# Azure Data Studio, Snowflake vs SAS Viya Comparison

| | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Star Rating** | 4.5 out of 5 | 4.6 out of 5 | 4.3 out of 5 | 
| **Total Reviews** | 35 | 743 | 798 | 
| **Largest Market Segment** | Enterprise (42.9% of reviews) | Mid-Market (44.8% of reviews) | Small-Business (34.3% of reviews) | 
| **Entry Level Price** | No pricing available | $2 Compute/Hour | No pricing available | 

---
## Top Pros & Cons

### Azure Data Studio

Pros:
- Analytics (1 reviews)
- Ease of Use (1 reviews)

Cons:
- Data Management Issues (1 reviews)

### Snowflake

Pros:
- Ease of Use (89 reviews)
- Scalability (68 reviews)

Cons:
- Expensive (53 reviews)
- Cost (36 reviews)

### SAS Viya

Pros:
- Ease of Use (316 reviews)
- Features (218 reviews)

Cons:
- Learning Difficulty (151 reviews)
- Learning Curve (144 reviews)

---
## Ratings Comparison
| Rating | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
  | **Meets Requirements** | 9.2 (28 reviews) | 9.1 (570 reviews) | 8.5 (549 reviews) | 
  | **Ease of Use** | 8.9 (28 reviews) | 9.0 (607 reviews) | 8.2 (637 reviews) | 
  | **Ease of Setup** | 8.5 (8 reviews) | 9.0 (391 reviews) | 8.0 (487 reviews) | 
  | **Ease of Admin** | 8.0 (5 reviews) | 8.6 (211 reviews) | 7.6 (158 reviews) | 
  | **Quality of Support** | 9.2 (24 reviews) | 8.7 (523 reviews) | 8.3 (519 reviews) | 
  | **Has the product been a good partner in doing business?** | Not enough data | 9.0 (213 reviews) | 8.2 (161 reviews) | 
  | **Product Direction (% positive)** | 9.2 (28 reviews) | 9.2 (538 reviews) | 8.9 (545 reviews) | 

---
## Pricing

### Azure Data Studio

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### Snowflake

#### Entry-Level Pricing

Plan: Standard

Price: $2 Compute/Hour

Description: Compute usage is billed on a per-second basis, with a minimum of 60 seconds. You can secure price discounts with pre-purchased Snowflake capacity options. 

Key Features:
- Complete SQL Data Warehouse
- Secure Data Sharing across regions / clouds
- Premier Support 24 x 365

[Browse all 4 editions](https://www.g2.com/products/snowflake/pricing)

#### Free Trial

Yes

### SAS Viya

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Studio** | N/A | N/A |
| **Snowflake** | N/A | N/A |
| **SAS Viya** | 8.2/10 | 329 |

#### Reports

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Reports Interface** | Not enough data | Not enough data | 8.4 (260 reviews) | 
| **Steps to Answer** | Not enough data | Not enough data | 8.1 (237 reviews) | 
| **Graphs and Charts** | Not enough data | Not enough data | 8.5 (244 reviews) | 
| **Score Cards** | Not enough data | Not enough data | 8.1 (234 reviews) | 
| **Dashboards** | Not enough data | Not enough data | 8.4 (238 reviews) | 

#### Data Preparation

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Connectors** | Not enough data | Not enough data | 8.4 (212 reviews) | 
| **Data Governance** | Not enough data | Not enough data | 8.4 (212 reviews) | 

#### Data Modeling and Blending

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Data Querying** | Not enough data | Not enough data | 8.5 (210 reviews) | 
| **Data Filtering** | Not enough data | Not enough data | 8.7 (209 reviews) | 
| **Data Blending** | Not enough data | Not enough data | 8.5 (212 reviews) | 

#### Generative AI

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Feature Not Available | 
| **AI Text Summarization** | Not enough data | Not enough data | Feature Not Available | 

#### Agentic AI - Analytics Platforms

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 7.9 (94 reviews) | 
| **Multi-step Planning** | Not enough data | Not enough data | 7.9 (92 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 8.1 (93 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 8.0 (91 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | 8.0 (91 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 7.7 (91 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 8.1 (91 reviews) | 

