# Databricks vs SAS Data Management Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Databricks excels in user experience, particularly with its intuitive notebook interface and polished SQL editor. Users appreciate the seamless switching between Python, SQL, and Scala, which enhances productivity and collaboration across data workflows.
- **Users say** that SAS Data Management offers a user-friendly experience, especially for those with limited coding knowledge. Its visual interface simplifies complex ETL tasks, making it accessible for a broader audience, which is a significant advantage for teams looking to manage data efficiently.
- **Reviewers mention** that Databricks has a strong focus on integration, bringing together data engineering, analytics, and machine learning into a unified platform. This capability is highlighted as a game-changer for teams aiming for faster end-to-end data flows and a single source of truth.
- **According to verified reviews** , SAS Data Management is praised for its automation of workflows and smooth integration with other SAS tools. This consistency in data management is beneficial for organizations already invested in the SAS ecosystem, although it may not match the versatility of Databricks.
- **G2 reviewers highlight** that Databricks has a significantly higher overall satisfaction score, reflecting its strong market presence and user approval. The platform's recent updates and features like Genie and Lakeflow Connect are noted for solving developers' challenges effectively.
- **Users express** that while SAS Data Management is effective for managing large volumes of data, it may not provide the same level of advanced features and collaborative tools as Databricks. This could be a consideration for teams looking for more comprehensive data solutions.



| | Databricks | SAS Data Management | 
|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.1 out of 5 | 
| **Total Reviews** | 1,335 | 100 | 
| **Largest Market Segment** | Enterprise (48.3% of reviews) | Enterprise (49.5% 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)

### SAS Data Management

Pros:
- Ease of Use (12 reviews)
- Analytics (5 reviews)

Cons:
- Expensive (7 reviews)
- Not User-Friendly (3 reviews)

---
## Ratings Comparison
| Rating | Databricks | SAS Data Management | 
|---|---|---|
  | **Meets Requirements** | 9.0 (657 reviews) | 8.4 (79 reviews) | 
  | **Ease of Use** | 8.8 (1001 reviews) | 7.3 (81 reviews) | 
  | **Ease of Setup** | 8.4 (850 reviews) | 8.5 (28 reviews) | 
  | **Ease of Admin** | 8.4 (193 reviews) | 8.3 (20 reviews) | 
  | **Quality of Support** | 8.8 (638 reviews) | 7.9 (67 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (197 reviews) | 8.1 (21 reviews) | 
  | **Product Direction (% positive)** | 9.6 (634 reviews) | 7.0 (77 reviews) | 

---
## Pricing

### Databricks

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### SAS Data Management

#### 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 |
| **SAS Data Management** | N/A | N/A |

#### Reports

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **Connectors** | 9.5 (16 reviews) | Not enough data | 
| **Data Governance** | 9.5 (16 reviews) | Not enough data | 

#### Data Modeling and Blending

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 Preparation

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **SAS Data Management** | 9.5/10 | 8 |

#### Data Source Access

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **Breadth of Data Sources** | Not enough data | 9.4 (8 reviews) | 
| **Ease of Data Connectivity** | Not enough data | 9.8 (8 reviews) | 
| **API Connectivity** | Not enough data | 9.8 (8 reviews) | 

#### Data Interaction

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **Profiling and Classification** | Not enough data | 9.6 (8 reviews) | 
| **Metadata Management** | Not enough data | 9.4 (8 reviews) | 
| **Data Modeling** | Not enough data | 9.5 (7 reviews) | 
| **Data Joining** | Not enough data | 9.6 (8 reviews) | 
| **Data Blending** | Not enough data | 9.5 (7 reviews) | 
| **Data Quality and Cleansing** | Not enough data | 9.5 (7 reviews) | 
| **Data Sharing** | Not enough data | 9.6 (8 reviews) | 
| **Data Governance** | Not enough data | 9.6 (8 reviews) | 

#### Data Exporting

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **Breadth of Integrations** | Not enough data | 9.3 (7 reviews) | 
| **Ease of Integrations** | Not enough data | 9.0 (7 reviews) | 
| **Data Workflows** | Not enough data | 9.8 (8 reviews) | 

#### Generative AI

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 142 |
| **SAS Data Management** | N/A | N/A |

#### Administration

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **Data Quality Management** | 8.8 (89 reviews) | Not enough data | 
| **Policy Management** | 8.8 (88 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 |
| **SAS Data Management** | N/A | N/A |

#### Management

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **Reporting** | 8.7 (179 reviews) | Not enough data | 
| **Auditing** | 8.5 (170 reviews) | Not enough data | 

#### Functionality

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **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 |
| **SAS Data Management** | N/A | N/A |

#### Deployment

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 |
| **SAS Data Management** | N/A | N/A |

#### System

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **Data Ingestion & Wrangling** | 8.9 (187 reviews) | Not enough data | 

#### Model Development

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **Feature Engineering** | 8.5 (179 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **Natural Language Understanding** | 8.4 (166 reviews) | Not enough data | 
| **Deep Learning** | 8.5 (168 reviews) | Not enough data | 

#### Deployment

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 |
| **SAS Data Management** | N/A | N/A |

