# Plotly Dash Enterprise vs SAS Viya Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Plotly Dash Enterprise excels in **user-friendliness** , with many users appreciating its drag-and-drop functionality for creating beautiful visualizations without the need for coding. This feature allows users to quickly build dashboards, making it a great choice for those who prioritize ease of use.
- **Users say** that SAS Viya offers a robust **data analysis** experience, allowing for various analytical approaches and automated reporting. Reviewers highlight the ability to gain insights without coding, while still having the option to use code, which caters to both technical and non-technical users.
- **According to verified reviews** , Plotly Dash Enterprise shines in its **setup process** , with users noting that the initial configuration is straightforward and intuitive. This ease of setup can be a significant advantage for small businesses looking to implement analytics quickly.
- **Reviewers mention** that SAS Viya has a proven track record in **data integration** , which is particularly beneficial for enterprises that require seamless data handling across various sources. Users appreciate the platform's ability to manage complex data workflows effectively.
- **G2 reviewers highlight** that while Plotly Dash Enterprise has a higher rating for **visualization capabilities** , SAS Viya still provides solid options for data visualization, though it may not be as intuitive as Dash. Users of Dash particularly enjoy the advanced charting options and the ability to leverage Python skills for custom visualizations.
- **Users report** that SAS Viya's **support quality** is commendable, with many praising the assistance they receive during their analytics journey. In contrast, while Plotly Dash Enterprise has received positive feedback for its support, it may not match the comprehensive support structure that SAS Viya offers to its enterprise clients.



| | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Star Rating** | 4.8 out of 5 | 4.3 out of 5 | 
| **Total Reviews** | 36 | 801 | 
| **Largest Market Segment** | Small-Business (47.2% of reviews) | Small-Business (34.4% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | 

---
## Top Pros & Cons

### Plotly Dash Enterprise

Pros:
- Charting Features (1 reviews)
- Coding Ease (1 reviews)


### SAS Viya

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

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

---
## Ratings Comparison
| Rating | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
  | **Meets Requirements** | 8.8 (30 reviews) | 8.5 (552 reviews) | 
  | **Ease of Use** | 8.4 (30 reviews) | 8.2 (640 reviews) | 
  | **Ease of Setup** | 8.9 (16 reviews) | 8.0 (490 reviews) | 
  | **Ease of Admin** | 8.3 (14 reviews) | 7.6 (157 reviews) | 
  | **Quality of Support** | 8.1 (27 reviews) | 8.3 (522 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.8 (12 reviews) | 8.2 (160 reviews) | 
  | **Product Direction (% positive)** | 8.8 (30 reviews) | 8.9 (548 reviews) | 

---
## Pricing

### Plotly Dash Enterprise

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### SAS Viya

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Plotly Dash Enterprise** | 9.1/10 | 20 |
| **SAS Viya** | N/A | N/A |

#### Reports

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Reports Interface** | 8.5 (12 reviews) ✓ Verified | 8.4 (262 reviews) | 
| **Steps to Answer** | 7.9 (8 reviews) ✓ Verified | 8.1 (239 reviews) | 
| **Graphs and Charts** | 9.4 (19 reviews) ✓ Verified | 8.5 (246 reviews) | 
| **Score Cards** | 9.8 (8 reviews) ✓ Verified | 8.1 (236 reviews) | 
| **Dashboards** | 8.8 (18 reviews) ✓ Verified | 8.5 (240 reviews) | 

#### Self Service 

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Calculated Fields** | 9.0 (12 reviews) ✓ Verified | 8.3 (234 reviews) | 
| **Data Column Filtering** | 8.4 (17 reviews) ✓ Verified | 8.4 (234 reviews) | 
| **Data Discovery** | 9.0 (15 reviews) ✓ Verified | 8.5 (236 reviews) | 
| **Search** | 8.5 (11 reviews) | 8.1 (231 reviews) | 
| **Collaboration / Workflow** | 8.5 (8 reviews) ✓ Verified | 8.1 (233 reviews) | 
| **Automodeling** | 7.7 (5 reviews) ✓ Verified | 8.3 (228 reviews) | 