#### Self Service 

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Calculated Fields** | Not enough data | Not enough data | 8.3 (232 reviews) | 
| **Data Column Filtering** | Not enough data | Not enough data | 8.4 (232 reviews) | 
| **Data Discovery** | Not enough data | Not enough data | 8.4 (234 reviews) | 
| **Search** | Not enough data | Not enough data | 8.1 (229 reviews) | 
| **Collaboration / Workflow** | Not enough data | Not enough data | 8.1 (231 reviews) | 
| **Automodeling** | Not enough data | Not enough data | 8.2 (226 reviews) | 

#### Deployment & Integration - Analytics Platforms

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **No-code Dashboard Builder** | Not enough data | Not enough data | 8.4 (96 reviews) | 
| **Report Scheduling and Automation** | Not enough data | Not enough data | 8.3 (94 reviews) | 
| **Embedded Analytics and White-labeling** | Not enough data | Not enough data | 8.1 (90 reviews) | 
| **Data Source Connectivity** | Not enough data | Not enough data | 8.4 (94 reviews) | 

#### Advanced Analytics

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Predictive Analytics** | Not enough data | Not enough data | 8.5 (238 reviews) | 
| **Data Visualization** | Not enough data | Not enough data | 8.8 (238 reviews) | 
| **Big Data Services** | Not enough data | Not enough data | 8.6 (242 reviews) | 

#### Performance & Scalability - Analytics Platforms

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Large data handling and Query Speed** | Not enough data | Not enough data | 8.5 (117 reviews) | 
| **Concurrent User Support** | Not enough data | Not enough data | 8.4 (95 reviews) | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Data Modeling and Governance** | Not enough data | Not enough data | 8.5 (98 reviews) | 
| **Notebook and Script Integration** | Not enough data | Not enough data | 8.4 (102 reviews) | 
| **Built-in Predictive and Statistical Models** | Not enough data | Not enough data | 8.6 (100 reviews) | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | Not enough data | 7.8 (92 reviews) | 
| **Natural Language Queries** | Not enough data | Not enough data | 8.0 (90 reviews) | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | Not enough data | 8.0 (89 reviews) | 
| **AI Agents for Analytical Follow-ups** | Not enough data | Not enough data | 7.8 (89 reviews) | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | Not enough data | Not enough data | 8.1 (90 reviews) | 
| **Role-based Insight Personalization** | Not enough data | Not enough data | 8.0 (89 reviews) | 
| **Conversational and Prompt-based Analytics** | Not enough data | Not enough data | 7.8 (91 reviews) | 

#### Building Reports

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | 8.5 (206 reviews) | 
| **Data Modeling** | Not enough data | Not enough data | 8.5 (200 reviews) | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | 7.8 (196 reviews) | 
| **Integration APIs** | Not enough data | Not enough data | 8.0 (199 reviews) | 

### Data Preparation

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Studio** | N/A | N/A |
| **Snowflake** | N/A | N/A |
| **SAS Viya** | 8.5/10 | 130 |

#### Data Source Access

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

#### Data Interaction

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

#### Data Exporting

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

#### Generative AI

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Feature Not Available | 

### Event Stream Processing

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Studio** | N/A | N/A |
| **Snowflake** | N/A | N/A |
| **SAS Viya** | 8.4/10 | 18 |

#### Data

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Data Processing** | Not enough data | Not enough data | 8.7 (13 reviews) | 
| **Data Sources** | Not enough data | Not enough data | 8.7 (13 reviews) | 
| **Integration** | Not enough data | Not enough data | 8.2 (14 reviews) | 
| **Real-Time Processing** | Not enough data | Not enough data | 8.5 (13 reviews) | 

#### Analytics

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Reporting & Analytics** | Not enough data | Not enough data | 7.9 (13 reviews) | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Studio** | N/A | N/A |
| **Snowflake** | N/A | N/A |
| **SAS Viya** | 8.6/10 | 33 |

#### Administration

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

#### Management

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

#### Compliance

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

#### Security

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Access Control** | Not enough data | Not enough data | 8.7 (26 reviews) | 
| **Roles Management** | Not enough data | Not enough data | 8.3 (23 reviews) | 
| **Compliance Management** | Not enough data | Not enough data | Feature Not Available | 

#### Data Quality

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Data Preparation** | Not enough data | Not enough data | 8.6 (27 reviews) | 
| **Data Distribution** | Not enough data | Not enough data | 8.6 (25 reviews) | 
| **Data Unification** | Not enough data | Not enough data | 8.5 (26 reviews) | 

#### Maintainence

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Data Quality Management** | Not enough data | Not enough data | 8.4 (24 reviews) | 
| **Policy Management** | Not enough data | Not enough data | Feature Not Available | 

