cross-system Integration** | 9.2 (17 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 | 201 |
| **SAP Datasphere** | N/A | N/A |

#### Management

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Reporting** | 8.7 (177 reviews) | Not enough data | 
| **Auditing** | 8.5 (169 reviews) | Not enough data | 

#### Functionality

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Extraction** | 9.1 (182 reviews) | Not enough data | 
| **Transformation** | 9.3 (184 reviews) | Not enough data | 
| **Loading** | 9.1 (178 reviews) | Not enough data | 
| **Automation** | 9.0 (174 reviews) | Not enough data | 
| **Scalability** | 9.2 (176 reviews) | Not enough data | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 87 |
| **SAP Datasphere** | N/A | N/A |

#### Deployment

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Language Flexibility** | 9.0 (70 reviews) | Not enough data | 
| **Framework Flexibility** | 8.9 (69 reviews) | Not enough data | 
| **Versioning** | 9.0 (71 reviews) | Not enough data | 
| **Ease of Deployment** | 9.0 (71 reviews) | Not enough data | 
| **Scalability** | 9.0 (73 reviews) | Not enough data | 

#### Deployment

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Language Flexibility** | 9.0 (67 reviews) | Not enough data | 
| **Framework Flexibility** | 8.8 (67 reviews) | Not enough data | 
| **Versioning** | 8.7 (71 reviews) | Not enough data | 
| **Ease of Deployment** | 9.0 (70 reviews) | Not enough data | 
| **Scalability** | 9.1 (71 reviews) | Not enough data | 

#### Management

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Cataloging** | 9.0 (70 reviews) | Not enough data | 
| **Monitoring** | 8.9 (71 reviews) | Not enough data | 
| **Governing** | 9.2 (67 reviews) | Not enough data | 
| **Model Registry** | 9.0 (74 reviews) | Not enough data | 

#### Operations

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Metrics** | 8.8 (67 reviews) | Not enough data | 
| **Infrastructure management** | 8.9 (68 reviews) | Not enough data | 
| **Collaboration** | 9.1 (69 reviews) | Not enough data | 

#### Management

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Cataloging** | 8.9 (67 reviews) | Not enough data | 
| **Monitoring** | 8.8 (66 reviews) | Not enough data | 
| **Governing** | 9.1 (64 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **AI Text Generation** | 8.6 (34 reviews) | Not enough data | 
| **AI Text Summarization** | 8.6 (34 reviews) | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.7/10 | 230 |
| **SAP Datasphere** | N/A | N/A |

#### System

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Data Ingestion & Wrangling** | 8.9 (185 reviews) | Not enough data | 

#### Model Development

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Language Support** | 8.8 (193 reviews) | Not enough data | 
| **Drag and Drop** | 8.0 (195 reviews) | Not enough data | 
| **Pre-Built Algorithms** | 8.4 (192 reviews) | Not enough data | 
| **Model Training** | 8.7 (198 reviews) | Not enough data | 

#### Model Development

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Feature Engineering** | 8.5 (177 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Computer Vision** | 8.2 (180 reviews) | Not enough data | 
| **Natural Language Processing** | 8.6 (187 reviews) | Not enough data | 
| **Natural Language Generation** | 8.3 (179 reviews) | Not enough data | 
| **Artificial Neural Networks** | 8.2 (178 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Natural Language Understanding** | 8.4 (164 reviews) | Not enough data | 
| **Deep Learning** | 8.4 (165 reviews) | Not enough data | 

#### Deployment

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Managed Service** | 8.6 (185 reviews) | Not enough data | 
| **Application** | 8.8 (187 reviews) | Not enough data | 
| **Scalability** | 9.0 (195 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **AI Text Generation** | 8.3 (92 reviews) | Not enough data | 
| **AI Text Summarization** | 8.5 (93 reviews) | Not enough data | 
| **AI Text-to-Image** | 7.7 (91 reviews) | Not enough data | 