#### Advanced Analytics

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Predictive Analytics** | 9.0 (8 reviews) ✓ Verified | 8.5 (240 reviews) | 
| **Data Visualization** | 9.5 (14 reviews) ✓ Verified | 8.8 (240 reviews) | 
| **Big Data Services** | 8.7 (9 reviews) ✓ Verified | 8.6 (244 reviews) | 

#### Building Reports

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Data Transformation** | Feature Not Available | 8.6 (207 reviews) | 
| **Data Modeling** | 8.3 (6 reviews) ✓ Verified | 8.5 (201 reviews) | 
| **WYSIWYG Report Design** | Not enough data | 7.8 (197 reviews) | 
| **Integration APIs** | 8.3 (6 reviews) ✓ Verified | 8.0 (200 reviews) | 

#### Platform

| Feature | Plotly Dash Enterprise | 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 | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Plotly Dash Enterprise** | 8.8/10 | 20 |
| **SAS Viya** | 8.2/10 | 332 |

#### Reports

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Reports Interface** | 8.5 (12 reviews) ✓ Verified | 8.4 (262 reviews) | 
| **Steps to Answer** | 7.9 (8 reviews) ✓ Verified | 8.1 (239 reviews) | 
| **Graphs and Charts** | 9.4 (19 reviews) ✓ Verified | 8.5 (246 reviews) | 
| **Score Cards** | 9.8 (8 reviews) ✓ Verified | 8.1 (236 reviews) | 
| **Dashboards** | 8.8 (18 reviews) ✓ Verified | 8.5 (240 reviews) | 

#### Data Preparation

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Connectors** | Not enough data | 8.4 (214 reviews) | 
| **Data Governance** | Not enough data | 8.4 (214 reviews) | 

#### Data Modeling and Blending

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Data Querying** | Not enough data | 8.5 (212 reviews) | 
| **Data Filtering** | Not enough data | 8.7 (211 reviews) | 
| **Data Blending** | Not enough data | 8.5 (214 reviews) | 

#### Generative AI

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **AI Text Generation** | Not enough data | Feature Not Available | 
| **AI Text Summarization** | Not enough data | Feature Not Available | 

#### Agentic AI - Analytics Platforms

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 7.9 (96 reviews) | 
| **Multi-step Planning** | Not enough data | 7.9 (94 reviews) | 
| **Cross-system Integration** | Not enough data | 8.1 (95 reviews) | 
| **Adaptive Learning** | Not enough data | 8.1 (93 reviews) | 
| **Natural Language Interaction** | Not enough data | 8.0 (93 reviews) | 
| **Proactive Assistance** | Not enough data | 7.7 (93 reviews) | 
| **Decision Making** | Not enough data | 8.1 (92 reviews) | 

#### Self Service 

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Calculated Fields** | 9.0 (12 reviews) ✓ Verified | 8.3 (234 reviews) | 
| **Data Column Filtering** | 8.4 (17 reviews) ✓ Verified | 8.4 (234 reviews) | 
| **Data Discovery** | 9.0 (15 reviews) ✓ Verified | 8.5 (236 reviews) | 
| **Search** | 8.5 (11 reviews) | 8.1 (231 reviews) | 
| **Collaboration / Workflow** | 8.5 (8 reviews) ✓ Verified | 8.1 (233 reviews) | 
| **Automodeling** | 7.7 (5 reviews) ✓ Verified | 8.3 (228 reviews) | 

#### Deployment & Integration - Analytics Platforms

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **No-code Dashboard Builder** | Not enough data | 8.4 (97 reviews) | 
| **Report Scheduling and Automation** | Not enough data | 8.4 (95 reviews) | 
| **Embedded Analytics and White-labeling** | Not enough data | 8.2 (91 reviews) | 
| **Data Source Connectivity** | Not enough data | 8.4 (95 reviews) | 