#### Generative AI

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 7.9 (25 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 8.0 (25 reviews) | 

#### Agentic AI - Data Governance

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

### Statistical Analysis

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Studio** | N/A | N/A |
| **Snowflake** | N/A | N/A |
| **SAS Viya** | 8.9/10 | 148 |

#### Administration

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Quality Control** | Not enough data | Not enough data | 8.9 (137 reviews) | 
| **Data Sampling** | Not enough data | Not enough data | 8.9 (141 reviews) | 
| **Collaboration** | Not enough data | Not enough data | 8.8 (138 reviews) | 

#### Capabilities

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Data Visualization** | Not enough data | Not enough data | 9.2 (145 reviews) | 
| **Survival Analysis** | Not enough data | Not enough data | 8.9 (140 reviews) | 
| **Risk Data Attributes** | Not enough data | Not enough data | 8.7 (138 reviews) | 
| **Cost Analysis** | Not enough data | Not enough data | 8.6 (135 reviews) | 

#### Methodology

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **ANOVA Support** | Not enough data | Not enough data | 8.9 (139 reviews) | 
| **Regression** | Not enough data | Not enough data | 9.2 (141 reviews) | 
| **Time Series Analysis** | Not enough data | Not enough data | 9.1 (140 reviews) | 

#### Generative AI

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Feature Not Available | 
| **AI Text Summarization** | Not enough data | Not enough data | Feature Not Available | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Studio** | N/A | N/A |
| **Snowflake** | 9.2/10 | 14 |
| **SAS Viya** | 8.3/10 | 15 |

#### Deployment

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Language Flexibility** | Not enough data | 9.2 (13 reviews) | 8.1 (13 reviews) | 
| **Framework Flexibility** | Not enough data | 9.0 (13 reviews) | 8.1 (14 reviews) | 
| **Versioning** | Not enough data | 9.1 (13 reviews) | 8.2 (13 reviews) | 
| **Ease of Deployment** | Not enough data | 9.4 (13 reviews) | 8.5 (14 reviews) | 
| **Scalability** | Not enough data | 9.4 (13 reviews) | 8.3 (14 reviews) | 

#### Deployment

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Language Flexibility** | Not enough data | 9.4 (11 reviews) | 8.2 (14 reviews) | 
| **Framework Flexibility** | Not enough data | 9.5 (11 reviews) | 8.3 (13 reviews) | 
| **Versioning** | Not enough data | 9.5 (11 reviews) | 8.3 (13 reviews) | 
| **Ease of Deployment** | Not enough data | 9.5 (11 reviews) | 8.2 (14 reviews) | 
| **Scalability** | Not enough data | 9.4 (11 reviews) | 8.7 (13 reviews) | 

#### Management

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Cataloging** | Not enough data | 9.0 (13 reviews) | 7.6 (13 reviews) | 
| **Monitoring** | Not enough data | 9.0 (12 reviews) | 8.5 (13 reviews) | 
| **Governing** | Not enough data | 9.2 (13 reviews) | 8.5 (13 reviews) | 
| **Model Registry** | Not enough data | 9.1 (13 reviews) | 8.5 (14 reviews) | 

#### Operations

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Metrics** | Not enough data | 8.9 (11 reviews) | 8.8 (14 reviews) | 
| **Infrastructure management** | Not enough data | 8.9 (11 reviews) | 7.9 (14 reviews) | 
| **Collaboration** | Not enough data | 9.5 (11 reviews) | 8.8 (14 reviews) | 

#### Management

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Cataloging** | Not enough data | 9.2 (11 reviews) | 7.9 (13 reviews) | 
| **Monitoring** | Not enough data | 9.3 (10 reviews) | 8.2 (14 reviews) | 
| **Governing** | Not enough data | 8.8 (11 reviews) | 8.1 (13 reviews) | 

#### Generative AI

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 8.6 (11 reviews) | Feature Not Available | 
| **AI Text Summarization** | Not enough data | 8.5 (11 reviews) | Feature Not Available | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Studio** | N/A | N/A |
| **Snowflake** | 8.6/10 | 37 |
| **SAS Viya** | 7.9/10 | 97 |

#### System

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | 9.2 (30 reviews) | 8.4 (75 reviews) | 

