# Databricks vs SAS Viya 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 unified platform enhances collaboration and streamlines end-to-end data workflows.
- **Users say** that SAS Viya offers a strong data integration capability, making it easy to analyze data in various ways. Reviewers appreciate the automated reporting features that allow multiple users to access insights without needing extensive coding knowledge, highlighting its accessibility for non-technical users.
- **According to verified reviews** , Databricks has a significantly higher overall satisfaction score, reflecting its robust performance in data governance and MLOps. Users specifically mention features like Genie and Lakeflow Connect as game-changers for data engineering and analytics.
- **Reviewers mention** that while SAS Viya has a proven track record and ease of setup, some users find it less flexible compared to Databricks when it comes to advanced data workflows. This can lead to challenges for teams looking for a more adaptable solution.
- **Users highlight** that Databricks provides superior scalability and performance, particularly for large data handling and query speed. This is crucial for enterprises that require fast processing of extensive datasets, a feature that Databricks users frequently commend.
- **G2 reviewers note** that SAS Viya's strength lies in its ease of use and established reputation, but some users feel it lacks the innovative features and integrations that Databricks offers, which can limit its effectiveness in rapidly evolving data environments.



| | Databricks | SAS Viya | 
|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.3 out of 5 | 
| **Total Reviews** | 804 | 801 | 
| **Largest Market Segment** | Enterprise (43.7% of reviews) | Small-Business (34.4% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | 

---
## Top Pros & Cons

### Databricks

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

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

### SAS Viya

Pros:
- Ease of Use (234 reviews)
- Features (175 reviews)

Cons:
- Learning Difficulty (105 reviews)
- Complexity (103 reviews)

---
## Ratings Comparison
| Rating | Databricks | SAS Viya | 
|---|---|---|
  | **Meets Requirements** | 9.0 (627 reviews) | 8.5 (552 reviews) | 
  | **Ease of Use** | 8.9 (646 reviews) | 8.2 (640 reviews) | 
  | **Ease of Setup** | 8.7 (519 reviews) | 8.0 (490 reviews) | 
  | **Ease of Admin** | 8.4 (190 reviews) | 7.6 (157 reviews) | 
  | **Quality of Support** | 8.8 (604 reviews) | 8.3 (522 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (194 reviews) | 8.2 (160 reviews) | 
  | **Product Direction (% positive)** | 9.6 (608 reviews) | 8.9 (548 reviews) | 

---
## Pricing

### Databricks

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### SAS Viya

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.2/10 | 230 |
| **SAS Viya** | 8.2/10 | 332 |

#### Reports

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Reports Interface** | 9.0 (22 reviews) | 8.4 (262 reviews) | 
| **Steps to Answer** | 8.4 (18 reviews) | 8.1 (239 reviews) | 
| **Graphs and Charts** | 9.0 (19 reviews) | 8.5 (246 reviews) | 
| **Score Cards** | 8.8 (16 reviews) | 8.1 (236 reviews) | 
| **Dashboards** | 9.3 (24 reviews) | 8.5 (240 reviews) | 

#### Data Preparation

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Connectors** | 9.4 (13 reviews) | 8.4 (214 reviews) | 
| **Data Governance** | 9.4 (13 reviews) | 8.4 (214 reviews) | 

#### Data Modeling and Blending

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Data Querying** | 9.4 (15 reviews) | 8.5 (212 reviews) | 
| **Data Filtering** | 9.3 (14 reviews) | 8.7 (211 reviews) | 
| **Data Blending** | 9.3 (15 reviews) | 8.5 (214 reviews) | 

#### Generative AI

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **AI Text Generation** | 9.5 (16 reviews) | Feature Not Available | 
| **AI Text Summarization** | 9.6 (13 reviews) | Feature Not Available | 

#### Agentic AI - Analytics Platforms

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Autonomous Task Execution** | 9.5 (14 reviews) | 7.9 (96 reviews) | 
| **Multi-step Planning** | 9.4 (12 reviews) | 7.9 (94 reviews) | 
| **Cross-system Integration** | 9.2 (13 reviews) | 8.1 (95 reviews) | 
| **Adaptive Learning** | 9.1 (13 reviews) | 8.1 (93 reviews) | 
| **Natural Language Interaction** | 9.2 (14 reviews) | 8.0 (93 reviews) | 
| **Proactive Assistance** | 9.9 (13 reviews) | 7.7 (93 reviews) | 
| **Decision Making** | 9.7 (12 reviews) | 8.1 (92 reviews) | 