#### Advanced Analytics

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Predictive Analytics** | 9.0 (8 reviews) ✓ Verified | 8.5 (240 reviews) | 
| **Data Visualization** | 9.5 (14 reviews) ✓ Verified | 8.8 (240 reviews) | 
| **Big Data Services** | 8.7 (9 reviews) ✓ Verified | 8.6 (244 reviews) | 

#### Performance & Scalability - Analytics Platforms

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Large data handling and Query Speed** | Not enough data | 8.5 (118 reviews) | 
| **Concurrent User Support** | Not enough data | 8.4 (96 reviews) | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Data Modeling and Governance** | Not enough data | 8.5 (99 reviews) | 
| **Notebook and Script Integration** | Not enough data | 8.4 (103 reviews) | 
| **Built-in Predictive and Statistical Models** | Not enough data | 8.6 (101 reviews) | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | 7.9 (93 reviews) | 
| **Natural Language Queries** | Not enough data | 8.0 (91 reviews) | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | 8.1 (90 reviews) | 
| **AI Agents for Analytical Follow-ups** | Not enough data | 7.9 (90 reviews) | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | Not enough data | 8.1 (91 reviews) | 
| **Role-based Insight Personalization** | Not enough data | 8.0 (90 reviews) | 
| **Conversational and Prompt-based Analytics** | Not enough data | 7.9 (92 reviews) | 

#### Building Reports

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Data Transformation** | Feature Not Available | 8.6 (207 reviews) | 
| **Data Modeling** | 8.3 (6 reviews) ✓ Verified | 8.5 (201 reviews) | 
| **WYSIWYG Report Design** | Not enough data | 7.8 (197 reviews) | 
| **Integration APIs** | 8.3 (6 reviews) ✓ Verified | 8.0 (200 reviews) | 

### Embedded Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Plotly Dash Enterprise** | 9.0/10 | 20 |
| **SAS Viya** | N/A | N/A |

#### Reports

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Reports Interface** | 8.5 (12 reviews) ✓ Verified | 8.4 (262 reviews) | 
| **Steps to Answer** | 7.9 (8 reviews) ✓ Verified | 8.1 (239 reviews) | 
| **Graphs and Charts** | 9.4 (19 reviews) ✓ Verified | 8.5 (246 reviews) | 
| **Score Cards** | 9.8 (8 reviews) ✓ Verified | 8.1 (236 reviews) | 
| **Dashboards** | 8.8 (18 reviews) ✓ Verified | 8.5 (240 reviews) | 

#### Self Service 

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Calculated Fields** | 9.0 (12 reviews) ✓ Verified | 8.3 (234 reviews) | 
| **Data Column Filtering** | 8.4 (17 reviews) ✓ Verified | 8.4 (234 reviews) | 
| **Data Discovery** | 9.0 (15 reviews) ✓ Verified | 8.5 (236 reviews) | 
| **Search** | 8.5 (11 reviews) | 8.1 (231 reviews) | 
| **Collaboration / Workflow** | 8.5 (8 reviews) ✓ Verified | 8.1 (233 reviews) | 
| **Automodeling** | 7.7 (5 reviews) ✓ Verified | 8.3 (228 reviews) | 

#### Building Reports

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Data Transformation** | Feature Not Available | 8.6 (207 reviews) | 
| **Data Modeling** | 8.3 (6 reviews) ✓ Verified | 8.5 (201 reviews) | 
| **WYSIWYG Report Design** | Not enough data | 7.8 (197 reviews) | 
| **Integration APIs** | 8.3 (6 reviews) ✓ Verified | 8.0 (200 reviews) | 

### Data Preparation

| Product | Score | Reviews |
|---|---|---|
| **Plotly Dash Enterprise** | N/A | N/A |
| **SAS Viya** | 8.5/10 | 130 |