#### Model Development

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Language Support** | Not enough data | 9.1 (31 reviews) | 8.1 (90 reviews) | 
| **Drag and Drop** | Not enough data | 8.6 (29 reviews) | 8.6 (83 reviews) | 
| **Pre-Built Algorithms** | Not enough data | 8.3 (29 reviews) | 8.3 (83 reviews) | 
| **Model Training** | Not enough data | 8.8 (30 reviews) | 8.7 (83 reviews) | 

#### Model Development

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Feature Engineering** | Not enough data | 8.8 (28 reviews) | 8.4 (72 reviews) | 

#### Machine/Deep Learning Services

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Computer Vision** | Not enough data | 8.6 (29 reviews) | 7.4 (77 reviews) | 
| **Natural Language Processing** | Not enough data | 8.6 (29 reviews) | 7.6 (79 reviews) | 
| **Natural Language Generation** | Not enough data | 8.4 (29 reviews) | 7.3 (77 reviews) | 
| **Artificial Neural Networks** | Not enough data | 8.4 (28 reviews) | 8.0 (79 reviews) | 

#### Machine/Deep Learning Services

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Natural Language Understanding** | Not enough data | 8.6 (28 reviews) | 7.6 (71 reviews) | 
| **Deep Learning** | Not enough data | 8.5 (25 reviews) | 7.9 (73 reviews) | 

#### Deployment

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Managed Service** | Not enough data | 9.1 (31 reviews) | 8.2 (81 reviews) | 
| **Application** | Not enough data | 9.0 (28 reviews) | 8.0 (78 reviews) | 
| **Scalability** | Not enough data | 9.2 (30 reviews) | 8.1 (83 reviews) | 

#### Generative AI

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 8.5 (27 reviews) | Feature Not Available | 
| **AI Text Summarization** | Not enough data | 8.4 (26 reviews) | Feature Not Available | 
| **AI Text-to-Image** | Not enough data | 8.5 (26 reviews) | Feature Not Available | 

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

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | 8.3 (14 reviews) | 7.7 (28 reviews) | 
| **Multi-step Planning** | Not enough data | 8.3 (14 reviews) | 7.3 (28 reviews) | 
| **Cross-system Integration** | Not enough data | 8.5 (14 reviews) | 7.6 (28 reviews) | 
| **Adaptive Learning** | Not enough data | 8.6 (14 reviews) | 7.3 (28 reviews) | 
| **Natural Language Interaction** | Not enough data | 8.3 (14 reviews) | 7.1 (28 reviews) | 
| **Proactive Assistance** | Not enough data | 8.4 (15 reviews) | 7.1 (28 reviews) | 
| **Decision Making** | Not enough data | 8.3 (14 reviews) | 7.6 (28 reviews) | 

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

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Studio** | N/A | N/A |
| **Snowflake** | N/A | N/A |
| **SAS Viya** | 8.2/10 | 12 |

#### Financial Planning

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

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

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

#### Financial Insight

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

#### Data

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

#### Status Communication

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

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Studio** | N/A | N/A |
| **Snowflake** | 8.7/10 | 279 |
| **SAS Viya** | N/A | N/A |

#### Data Management

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Data Integration** | Not enough data | 9.1 (215 reviews) ✓ Verified | Not enough data | 
| **Data Compression** | Not enough data | 8.9 (179 reviews) ✓ Verified | Not enough data | 
| **Data Quality** | Not enough data | 9.1 (189 reviews) ✓ Verified | Not enough data | 
| **Built-In Data Analytics** | Not enough data | 8.4 (188 reviews) ✓ Verified | Not enough data | 
| **In-Database Machine Learning** | Not enough data | 8.2 (167 reviews) ✓ Verified | Not enough data | 
| **Data Lake Analytics** | Not enough data | 8.7 (168 reviews) ✓ Verified | Not enough data | 

#### Integration

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **AI/ ML Integration** | Not enough data | 8.3 (165 reviews) ✓ Verified | Not enough data | 
| **BI Tool Integration** | Not enough data | 9.0 (200 reviews) ✓ Verified | Not enough data | 
| **Data lake Integration** | Not enough data | 8.9 (171 reviews) ✓ Verified | Not enough data | 

#### Deployment

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **On-Premise** | Not enough data | 7.8 (147 reviews) ✓ Verified | Not enough data | 
| **Cloud** | Not enough data | 9.3 (208 reviews) ✓ Verified | Not enough data | 

#### Performance 

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Scalability** | Not enough data | 9.4 (221 reviews) ✓ Verified | Not enough data | 