#### Self Service 

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Calculated Fields** | 8.6 (17 reviews) | 8.3 (234 reviews) | 
| **Data Column Filtering** | 8.7 (18 reviews) | 8.4 (234 reviews) | 
| **Data Discovery** | 9.0 (19 reviews) | 8.5 (236 reviews) | 
| **Search** | 8.8 (19 reviews) | 8.1 (231 reviews) | 
| **Collaboration / Workflow** | 9.0 (20 reviews) | 8.1 (233 reviews) | 
| **Automodeling** | 8.9 (15 reviews) | 8.3 (228 reviews) | 

#### Deployment & Integration - Analytics Platforms

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **No-code Dashboard Builder** | 8.8 (14 reviews) | 8.4 (97 reviews) | 
| **Report Scheduling and Automation** | 9.6 (15 reviews) | 8.4 (95 reviews) | 
| **Embedded Analytics and White-labeling** | 9.4 (13 reviews) | 8.2 (91 reviews) | 
| **Data Source Connectivity** | 9.6 (13 reviews) | 8.4 (95 reviews) | 

#### Advanced Analytics

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Predictive Analytics** | 9.1 (20 reviews) | 8.5 (240 reviews) | 
| **Data Visualization** | 8.9 (19 reviews) | 8.8 (240 reviews) | 
| **Big Data Services** | 9.5 (23 reviews) | 8.6 (244 reviews) | 

#### Performance & Scalability - Analytics Platforms

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Large data handling and Query Speed** | 9.4 (14 reviews) | 8.5 (118 reviews) | 
| **Concurrent User Support** | 9.8 (11 reviews) | 8.4 (96 reviews) | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Data Modeling and Governance** | 9.4 (14 reviews) | 8.5 (99 reviews) | 
| **Notebook and Script Integration** | 9.2 (15 reviews) | 8.4 (103 reviews) | 
| **Built-in Predictive and Statistical Models** | 9.2 (13 reviews) | 8.6 (101 reviews) | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Auto-generated Insights and Narratives** | 9.2 (14 reviews) | 7.9 (93 reviews) | 
| **Natural Language Queries** | 9.4 (15 reviews) | 8.0 (91 reviews) | 
| **Proactive KPI Monitoring and Alerts** | 9.5 (13 reviews) | 8.1 (90 reviews) | 
| **AI Agents for Analytical Follow-ups** | 9.2 (14 reviews) | 7.9 (90 reviews) | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 9.5 (13 reviews) | 8.1 (91 reviews) | 
| **Role-based Insight Personalization** | 8.8 (15 reviews) | 8.0 (90 reviews) | 
| **Conversational and Prompt-based Analytics** | 9.2 (14 reviews) | 7.9 (92 reviews) | 

#### Building Reports

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Data Transformation** | 9.1 (176 reviews) | 8.6 (207 reviews) | 
| **Data Modeling** | 8.7 (164 reviews) | 8.5 (201 reviews) | 
| **WYSIWYG Report Design** | 7.8 (133 reviews) | 7.8 (197 reviews) | 
| **Integration APIs** | 8.6 (168 reviews) | 8.0 (200 reviews) | 

### Data Preparation

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **SAS Viya** | 8.5/10 | 130 |

#### Data Source Access

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Breadth of Data Sources** | Not enough data | 8.6 (117 reviews) | 
| **Ease of Data Connectivity** | Not enough data | 8.4 (119 reviews) | 
| **API Connectivity** | Not enough data | 8.2 (114 reviews) | 

#### Data Interaction

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Profiling and Classification** | Not enough data | 8.5 (115 reviews) | 
| **Metadata Management** | Not enough data | 8.2 (114 reviews) | 
| **Data Modeling** | Not enough data | 8.5 (114 reviews) | 
| **Data Joining** | Not enough data | 8.8 (113 reviews) | 
| **Data Blending** | Not enough data | 8.8 (114 reviews) | 
| **Data Quality and Cleansing** | Not enough data | 8.8 (115 reviews) | 
| **Data Sharing** | Not enough data | 8.4 (112 reviews) | 
| **Data Governance** | Not enough data | 8.5 (113 reviews) | 