#### Data Source Access

| Feature | Plotly Dash Enterprise | 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 | Plotly Dash Enterprise | 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 | Plotly Dash Enterprise | 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 | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **AI Text Generation** | Not enough data | Feature Not Available | 

### Event Stream Processing

| Product | Score | Reviews |
|---|---|---|
| **Plotly Dash Enterprise** | N/A | N/A |
| **SAS Viya** | 8.3/10 | 18 |

#### Data

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

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Plotly Dash Enterprise** | N/A | N/A |
| **SAS Viya** | 8.6/10 | 33 |

#### Administration

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Data Modelling** | Not enough data | 8.5 (26 reviews) | 
| **Recommendations** | Not enough data | 8.5 (25 reviews) | 
| **Workflow Management** | Not enough data | 8.3 (25 reviews) | 
| **Dashboards and Visualizations** | Not enough data | 8.8 (27 reviews) | 

#### Management

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Business Glossary** | Not enough data | 8.2 (26 reviews) | 
| **Data Discovery** | Not enough data | 8.5 (26 reviews) | 
| **Data Profililng** | Not enough data | 8.7 (26 reviews) | 
| **Reporting and Visualization** | Not enough data | 9.0 (24 reviews) | 
| **Data Lineage** | Not enough data | 7.9 (26 reviews) | 

#### Compliance

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Sensitive Data Compliance** | Not enough data | 8.5 (25 reviews) | 
| **Training and Guidelines** | Not enough data | Feature Not Available | 
| **Policy Enforcement** | Not enough data | 8.4 (25 reviews) | 
| **Compliance Monitoring** | Not enough data | 8.6 (25 reviews) | 

#### Security

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Access Control** | Not enough data | 8.7 (26 reviews) | 
| **Roles Management** | Not enough data | 8.3 (23 reviews) | 
| **Compliance Management** | Not enough data | Feature Not Available | 

#### Data Quality

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Data Preparation** | Not enough data | 8.6 (27 reviews) | 
| **Data Distribution** | Not enough data | 8.6 (25 reviews) | 
| **Data Unification** | Not enough data | 8.5 (26 reviews) | 

#### Maintainence

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Data Quality Management** | Not enough data | 8.4 (24 reviews) | 
| **Policy Management** | Not enough data | Feature Not Available | 

#### Generative AI

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **AI Text Generation** | Not enough data | 7.9 (25 reviews) | 
| **AI Text Summarization** | Not enough data | 8.0 (25 reviews) | 

#### Agentic AI - Data Governance

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 9.0 (7 reviews) | 
| **Multi-step Planning** | Not enough data | 9.5 (7 reviews) | 
| **Cross-system Integration** | Not enough data | 9.5 (7 reviews) | 
| **Adaptive Learning** | Not enough data | 9.5 (7 reviews) | 
| **Natural Language Interaction** | Not enough data | 9.0 (7 reviews) | 
| **Decision Making** | Not enough data | 9.5 (7 reviews) | 

### Statistical Analysis

| Product | Score | Reviews |
|---|---|---|
| **Plotly Dash Enterprise** | N/A | N/A |
| **SAS Viya** | 8.9/10 | 149 |

#### Administration

| Feature | Plotly Dash Enterprise | 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 | Plotly Dash Enterprise | 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 | Plotly Dash Enterprise | 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 | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **AI Text Generation** | Not enough data | Feature Not Available | 
| **AI Text Summarization** | Not enough data | Feature Not Available | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Plotly Dash Enterprise** | N/A | N/A |
| **SAS Viya** | 8.3/10 | 15 |

#### Deployment

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Language Flexibility** | Not enough data | 8.1 (13 reviews) | 
| **Framework Flexibility** | Not enough data | 8.1 (14 reviews) | 
| **Versioning** | Not enough data | 8.2 (13 reviews) | 
| **Ease of Deployment** | Not enough data | 8.5 (14 reviews) | 
| **Scalability** | Not enough data | 8.3 (14 reviews) | 