#### Data Management

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

#### Performance 

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **Scalability** | 9.2 (195 reviews) ✓ Verified | Not enough data | 

#### Security

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **Data Governance** | 8.9 (186 reviews) ✓ Verified | Not enough data | 
| **Data Security** | 9.0 (176 reviews) ✓ Verified | Not enough data | 

#### Generative AI

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **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 |
| **SAS Data Management** | N/A | N/A |

#### Management

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 |
| **SAS Data Management** | N/A | N/A |

#### Data Management

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **Analytics capabilities** | 9.0 (80 reviews) | Not enough data | 
| **Dasboard visualizations** | 8.7 (76 reviews) | Not enough data | 

#### Monitoring and Management

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **Data Observability** | 8.8 (76 reviews) | Not enough data | 
| **Testing capabilities** | 8.8 (77 reviews) | Not enough data | 

#### Cloud Deployment

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

#### Generative AI

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **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 |
| **SAS Data Management** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 |
| **SAS Data Management** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 |
| **SAS Data Management** | N/A | N/A |

#### Traffic Management & Performance - AI Gateways

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 |
| **SAS Data Management** | N/A | N/A |

#### Database

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **Real-Time Data Collection** | 8.8 (259 reviews) | Not enough data | 
| **Data Distribution** | 9.0 (254 reviews) | Not enough data | 
| **Data Lake** | 9.4 (332 reviews) | Not enough data | 

#### Integrations

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **Hadoop Integration** | 8.3 (225 reviews) | Not enough data | 
| **Spark Integration** | 9.1 (298 reviews) | Not enough data | 

#### Platform

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **Machine Scaling** | 9.0 (322 reviews) | Not enough data | 
| **Data Preparation** | 9.1 (315 reviews) | Not enough data | 
| **Spark Integration** | 9.1 (298 reviews) | Not enough data | 

#### Processing

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **Cloud Processing** | 9.1 (293 reviews) | Not enough data | 
| **Workload Processing** | 9.1 (298 reviews) | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 283 |
| **SAS Data Management** | N/A | N/A |

#### Data Transformation

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **Real-Time Analytics** | 8.9 (232 reviews) | Not enough data | 
| **Data Querying** | 9.1 (244 reviews) | Not enough data | 

#### Connectivity

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 | 

### Data Quality

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **SAS Data Management** | 8.1/10 | 14 |

#### Functionality

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **Identification** | Not enough data | 8.8 (12 reviews) | 
| **Correction** | Not enough data | 7.4 (13 reviews) | 
| **Normalization** | Not enough data | 8.8 (12 reviews) | 
| **Preventative Cleaning** | Not enough data | 8.3 (12 reviews) | 
| **Data Matching** | Not enough data | 8.7 (13 reviews) | 

#### Management

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **Reporting** | Not enough data | 8.2 (13 reviews) | 
| **Automation** | Not enough data | 8.2 (13 reviews) | 
| **Quality Audits** | Not enough data | 8.3 (13 reviews) | 
| **Dashboard** | Not enough data | 7.7 (13 reviews) | 
| **Governance** | Not enough data | 7.4 (13 reviews) | 

#### Generative AI

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **AI Text Generation** | Not enough data | 7.6 (9 reviews) | 
| **AI Text Summarization** | Not enough data | 7.4 (9 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.7/10 | 365 |
| **SAS Data Management** | N/A | N/A |

#### Building Reports

| Feature | Databricks | SAS Data Management | 
|---|---|---|
| **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 | SAS Data Management | 
|---|---|---|
| **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 Governance Tools](https://www.g2.com/categories/data-governance-tools)

**Unique to Databricks (12):** [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [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), [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)

**Unique to SAS Data Management (3):** [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [Data Preparation Software](https://www.g2.com/categories/data-preparation), [Data Quality Tools](https://www.g2.com/categories/data-quality)


---
## Reviewer Demographics

### By Company Size

| Segment | Databricks | SAS Data Management | 
|---|---|---|
| **Small-Business** | 14.2% | 26.8% | 
| **Mid-Market** | 37.5% | 23.7% | 
| **Enterprise** | 48.3% | 49.5% | 

### 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%

#### SAS Data Management

- **Higher Education:** 14.4%
- **Research:** 10.3%
- **Banking:** 9.3%
- **Hospital & Health Care:** 7.2%
- **Information Technology and Services:** 7.2%
- **Financial Services:** 6.2%
- **Computer Software:** 4.1%
- **Health, Wellness and Fitness:** 4.1%
- **Government Administration:** 3.1%
- **Insurance:** 3.1%
- **Other:** 30.9%

---
## 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 (850 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 SAS Data Management

- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (756 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (850 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (402 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1011 reviews)
- [HubSpot Data Hub](https://www.g2.com/products/hubspot-data-hub/reviews) — 4.5/5 stars (576 reviews)
- [SnapLogic Intelligent Integration Platform (IIP)](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews) — 4.4/5 stars (398 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3713 reviews)
- [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (1991 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1226 reviews)
- [Egnyte](https://www.g2.com/products/egnyte/reviews) — 4.4/5 stars (1160 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..."

### SAS Data Management

No discussions available for this product.

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