#### Data Exporting

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Breadth of Integrations** | Not enough data | 8.4 (114 reviews) | 
| **Ease of Integrations** | Not enough data | 8.3 (115 reviews) | 
| **Data Workflows** | Not enough data | 8.5 (111 reviews) | 

#### Generative AI

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **AI Text Generation** | Not enough data | Feature Not Available | 

### Event Stream Processing

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **SAS Viya** | 8.3/10 | 18 |

#### Data

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Data Processing** | Not enough data | 8.6 (12 reviews) | 
| **Data Sources** | Not enough data | 8.6 (12 reviews) | 
| **Integration** | Not enough data | 8.2 (13 reviews) | 
| **Real-Time Processing** | Not enough data | 8.5 (12 reviews) | 

#### Analytics

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Reporting & Analytics** | Not enough data | 7.9 (12 reviews) | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.8/10 | 120 |
| **SAS Viya** | 8.6/10 | 33 |

#### Administration

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Data Modelling** | 8.8 (102 reviews) | 8.5 (26 reviews) | 
| **Recommendations** | 8.6 (96 reviews) | 8.5 (25 reviews) | 
| **Workflow Management** | 9.0 (97 reviews) | 8.3 (25 reviews) | 
| **Dashboards and Visualizations** | 8.8 (102 reviews) | 8.8 (27 reviews) | 

#### Management

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Business Glossary** | 8.5 (90 reviews) | 8.2 (26 reviews) | 
| **Data Discovery** | 8.7 (89 reviews) | 8.5 (26 reviews) | 
| **Data Profililng** | 8.7 (91 reviews) | 8.7 (26 reviews) | 
| **Reporting and Visualization** | 8.6 (90 reviews) | 9.0 (24 reviews) | 
| **Data Lineage** | 8.8 (89 reviews) | 7.9 (26 reviews) | 

#### Compliance

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Sensitive Data Compliance** | 8.9 (102 reviews) | 8.5 (25 reviews) | 
| **Training and Guidelines** | 8.7 (95 reviews) | Feature Not Available | 
| **Policy Enforcement** | 8.9 (97 reviews) | 8.4 (25 reviews) | 
| **Compliance Monitoring** | 8.8 (98 reviews) | 8.6 (25 reviews) | 

#### Security

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Access Control** | 9.0 (91 reviews) | 8.7 (26 reviews) | 
| **Roles Management** | 8.9 (89 reviews) | 8.3 (23 reviews) | 
| **Compliance Management** | 8.8 (89 reviews) | Feature Not Available | 

#### Data Quality

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Data Preparation** | 9.0 (97 reviews) | 8.6 (27 reviews) | 
| **Data Distribution** | 8.8 (96 reviews) | 8.6 (25 reviews) | 
| **Data Unification** | 9.0 (97 reviews) | 8.5 (26 reviews) | 

#### Maintainence

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Data Quality Management** | 8.8 (88 reviews) | 8.4 (24 reviews) | 
| **Policy Management** | 8.8 (87 reviews) | Feature Not Available | 

#### Generative AI

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **AI Text Generation** | 8.4 (85 reviews) | 7.9 (25 reviews) | 
| **AI Text Summarization** | 8.5 (84 reviews) | 8.0 (25 reviews) | 

#### Agentic AI - Data Governance

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Autonomous Task Execution** | 8.8 (13 reviews) | 9.0 (7 reviews) | 
| **Multi-step Planning** | 9.0 (14 reviews) | 9.5 (7 reviews) | 
| **Cross-system Integration** | 9.2 (17 reviews) | 9.5 (7 reviews) | 
| **Adaptive Learning** | 8.8 (15 reviews) | 9.5 (7 reviews) | 
| **Natural Language Interaction** | 9.2 (15 reviews) | 9.0 (7 reviews) | 
| **Decision Making** | 9.2 (16 reviews) | 9.5 (7 reviews) | 

### Statistical Analysis

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **SAS Viya** | 8.9/10 | 149 |