#### Security

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Data Governance** | Not enough data | 8.9 (190 reviews) ✓ Verified | Not enough data | 
| **Data Security** | Not enough data | 9.1 (198 reviews) ✓ Verified | Not enough data | 

#### Generative AI

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 8.0 (85 reviews) | Not enough data | 
| **AI Text Summarization** | Not enough data | 8.1 (83 reviews) | Not enough data | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Studio** | 8.9/10 | 21 |
| **Snowflake** | 9.2/10 | 108 |
| **SAS Viya** | 8.9/10 | 30 |

#### Management

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Data dictionary** | 8.8 (20 reviews) | 9.0 (86 reviews) | 8.8 (27 reviews) | 
| **Data Replication** | 8.6 (19 reviews) | 9.1 (86 reviews) | 9.0 (28 reviews) | 
| **Query Language** | 9.6 (21 reviews) | 9.4 (92 reviews) | 9.3 (28 reviews) | 
| **Data Modeling** | 8.2 (20 reviews) | 9.0 (91 reviews) | 8.9 (28 reviews) | 
| **Performance Analysis** | 8.8 (20 reviews) | 9.1 (90 reviews) | 8.8 (27 reviews) | 

#### Maintenance

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Data Migration** | 9.2 (20 reviews) | 9.3 (88 reviews) | 8.7 (26 reviews) | 
| **Backup and Recovery** | 8.9 (20 reviews) | 9.0 (88 reviews) | 8.9 (27 reviews) | 
| **Multi-User Environment** | 8.7 (19 reviews) | 9.3 (90 reviews) | 9.0 (26 reviews) | 

#### Security

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Data Encryption** | 9.1 (19 reviews) | 9.3 (88 reviews) | 8.9 (28 reviews) | 
| **User Access Control** | 8.8 (20 reviews) | 9.2 (92 reviews) | 8.6 (28 reviews) | 

### Columnar Databases

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Studio** | N/A | N/A |
| **Snowflake** | 9.2/10 | 52 |
| **SAS Viya** | N/A | N/A |

#### Storage

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Data Model** | Not enough data | 9.2 (45 reviews) | Not enough data | 
| **Data Types** | Not enough data | 9.2 (45 reviews) | Not enough data | 

#### Availability

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Auto Sharding** | Not enough data | 9.1 (40 reviews) | Not enough data | 
| **Auto Recovery** | Not enough data | 9.2 (38 reviews) | Not enough data | 
| **Data Replication** | Not enough data | 9.2 (42 reviews) | Not enough data | 

#### Performance

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Integrated Cache** | Not enough data | 9.2 (45 reviews) | Not enough data | 

#### Security

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Role-Based Authorization** | Not enough data | 9.1 (45 reviews) | Not enough data | 
| **Authentication** | Not enough data | 9.2 (46 reviews) | Not enough data | 
| **Audit Logs** | Not enough data | 8.9 (39 reviews) | Not enough data | 
| **Encryption** | Not enough data | 9.2 (39 reviews) | Not enough data | 

#### Support

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Multi-Model** | Not enough data | 9.2 (37 reviews) | Not enough data | 
| **Operating Systems** | Not enough data | 9.2 (36 reviews) | Not enough data | 

### Decision Management Platforms

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Studio** | N/A | N/A |
| **Snowflake** | N/A | N/A |
| **SAS Viya** | 7.6/10 | 25 |

#### Integration

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Data** | Not enough data | Not enough data | 8.0 (21 reviews) | 
| **Applications** | Not enough data | Not enough data | 8.3 (20 reviews) | 

#### Business Logic

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Authoring Business Logic** | Not enough data | Not enough data | 7.5 (20 reviews) | 
| **Testing Business Logic** | Not enough data | Not enough data | 7.4 (20 reviews) | 
| **Model Development** | Not enough data | Not enough data | 8.3 (20 reviews) | 

#### Management

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Catalog** | Not enough data | Not enough data | 7.7 (19 reviews) | 
| **Collaboration** | Not enough data | Not enough data | 7.6 (20 reviews) | 

#### Analytics

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Impact analysis** | Not enough data | Not enough data | 8.5 (21 reviews) | 
| **Simulation** | Not enough data | Not enough data | 7.8 (20 reviews) | 

#### Deployment

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Application Development** | Not enough data | Not enough data | 8.1 (20 reviews) | 
| **Integration** | Not enough data | Not enough data | 7.8 (18 reviews) | 