#### Agentic AI - Data Science and Machine Learning Platforms

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Autonomous Task Execution** | 9.4 (14 reviews) | Not enough data | 
| **Multi-step Planning** | 9.1 (13 reviews) | Not enough data | 
| **Cross-system Integration** | 8.9 (14 reviews) | Not enough data | 
| **Adaptive Learning** | 9.1 (13 reviews) | Not enough data | 
| **Natural Language Interaction** | 9.5 (16 reviews) | Not enough data | 
| **Proactive Assistance** | 9.4 (12 reviews) | Not enough data | 
| **Decision Making** | 9.6 (13 reviews) | Not enough data | 

### Data Fabric

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **SAP Datasphere** | 8.3/10 | 23 |

#### Data Management

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Data Integration** | Not enough data | 8.8 (22 reviews) | 
| **Data Discovery** | Not enough data | 8.4 (18 reviews) | 
| **Multi - Platform** | Not enough data | 8.3 (19 reviews) | 
| **Metadata** | Not enough data | 8.2 (20 reviews) | 

#### Analytics

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Data Analytics** | Not enough data | 8.5 (20 reviews) | 

#### Security

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Compliance** | Not enough data | 8.1 (17 reviews) | 
| **Governance** | Not enough data | 8.1 (18 reviews) | 
| **Data Protection** | Not enough data | 8.0 (17 reviews) | 

#### Generative AI

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

#### Agentic AI - Data Fabric

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 225 |
| **SAP Datasphere** | 8.2/10 | 114 |

#### Data Management

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Data Integration** | 9.1 (197 reviews) ✓ Verified | 8.8 (104 reviews) | 
| **Data Compression** | 8.9 (187 reviews) ✓ Verified | 8.3 (79 reviews) | 
| **Data Quality** | 8.9 (190 reviews) ✓ Verified | Feature Not Available | 
| **Built-In Data Analytics** | 8.8 (188 reviews) ✓ Verified | 8.2 (80 reviews) | 
| **In-Database Machine Learning** | 8.7 (175 reviews) ✓ Verified | 7.8 (78 reviews) | 
| **Data Lake Analytics** | 9.1 (179 reviews) ✓ Verified | 8.1 (77 reviews) | 

#### Integration

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **AI/ ML Integration** | 8.9 (183 reviews) ✓ Verified | 7.8 (81 reviews) | 
| **BI Tool Integration** | 8.8 (174 reviews) ✓ Verified | 8.3 (85 reviews) | 
| **Data lake Integration** | 9.1 (185 reviews) ✓ Verified | 8.1 (77 reviews) | 

#### Deployment

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **On-Premise** | 8.0 (163 reviews) ✓ Verified | Feature Not Available | 
| **Cloud** | 9.2 (186 reviews) ✓ Verified | 8.5 (88 reviews) | 

#### Performance 

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Scalability** | 9.2 (191 reviews) ✓ Verified | 8.2 (90 reviews) | 

#### Security

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Data Governance** | 8.9 (182 reviews) ✓ Verified | 8.6 (86 reviews) | 
| **Data Security** | 9.0 (175 reviews) ✓ Verified | 8.7 (81 reviews) | 

#### Generative AI

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **AI Text Generation** | 8.6 (85 reviews) | 7.1 (29 reviews) | 
| **AI Text Summarization** | 8.5 (83 reviews) | 6.7 (28 reviews) | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **SAP Datasphere** | N/A | N/A |

#### Management

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **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 | SAP Datasphere | 
|---|---|---|
| **Data Migration** | Not enough data | Not enough data | 
| **Backup and Recovery** | Not enough data | Not enough data | 
| **Multi-User Environment** | Not enough data | Not enough data | 

#### Security

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | 
| **User Access Control** | Not enough data | Not enough data | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.1/10 | 90 |
| **SAP Datasphere** | N/A | N/A |

#### Data Management

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Data Integration** | 9.1 (75 reviews) | Not enough data | 
| **Metadata** | 8.9 (78 reviews) | Not enough data | 
| **Self-service** | 8.9 (76 reviews) | Not enough data | 
| **Automated workflows** | 9.2 (76 reviews) | Not enough data | 