#### Administration

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Quality Control** | Not enough data | 8.9 (136 reviews) | 
| **Data Sampling** | Not enough data | 8.9 (140 reviews) | 
| **Collaboration** | Not enough data | 8.8 (137 reviews) | 

#### Capabilities

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Data Visualization** | Not enough data | 9.3 (145 reviews) | 
| **Survival Analysis** | Not enough data | 8.9 (140 reviews) | 
| **Risk Data Attributes** | Not enough data | 8.7 (137 reviews) | 
| **Cost Analysis** | Not enough data | 8.6 (134 reviews) | 

#### Methodology

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **ANOVA Support** | Not enough data | 8.9 (139 reviews) | 
| **Regression** | Not enough data | 9.2 (141 reviews) | 
| **Time Series Analysis** | Not enough data | 9.1 (139 reviews) | 

#### Generative AI

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **AI Text Generation** | Not enough data | Feature Not Available | 
| **AI Text Summarization** | Not enough data | Feature Not Available | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 200 |
| **SAS Viya** | N/A | N/A |

#### Management

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

#### Functionality

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **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** | 9.1 (173 reviews) | Not enough data | 
| **Scalability** | 9.2 (175 reviews) | Not enough data | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 87 |
| **SAS Viya** | 8.3/10 | 15 |

#### Deployment

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Language Flexibility** | 9.0 (70 reviews) | 8.1 (13 reviews) | 
| **Framework Flexibility** | 8.9 (69 reviews) | 8.1 (14 reviews) | 
| **Versioning** | 9.0 (71 reviews) | 8.2 (13 reviews) | 
| **Ease of Deployment** | 9.0 (71 reviews) | 8.5 (14 reviews) | 
| **Scalability** | 9.0 (73 reviews) | 8.3 (14 reviews) | 

#### Deployment

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Language Flexibility** | 9.0 (67 reviews) | 8.2 (14 reviews) | 
| **Framework Flexibility** | 8.8 (67 reviews) | 8.3 (13 reviews) | 
| **Versioning** | 8.7 (71 reviews) | 8.3 (13 reviews) | 
| **Ease of Deployment** | 9.0 (70 reviews) | 8.2 (14 reviews) | 
| **Scalability** | 9.1 (71 reviews) | 8.7 (13 reviews) | 

#### Management

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Cataloging** | 9.0 (70 reviews) | 7.6 (13 reviews) | 
| **Monitoring** | 8.9 (71 reviews) | 8.5 (13 reviews) | 
| **Governing** | 9.2 (67 reviews) | 8.5 (13 reviews) | 
| **Model Registry** | 9.0 (74 reviews) | 8.5 (14 reviews) | 

#### Operations

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Metrics** | 8.8 (67 reviews) | 8.8 (14 reviews) | 
| **Infrastructure management** | 8.9 (68 reviews) | 7.9 (14 reviews) | 
| **Collaboration** | 9.1 (69 reviews) | 8.8 (14 reviews) | 

#### Management

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Cataloging** | 8.9 (67 reviews) | 7.9 (13 reviews) | 
| **Monitoring** | 8.8 (66 reviews) | 8.2 (14 reviews) | 
| **Governing** | 9.1 (64 reviews) | 8.1 (13 reviews) | 

#### Generative AI

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **AI Text Generation** | 8.6 (34 reviews) | Feature Not Available | 
| **AI Text Summarization** | 8.6 (34 reviews) | Feature Not Available | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.7/10 | 229 |
| **SAS Viya** | 7.9/10 | 99 |

#### System

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Data Ingestion & Wrangling** | 8.9 (185 reviews) | 8.4 (76 reviews) | 

#### Model Development

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Language Support** | 8.8 (192 reviews) | 8.1 (91 reviews) | 
| **Drag and Drop** | 8.0 (195 reviews) | 8.6 (84 reviews) | 
| **Pre-Built Algorithms** | 8.4 (192 reviews) | 8.3 (84 reviews) | 
| **Model Training** | 8.7 (198 reviews) | 8.7 (84 reviews) | 

#### Model Development

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Feature Engineering** | 8.5 (177 reviews) | 8.3 (73 reviews) | 