#### Deployment

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Language Flexibility** | Not enough data | 8.2 (14 reviews) | 
| **Framework Flexibility** | Not enough data | 8.3 (13 reviews) | 
| **Versioning** | Not enough data | 8.3 (13 reviews) | 
| **Ease of Deployment** | Not enough data | 8.2 (14 reviews) | 
| **Scalability** | Not enough data | 8.7 (13 reviews) | 

#### Management

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Cataloging** | Not enough data | 7.6 (13 reviews) | 
| **Monitoring** | Not enough data | 8.5 (13 reviews) | 
| **Governing** | Not enough data | 8.5 (13 reviews) | 
| **Model Registry** | Not enough data | 8.5 (14 reviews) | 

#### Operations

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Metrics** | Not enough data | 8.8 (14 reviews) | 
| **Infrastructure management** | Not enough data | 7.9 (14 reviews) | 
| **Collaboration** | Not enough data | 8.8 (14 reviews) | 

#### Management

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Cataloging** | Not enough data | 7.9 (13 reviews) | 
| **Monitoring** | Not enough data | 8.2 (14 reviews) | 
| **Governing** | Not enough data | 8.1 (13 reviews) | 

#### Generative AI

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **AI Text Generation** | Not enough data | Feature Not Available | 
| **AI Text Summarization** | Not enough data | Feature Not Available | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Plotly Dash Enterprise** | N/A | N/A |
| **SAS Viya** | 7.9/10 | 99 |

#### System

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | 8.4 (76 reviews) | 

#### Model Development

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Language Support** | Not enough data | 8.1 (91 reviews) | 
| **Drag and Drop** | Not enough data | 8.6 (84 reviews) | 
| **Pre-Built Algorithms** | Not enough data | 8.3 (84 reviews) | 
| **Model Training** | Not enough data | 8.7 (84 reviews) | 

#### Model Development

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Feature Engineering** | Not enough data | 8.3 (73 reviews) | 

#### Machine/Deep Learning Services

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Computer Vision** | Not enough data | 7.4 (78 reviews) | 
| **Natural Language Processing** | Not enough data | 7.6 (80 reviews) | 
| **Natural Language Generation** | Not enough data | 7.3 (78 reviews) | 
| **Artificial Neural Networks** | Not enough data | 8.1 (80 reviews) | 

#### Machine/Deep Learning Services

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Natural Language Understanding** | Not enough data | 7.7 (72 reviews) | 
| **Deep Learning** | Not enough data | 8.0 (74 reviews) | 

#### Deployment

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Managed Service** | Not enough data | 8.1 (82 reviews) | 
| **Application** | Not enough data | 8.0 (79 reviews) | 
| **Scalability** | Not enough data | 8.2 (84 reviews) | 

#### Generative AI

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **AI Text Generation** | Not enough data | Feature Not Available | 
| **AI Text Summarization** | Not enough data | Feature Not Available | 
| **AI Text-to-Image** | Not enough data | Feature Not Available | 

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

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 7.7 (28 reviews) | 
| **Multi-step Planning** | Not enough data | 7.3 (28 reviews) | 
| **Cross-system Integration** | Not enough data | 7.6 (28 reviews) | 
| **Adaptive Learning** | Not enough data | 7.2 (28 reviews) | 
| **Natural Language Interaction** | Not enough data | 7.2 (28 reviews) | 
| **Proactive Assistance** | Not enough data | 7.1 (28 reviews) | 
| **Decision Making** | Not enough data | 7.6 (28 reviews) | 

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

| Product | Score | Reviews |
|---|---|---|
| **Plotly Dash Enterprise** | N/A | N/A |
| **SAS Viya** | 8.2/10 | 12 |