#### Agentic AI - DataOps Platforms

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Autonomous Task Execution** | 9.5 (16 reviews) | Not enough data | 
| **Multi-step Planning** | 9.4 (14 reviews) | Not enough data | 
| **Cross-system Integration** | 9.4 (16 reviews) | Not enough data | 
| **Adaptive Learning** | 9.4 (15 reviews) | Not enough data | 
| **Decision Making** | 9.7 (15 reviews) | Not enough data | 

#### Analytics

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Analytics capabilities** | 9.0 (75 reviews) | Not enough data | 
| **Dasboard visualizations** | 8.7 (75 reviews) | Not enough data | 

#### Monitoring and Management

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Data Observability** | 8.7 (75 reviews) | Not enough data | 
| **Testing capabilities** | 8.7 (75 reviews) | Not enough data | 

#### Cloud Deployment

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Hybrid cloud support** | 9.1 (70 reviews) | Not enough data | 
| **Cloud migration capabilities** | 9.1 (71 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **AI Text Generation** | 9.1 (43 reviews) | Not enough data | 
| **AI Text Summarization** | 9.1 (43 reviews) | Not enough data | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.9/10 | 13 |
| **SAP Datasphere** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **AI High Availability** | 10.0 (6 reviews) | Not enough data | 
| **AI Model Training Scalability** | 10.0 (8 reviews) | Not enough data | 
| **AI Inference Speed** | 10.0 (7 reviews) | Not enough data | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **AI Cost per API Call** | 10.0 (6 reviews) | Not enough data | 
| **AI Resource Allocation Flexibility** | 9.4 (8 reviews) | Not enough data | 
| **AI Energy Efficiency** | 10.0 (6 reviews) | Not enough data | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **AI Multi-cloud Support** | 9.8 (7 reviews) | Not enough data | 
| **AI Data Pipeline Integration** | 10.0 (7 reviews) | Not enough data | 
| **AI API Support and Flexibility** | 10.0 (6 reviews) | Not enough data | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **AI GDPR and Regulatory Compliance** | 10.0 (6 reviews) | Not enough data | 
| **AI Role-based Access Control** | 9.7 (6 reviews) | Not enough data | 
| **AI Data Encryption** | 10.0 (6 reviews) | Not enough data | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **AI Documentation Quality** | 10.0 (8 reviews) | Not enough data | 
| **AI Community Activity** | 9.7 (6 reviews) | Not enough data | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **SAP Datasphere** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **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 | SAP Datasphere | 
|---|---|---|
| **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 | SAP Datasphere | 
|---|---|---|
| **Analytics & Reporting** | Not enough data | 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 | SAP Datasphere | 
|---|---|---|
| **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 |
| **SAP Datasphere** | N/A | N/A |

#### Traffic Management & Performance - AI Gateways

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **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 | SAP Datasphere | 
|---|---|---|
| **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 | 354 |
| **SAP Datasphere** | N/A | N/A |

#### Database

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Real-Time Data Collection** | 8.8 (245 reviews) | Not enough data | 
| **Data Distribution** | 9.0 (251 reviews) | Not enough data | 
| **Data Lake** | 9.3 (279 reviews) | Not enough data | 

#### Integrations

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Hadoop Integration** | 8.3 (223 reviews) | Not enough data | 
| **Spark Integration** | 9.2 (283 reviews) | Not enough data | 

#### Platform

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Machine Scaling** | 9.0 (283 reviews) | Not enough data | 
| **Data Preparation** | 8.9 (261 reviews) | Not enough data | 
| **Spark Integration** | 9.2 (283 reviews) | Not enough data | 

#### Processing

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Cloud Processing** | 9.1 (260 reviews) | Not enough data | 
| **Workload Processing** | 9.0 (270 reviews) | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 270 |
| **SAP Datasphere** | N/A | N/A |

#### Data Transformation

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Real-Time Analytics** | 8.9 (231 reviews) | Not enough data | 
| **Data Querying** | 9.1 (241 reviews) | Not enough data | 