#### Machine/Deep Learning Services

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Computer Vision** | 8.2 (180 reviews) | 7.4 (78 reviews) | 
| **Natural Language Processing** | 8.6 (187 reviews) | 7.6 (80 reviews) | 
| **Natural Language Generation** | 8.3 (179 reviews) | 7.3 (78 reviews) | 
| **Artificial Neural Networks** | 8.2 (178 reviews) | 8.1 (80 reviews) | 

#### Machine/Deep Learning Services

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Natural Language Understanding** | 8.4 (164 reviews) | 7.7 (72 reviews) | 
| **Deep Learning** | 8.4 (165 reviews) | 8.0 (74 reviews) | 

#### Deployment

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Managed Service** | 8.6 (185 reviews) | 8.1 (82 reviews) | 
| **Application** | 8.8 (187 reviews) | 8.0 (79 reviews) | 
| **Scalability** | 9.0 (195 reviews) | 8.2 (84 reviews) | 

#### Generative AI

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **AI Text Generation** | 8.3 (92 reviews) | Feature Not Available | 
| **AI Text Summarization** | 8.5 (93 reviews) | Feature Not Available | 
| **AI Text-to-Image** | 7.7 (91 reviews) | Feature Not Available | 

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

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Autonomous Task Execution** | 9.4 (14 reviews) | 7.7 (28 reviews) | 
| **Multi-step Planning** | 9.1 (13 reviews) | 7.3 (28 reviews) | 
| **Cross-system Integration** | 8.9 (14 reviews) | 7.6 (28 reviews) | 
| **Adaptive Learning** | 9.1 (13 reviews) | 7.2 (28 reviews) | 
| **Natural Language Interaction** | 9.5 (16 reviews) | 7.2 (28 reviews) | 
| **Proactive Assistance** | 9.4 (12 reviews) | 7.1 (28 reviews) | 
| **Decision Making** | 9.6 (13 reviews) | 7.6 (28 reviews) | 

### FP&A (Financial Planning & Analysis)

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **SAS Viya** | 8.2/10 | 12 |

#### Financial Planning

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Extended Planning** | Not enough data | 7.8 (10 reviews) | 
| **Reporting** | Not enough data | 8.2 (10 reviews) | 
| **Integration** | Not enough data | 8.5 (10 reviews) | 

#### Agentic AI - FP&A (Financial Planning & Analysis) 

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

#### Financial Insight

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Budgeting** | Not enough data | 8.0 (10 reviews) | 
| **Forecasting** | Not enough data | 8.8 (10 reviews) | 
| **Planning** | Not enough data | 7.9 (11 reviews) | 

#### Data

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Data Visualization** | Not enough data | 8.6 (11 reviews) | 
| **Data Analysis** | Not enough data | 8.5 (10 reviews) | 
| **Custom Reporting** | Not enough data | 8.2 (10 reviews) | 
| **Reporting Templates** | Not enough data | 8.5 (10 reviews) | 

#### Status Communication

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Collaboration** | Not enough data | 7.8 (10 reviews) | 
| **Version Control** | Not enough data | 8.3 (11 reviews) | 
| **Real-Time Data Updates** | Not enough data | 8.2 (11 reviews) | 
| **Scorecards** | Not enough data | 8.5 (11 reviews) | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 225 |
| **SAS Viya** | N/A | N/A |

#### Data Management

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Data Integration** | 9.1 (197 reviews) ✓ Verified | Not enough data | 
| **Data Compression** | 8.9 (187 reviews) ✓ Verified | Not enough data | 
| **Data Quality** | 8.9 (190 reviews) ✓ Verified | Not enough data | 
| **Built-In Data Analytics** | 8.8 (188 reviews) ✓ Verified | Not enough data | 
| **In-Database Machine Learning** | 8.7 (175 reviews) ✓ Verified | Not enough data | 
| **Data Lake Analytics** | 9.1 (179 reviews) ✓ Verified | Not enough data | 

#### Integration

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **AI/ ML Integration** | 8.9 (183 reviews) ✓ Verified | Not enough data | 
| **BI Tool Integration** | 8.8 (174 reviews) ✓ Verified | Not enough data | 
| **Data lake Integration** | 9.1 (185 reviews) ✓ Verified | Not enough data | 