#### Financial Planning

| Feature | Plotly Dash Enterprise | 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 | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

#### Financial Insight

| Feature | Plotly Dash Enterprise | 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 | Plotly Dash Enterprise | 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 | Plotly Dash Enterprise | 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) | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Plotly Dash Enterprise** | N/A | N/A |
| **SAS Viya** | 8.9/10 | 30 |

#### Management

| Feature | Plotly Dash Enterprise | 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 | Plotly Dash Enterprise | 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 | Plotly Dash Enterprise | 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 |
|---|---|---|
| **Plotly Dash Enterprise** | N/A | N/A |
| **SAS Viya** | 7.4/10 | 25 |

#### Integration

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

#### Business Logic

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

#### Analytics

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

#### Deployment

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

#### Generative AI

| Feature | Plotly Dash Enterprise | 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 | Plotly Dash Enterprise | 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) | 

### Text Analysis

| Product | Score | Reviews |
|---|---|---|
| **Plotly Dash Enterprise** | N/A | N/A |
| **SAS Viya** | 7.9/10 | 21 |

#### Setup

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

#### Analysis

| Feature | Plotly Dash Enterprise | 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 | Plotly Dash Enterprise | 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 | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **AI Text Generation** | Not enough data | Feature Not Available | 
| **AI Text Summarization** | Not enough data | Feature Not Available | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **Plotly Dash Enterprise** | N/A | N/A |
| **SAS Viya** | 8.5/10 | 44 |

#### Integration - Machine Learning

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Integration** | Not enough data | 8.3 (37 reviews) | 

#### Learning - Machine Learning

| Feature | Plotly Dash Enterprise | 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) | 

### Accounting & Finance

| Product | Score | Reviews |
|---|---|---|
| **Plotly Dash Enterprise** | N/A | N/A |
| **SAS Viya** | N/A | N/A |

#### Agentic AI - Accounting & Finance

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 

### Low-Code Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Plotly Dash Enterprise** | N/A | N/A |
| **SAS Viya** | 8.8/10 | 16 |

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

| Feature | Plotly Dash Enterprise | 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 | Plotly Dash Enterprise | 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) | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Plotly Dash Enterprise** | 9.2/10 | 13 |
| **SAS Viya** | 8.8/10 | 88 |

#### Statistical Tool

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Scripting** | 9.1 (11 reviews) | 8.6 (75 reviews) | 
| **Data Mining** | 8.8 (8 reviews) | 8.7 (74 reviews) | 
| **Algorithms** | 9.2 (6 reviews) | 8.6 (74 reviews) | 

#### Data Analysis

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Analysis** | 9.5 (11 reviews) | 8.9 (74 reviews) | 
| **Data Interaction** | 9.5 (11 reviews) | 8.8 (74 reviews) | 

#### Decision Making

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Modeling** | 9.4 (8 reviews) | 8.8 (79 reviews) | 
| **Data Visualizations** | 9.8 (9 reviews) | 9.1 (79 reviews) | 
| **Report Generation** | 9.0 (10 reviews) | 8.9 (78 reviews) | 
| **Data Unification** | 8.3 (9 reviews) | 8.7 (76 reviews) | 

#### Generative AI

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **AI Text Generation** | Not enough data | Feature Not Available | 
| **AI Text Summarization** | Not enough data | Feature Not Available | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Plotly Dash Enterprise** | N/A | N/A |
| **SAS Viya** | N/A | N/A |

#### Data Transformation

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Data Querying** | Not enough data | Not enough data | 

#### Connectivity

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Hadoop Integration** | Not enough data | Not enough data | 
| **Spark Integration** | Not enough data | Not enough data | 
| **Multi-Source Analysis** | Not enough data | Not enough data | 
| **Data Lake** | Not enough data | Not enough data | 