#### Connectivity

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Hadoop Integration** | 8.7 (210 reviews) | Not enough data | 
| **Spark Integration** | 9.2 (235 reviews) | Not enough data | 
| **Multi-Source Analysis** | 9.0 (225 reviews) | Not enough data | 
| **Data Lake** | 9.2 (235 reviews) | Not enough data | 

#### Operations

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Data Visualization** | 8.5 (232 reviews) | Not enough data | 
| **Data Workflow** | 8.8 (233 reviews) | Not enough data | 
| **Governed Discovery** | 8.6 (218 reviews) | Not enough data | 
| **Embedded Analytics** | 8.7 (215 reviews) | Not enough data | 
| **Notebooks** | 9.4 (237 reviews) | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.6/10 | 214 |
| **SAP Datasphere** | N/A | N/A |

#### Building Reports

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **Data Transformation** | 9.1 (176 reviews) | Not enough data | 
| **Data Modeling** | 8.7 (164 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 7.8 (133 reviews) | Not enough data | 
| **Integration APIs** | 8.6 (168 reviews) | Not enough data | 

#### Platform

| Feature | Databricks | SAP Datasphere | 
|---|---|---|
| **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):** [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse)

**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 Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [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), [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)

**Unique to SAP Datasphere (1):** [Data Fabric Software](https://www.g2.com/categories/data-fabric)


---
## Reviewer Demographics

### By Company Size

| Segment | Databricks | SAP Datasphere | 
|---|---|---|
| **Small-Business** | 15.9% | 23.6% | 
| **Mid-Market** | 40.3% | 35.4% | 
| **Enterprise** | 43.9% | 41.0% | 

### By Industry

#### Databricks

- **Information Technology and Services:** 16.5%
- **Financial Services:** 10.4%
- **Computer Software:** 9.0%
- **Consulting:** 4.0%
- **Hospital & Health Care:** 3.5%
- **Retail:** 3.5%
- **Marketing and Advertising:** 3.2%
- **Insurance:** 3.0%
- **Telecommunications:** 2.8%
- **Manufacturing:** 2.6%
- **Other:** 41.4%

#### SAP Datasphere

- **Information Technology and Services:** 15.2%
- **Computer Software:** 10.1%
- **Consulting:** 6.5%
- **Financial Services:** 6.5%
- **Hospital & Health Care:** 4.3%
- **Oil & Energy:** 2.9%
- **Business Supplies and Equipment:** 2.9%
- **Retail:** 2.9%
- **Automotive:** 2.2%
- **Banking:** 2.2%
- **Other:** 44.2%

---
## Alternatives

### Alternatives to Databricks

- [Cloudera Platform](https://www.g2.com/products/cloudera-platform/reviews) — 4.1/5 stars (136 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (755 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 (819 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 (801 reviews)
- [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (208 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (620 reviews)

### Alternatives to SAP Datasphere

- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (755 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1226 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (402 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 reviews)
- [Rubrik](https://www.g2.com/products/rubrik/reviews) — 4.5/5 stars (273 reviews)
- [OpenText Vertica](https://www.g2.com/products/opentext-vertica/reviews) — 4.3/5 stars (216 reviews)
- [Denodo](https://www.g2.com/products/denodo/reviews) — 4.3/5 stars (47 reviews)
- [Cloudera Platform](https://www.g2.com/products/cloudera-platform/reviews) — 4.1/5 stars (136 reviews)
- [IBM watsonx.data](https://www.g2.com/products/ibm-watsonx-data/reviews) — 4.4/5 stars (164 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..."

### SAP Datasphere

- Title: [What is SAP Data Warehouse Cloud used for?](https://www.g2.com/discussions/what-is-sap-data-warehouse-cloud-used-for) — 1 comment
  > **Top comment:** "In simple terms, SAP Data warehouse by its definition analyzes large set of data and provides insights. Typical competitors include Amazon Redshift,..."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/databricks-vs-sap-datasphere)