#### Deployment

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **On-Premise** | 8.0 (163 reviews) ✓ Verified | Not enough data | 
| **Cloud** | 9.2 (186 reviews) ✓ Verified | Not enough data | 

#### Performance 

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Scalability** | 9.2 (191 reviews) ✓ Verified | Not enough data | 

#### Security

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Data Governance** | 8.9 (182 reviews) ✓ Verified | Not enough data | 
| **Data Security** | 9.0 (175 reviews) ✓ Verified | Not enough data | 

#### Generative AI

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **AI Text Generation** | 8.6 (85 reviews) | Not enough data | 
| **AI Text Summarization** | 8.5 (83 reviews) | Not enough data | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **SAS Viya** | 8.9/10 | 30 |

#### Management

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Data dictionary** | Not enough data | 8.8 (27 reviews) | 
| **Data Replication** | Not enough data | 9.0 (28 reviews) | 
| **Query Language** | Not enough data | 9.3 (28 reviews) | 
| **Data Modeling** | Not enough data | 8.9 (28 reviews) | 
| **Performance Analysis** | Not enough data | 8.8 (27 reviews) | 

#### Maintenance

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Data Migration** | Not enough data | 8.7 (26 reviews) | 
| **Backup and Recovery** | Not enough data | 8.9 (27 reviews) | 
| **Multi-User Environment** | Not enough data | 9.0 (26 reviews) | 

#### Security

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Data Encryption** | Not enough data | 8.9 (28 reviews) | 
| **User Access Control** | Not enough data | 8.6 (28 reviews) | 

### Decision Management Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **SAS Viya** | 7.4/10 | 25 |

#### Integration

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Data** | Not enough data | 8.0 (20 reviews) | 
| **Applications** | Not enough data | 8.2 (19 reviews) | 

#### Business Logic

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Authoring Business Logic** | Not enough data | 7.5 (19 reviews) | 
| **Testing Business Logic** | Not enough data | 7.3 (19 reviews) | 
| **Model Development** | Not enough data | 8.2 (19 reviews) | 

#### Management

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Catalog** | Not enough data | 7.7 (18 reviews) | 
| **Collaboration** | Not enough data | 7.5 (19 reviews) | 

#### Analytics

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Impact analysis** | Not enough data | 8.4 (20 reviews) | 
| **Simulation** | Not enough data | 7.6 (19 reviews) | 

#### Deployment

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Application Development** | Not enough data | 8.2 (19 reviews) | 
| **Integration** | Not enough data | 7.6 (17 reviews) | 

#### Generative AI

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **AI Text Generation** | Not enough data | Feature Not Available | 
| **AI Text Summarization** | Not enough data | Feature Not Available | 

#### Agentic AI - Decision Management Platforms

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 7.5 (6 reviews) | 
| **Multi-step Planning** | Not enough data | 6.7 (6 reviews) | 
| **Cross-system Integration** | Not enough data | 6.4 (6 reviews) | 
| **Adaptive Learning** | Not enough data | 6.7 (6 reviews) | 
| **Natural Language Interaction** | Not enough data | 6.1 (6 reviews) | 
| **Proactive Assistance** | Not enough data | 6.7 (6 reviews) | 
| **Decision Making** | Not enough data | 7.5 (6 reviews) | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.1/10 | 90 |
| **SAS Viya** | N/A | N/A |

#### Data Management

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

#### Monitoring and Management

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

#### Cloud Deployment

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

#### Generative AI

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

### Text Analysis

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **SAS Viya** | 7.9/10 | 21 |

#### Setup

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Integration** | Not enough data | 7.7 (19 reviews) | 
| **Maintenance** | Not enough data | 7.5 (19 reviews) | 
| **No-Code** | Not enough data | 8.0 (19 reviews) | 

#### Data

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Security** | Not enough data | 8.3 (20 reviews) | 
| **Data Visualization** | Not enough data | 8.6 (19 reviews) | 

#### Analysis

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Automation** | Not enough data | 8.4 (19 reviews) | 
| **Named entity recognition** | Not enough data | 7.9 (19 reviews) | 
| **Keyphrase Extraction** | Not enough data | 7.9 (18 reviews) | 
| **Topic Analysis** | Not enough data | 8.0 (19 reviews) | 
| **Sentiment Analysis** | Not enough data | 7.9 (18 reviews) | 
| **Language Identification** | Not enough data | 7.4 (18 reviews) | 
| **Syntax/Part of Speech Parsing** | Not enough data | 7.8 (18 reviews) | 