#### Operations

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Data Visualization** | Not enough data | Not enough data | 
| **Data Workflow** | Not enough data | Not enough data | 
| **Governed Discovery** | Not enough data | Not enough data | 
| **Embedded Analytics** | Not enough data | Not enough data | 
| **Notebooks** | Not enough data | Not enough data | 

### Data Quality

| Product | Score | Reviews |
|---|---|---|
| **Plotly Dash Enterprise** | N/A | N/A |
| **SAS Viya** | 8.9/10 | 72 |

#### Functionality

| Feature | Plotly Dash Enterprise | 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 | Plotly Dash Enterprise | 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 | Plotly Dash Enterprise | 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 |
|---|---|---|
| **Plotly Dash Enterprise** | N/A | N/A |
| **SAS Viya** | 7.8/10 | 227 |

#### Building Reports

| Feature | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Data Transformation** | Feature Not Available | 8.6 (207 reviews) | 
| **Data Modeling** | 8.3 (6 reviews) ✓ Verified | 8.5 (201 reviews) | 
| **WYSIWYG Report Design** | Not enough data | 7.8 (197 reviews) | 
| **Integration APIs** | 8.3 (6 reviews) ✓ Verified | 8.0 (200 reviews) | 

#### Platform

| Feature | Plotly Dash Enterprise | 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 (3):** [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms)

**Unique to Plotly Dash Enterprise (2):** [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics)

**Unique to SAS Viya (12):** [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Statistical Analysis Software](https://www.g2.com/categories/statistical-analysis), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [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), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [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 | Plotly Dash Enterprise | SAS Viya | 
|---|---|---|
| **Small-Business** | 47.2% | 34.4% | 
| **Mid-Market** | 22.2% | 31.5% | 
| **Enterprise** | 30.6% | 34.0% | 

### By Industry

#### Plotly Dash Enterprise

- **Computer Software:** 16.7%
- **Consumer Electronics:** 5.6%
- **Retail:** 5.6%
- **Research:** 5.6%
- **Oil & Energy:** 5.6%
- **Information Technology and Services:** 5.6%
- **Accounting:** 2.8%
- **Automotive:** 2.8%
- **Biotechnology:** 2.8%
- **Education Management:** 2.8%
- **Other:** 44.4%

#### 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 Plotly Dash Enterprise

- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3656 reviews)
- [Amazon QuickSight](https://www.g2.com/products/amazon-quicksight/reviews) — 4.3/5 stars (694 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (929 reviews)
- [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1644 reviews)
- [Microsoft Power BI](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews) — 4.5/5 stars (1637 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (202 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews)
- [Mode](https://www.g2.com/products/mode-mode/reviews) — 4.5/5 stars (330 reviews)

### Alternatives to SAS Viya

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (804 reviews)
- [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)

---
## Top Discussions

### Plotly Dash Enterprise

- Title: [is dash being used as an official application by a big company?](https://www.g2.com/discussions/is-dash-being-used-as-an-official-application-by-a-big-company) — 1 comment, 1 upvote
  > **Top comment:** "Hi Nir, thanks for your question! Dash is used by Fortune 500 companies in numerous industries like pharma, finance, energy, manufacturing, HR, and retail...."
- Title: [So Dash is open-source?](https://www.g2.com/discussions/product-f91d256c-b6f1-4773-ae9e-c2202822070a) — 1 comment, 1 upvote
  > **Top comment:** "Dash is an open-core library, but Plotly also offers Dash Enterprise, which extends that core capability to make web apps more functional and easier to..."
- Title: [Does Dash have a GUI?](https://www.g2.com/discussions/product-5f07bbde-711e-4221-bfe0-4f4ac4f4684a) — 1 comment, 1 upvote
  > **Top comment:** "Hi there, yes Dash does! For easy styling, our GUI, Dash Enterprise Design Kit lets you easily arrange, style, and customize Dash apps so that they can be..."

### 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/plotly-dash-enterprise-vs-sas-sas-viya)