#### Customization

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Pre-Built Parameterization** | Not enough data | 7.6 (18 reviews) | 
| **Custom Extension** | Not enough data | 7.5 (19 reviews) | 
| **Compositionality** | Not enough data | 8.1 (19 reviews) | 

#### Generative AI

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **AI Text Generation** | Not enough data | Feature Not Available | 
| **AI Text Summarization** | Not enough data | Feature Not Available | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.9/10 | 13 |
| **SAS Viya** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

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

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **SAS Viya** | 8.5/10 | 44 |

#### Integration - Machine Learning

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Integration** | Not enough data | 8.3 (37 reviews) | 

#### Learning - Machine Learning

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Training Data** | Not enough data | 8.5 (39 reviews) | 
| **Actionable Insights** | Not enough data | 8.5 (40 reviews) | 
| **Algorithm** | Not enough data | 8.6 (38 reviews) | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **SAS Viya** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **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 | SAS Viya | 
|---|---|---|
| **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 Viya | 
|---|---|---|
| **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 | SAS Viya | 
|---|---|---|
| **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 | 

### Accounting & Finance

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **SAS Viya** | N/A | N/A |

#### Agentic AI - Accounting & Finance

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 

### Low-Code Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **SAS Viya** | 8.8/10 | 16 |

#### Data Ingestion & Preparation - Low-Code Machine Learning Platforms

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Automatic Data Profiling & Quality Assessment** | Not enough data | 8.7 (15 reviews) | 
| **Multi‑Source Connector Support** | Not enough data | 8.7 (15 reviews) | 
| **Schema Drift / Change Detection** | Not enough data | 9.0 (15 reviews) | 

#### Model Construction & Automation - Low-Code Machine Learning Platforms

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Guided Algorithm & Hyperparameter Recommendation** | Not enough data | 9.0 (15 reviews) | 
| **Code Extensibility** | Not enough data | 8.8 (15 reviews) | 
| **Automated Feature Engineering** | Not enough data | 8.7 (15 reviews) | 

### AI Gateways

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **SAS Viya** | N/A | N/A |

#### Traffic Management & Performance - AI Gateways

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **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 Viya | 
|---|---|---|
| **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 | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **SAS Viya** | 8.8/10 | 88 |

#### Statistical Tool

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Scripting** | Not enough data | 8.6 (75 reviews) | 
| **Data Mining** | Not enough data | 8.7 (74 reviews) | 
| **Algorithms** | Not enough data | 8.6 (74 reviews) | 

#### Data Analysis

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Analysis** | Not enough data | 8.9 (74 reviews) | 
| **Data Interaction** | Not enough data | 8.8 (74 reviews) | 

#### Decision Making

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Modeling** | Not enough data | 8.8 (79 reviews) | 
| **Data Visualizations** | Not enough data | 9.1 (79 reviews) | 
| **Report Generation** | Not enough data | 8.9 (78 reviews) | 
| **Data Unification** | Not enough data | 8.7 (76 reviews) | 

#### Generative AI

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **AI Text Generation** | Not enough data | Feature Not Available | 
| **AI Text Summarization** | Not enough data | Feature Not Available | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 353 |
| **SAS Viya** | N/A | N/A |

#### Database

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

#### Platform

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Machine Scaling** | 9.0 (282 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 | SAS Viya | 
|---|---|---|
| **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 | 269 |
| **SAS Viya** | N/A | N/A |

#### Data Transformation

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

#### Connectivity

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **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 | SAS Viya | 
|---|---|---|
| **Data Visualization** | 8.5 (232 reviews) | Not enough data | 
| **Data Workflow** | 8.9 (232 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 | 

### Data Quality

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **SAS Viya** | 8.9/10 | 72 |

#### Functionality

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Identification** | Not enough data | 8.7 (67 reviews) | 
| **Correction** | Not enough data | 8.8 (66 reviews) | 
| **Normalization** | Not enough data | 9.0 (64 reviews) | 
| **Preventative Cleaning** | Not enough data | 8.8 (63 reviews) | 
| **Data Matching** | Not enough data | 8.9 (62 reviews) | 

#### Management

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Reporting** | Not enough data | 9.2 (66 reviews) | 
| **Automation** | Not enough data | 9.0 (61 reviews) | 
| **Quality Audits** | Not enough data | 8.9 (63 reviews) | 
| **Dashboard** | Not enough data | 9.0 (61 reviews) | 
| **Governance** | Not enough data | Feature Not Available | 

#### Generative AI

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.3 (59 reviews) | 
| **AI Text Summarization** | Not enough data | 8.3 (60 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.6/10 | 214 |
| **SAS Viya** | 7.8/10 | 227 |

#### Building Reports

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **Data Transformation** | 9.1 (176 reviews) | 8.6 (207 reviews) | 
| **Data Modeling** | 8.7 (164 reviews) | 8.5 (201 reviews) | 
| **WYSIWYG Report Design** | 7.8 (133 reviews) | 7.8 (197 reviews) | 
| **Integration APIs** | 8.6 (168 reviews) | 8.0 (200 reviews) | 

#### Platform

| Feature | Databricks | SAS Viya | 
|---|---|---|
| **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 (5):** [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms)

**Unique to Databricks (8):** [DataOps Platforms](https://www.g2.com/categories/dataops-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 Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure), [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders), [AI Gateways Software](https://www.g2.com/categories/ai-gateways)

**Unique to SAS Viya (10):** [Statistical Analysis Software](https://www.g2.com/categories/statistical-analysis), [Event Stream Processing Software](https://www.g2.com/categories/event-stream-processing), [Data Preparation Software](https://www.g2.com/categories/data-preparation), [Text Analysis Software](https://www.g2.com/categories/text-analysis), [Machine Learning Software](https://www.g2.com/categories/machine-learning), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [FP&A Software](https://www.g2.com/categories/fp-a-financial-planning-analysis), [Data Quality Tools](https://www.g2.com/categories/data-quality), [Decision Management Software](https://www.g2.com/categories/decision-management-platforms), [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms)


---
## Reviewer Demographics

### By Company Size

| Segment | Databricks | SAS Viya | 
|---|---|---|
| **Small-Business** | 15.9% | 34.4% | 
| **Mid-Market** | 40.4% | 31.5% | 
| **Enterprise** | 43.7% | 34.0% | 

### By Industry

#### Databricks

- **Information Technology and Services:** 16.5%
- **Financial Services:** 10.2%
- **Computer Software:** 9.1%
- **Consulting:** 4.1%
- **Hospital & Health Care:** 3.5%
- **Retail:** 3.4%
- **Marketing and Advertising:** 3.3%
- **Insurance:** 3.0%
- **Telecommunications:** 2.8%
- **Manufacturing:** 2.6%
- **Other:** 41.6%

#### SAS Viya

- **Pharmaceuticals:** 12.4%
- **Banking:** 8.9%
- **Computer Software:** 7.9%
- **Higher Education:** 7.9%
- **Financial Services:** 6.1%
- **Information Technology and Services:** 5.4%
- **Hospital & Health Care:** 4.0%
- **Consulting:** 3.7%
- **Education Management:** 3.4%
- **Insurance:** 3.4%
- **Other:** 37.0%

---
## 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 (754 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 (1225 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (658 reviews)
- [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 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)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (402 reviews)

### Alternatives to SAS Viya

- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (754 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (658 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (620 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (520 reviews)
- [IBM SPSS Statistics](https://www.g2.com/products/ibm-spss-statistics/reviews) — 4.2/5 stars (928 reviews)
- [Posit Team](https://www.g2.com/products/posit-team/reviews) — 4.5/5 stars (570 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3656 reviews)
- [Microsoft Power BI](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews) — 4.5/5 stars (1637 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (929 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 Viya

- Title: [What is SAS Visual Data Mining and Machine Learning used for?](https://www.g2.com/discussions/what-is-sas-visual-data-mining-and-machine-learning-used-for) — 2 comments
  > **Top comment:** "SAS Visual Data Mining and Machine Learning is mainly used to analyze large data, find patterns, and build predictive models to support better business..."

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