#### Generative AI

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Feature Not Available | 
| **AI Text Summarization** | Not enough data | Not enough data | Feature Not Available | 

#### Agentic AI - Decision Management Platforms

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 7.9 (7 reviews) | 
| **Multi-step Planning** | Not enough data | Not enough data | 6.9 (7 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 6.7 (7 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 6.9 (7 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | 6.7 (7 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 7.1 (7 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 7.9 (7 reviews) | 

### Text Analysis

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Studio** | N/A | N/A |
| **Snowflake** | N/A | N/A |
| **SAS Viya** | 7.9/10 | 21 |

#### Setup

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

#### Data

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

#### Analysis

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

#### Customization

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

#### Generative AI

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Feature Not Available | 
| **AI Text Summarization** | Not enough data | Not enough data | Feature Not Available | 

### Data Clean Room

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Studio** | N/A | N/A |
| **Snowflake** | 9.2/10 | 27 |
| **SAS Viya** | N/A | N/A |

#### Centralized computation

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Centralized Computation** | Not enough data | 9.3 (26 reviews) | Not enough data | 

#### Localized computation

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Localized computation** | Not enough data | 9.1 (25 reviews) | Not enough data | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Studio** | N/A | N/A |
| **Snowflake** | N/A | N/A |
| **SAS Viya** | 8.4/10 | 43 |

#### Integration - Machine Learning

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Integration** | Not enough data | Not enough data | 8.3 (37 reviews) | 

#### Learning - Machine Learning

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

### Accounting & Finance

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Studio** | N/A | N/A |
| **Snowflake** | N/A | N/A |
| **SAS Viya** | N/A | N/A |

#### Agentic AI - Accounting & Finance

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 

### Low-Code Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Studio** | N/A | N/A |
| **Snowflake** | N/A | N/A |
| **SAS Viya** | 8.9/10 | 16 |

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

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Automatic Data Profiling & Quality Assessment** | Not enough data | Not enough data | 8.8 (16 reviews) | 
| **Multi‑Source Connector Support** | Not enough data | Not enough data | 8.6 (16 reviews) | 
| **Schema Drift / Change Detection** | Not enough data | Not enough data | 9.1 (16 reviews) | 

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

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Guided Algorithm & Hyperparameter Recommendation** | Not enough data | Not enough data | 9.1 (16 reviews) | 
| **Code Extensibility** | Not enough data | Not enough data | 8.9 (16 reviews) | 
| **Automated Feature Engineering** | Not enough data | Not enough data | 8.8 (16 reviews) | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Studio** | N/A | N/A |
| **Snowflake** | N/A | N/A |
| **SAS Viya** | 8.8/10 | 88 |

#### Statistical Tool

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

#### Data Analysis

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

#### Decision Making

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

#### Generative AI

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Feature Not Available | 
| **AI Text Summarization** | Not enough data | Not enough data | Feature Not Available | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Studio** | N/A | N/A |
| **Snowflake** | 9.0/10 | 119 |
| **SAS Viya** | N/A | N/A |

#### Database

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Real-Time Data Collection** | Not enough data | 9.0 (101 reviews) | Not enough data | 
| **Data Distribution** | Not enough data | 9.3 (103 reviews) | Not enough data | 
| **Data Lake** | Not enough data | 9.3 (98 reviews) | Not enough data | 

#### Integrations

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Hadoop Integration** | Not enough data | 8.7 (78 reviews) | Not enough data | 
| **Spark Integration** | Not enough data | 8.7 (83 reviews) | Not enough data | 

#### Platform

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Machine Scaling** | Not enough data | 9.1 (94 reviews) | Not enough data | 
| **Data Preparation** | Not enough data | 9.0 (100 reviews) | Not enough data | 
| **Spark Integration** | Not enough data | 8.7 (83 reviews) | Not enough data | 

#### Processing

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Cloud Processing** | Not enough data | 9.3 (100 reviews) | Not enough data | 
| **Workload Processing** | Not enough data | 9.1 (98 reviews) | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Studio** | N/A | N/A |
| **Snowflake** | 9.0/10 | 104 |
| **SAS Viya** | N/A | N/A |

#### Data Transformation

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Real-Time Analytics** | Not enough data | 9.2 (92 reviews) | Not enough data | 
| **Data Querying** | Not enough data | 9.4 (92 reviews) | Not enough data | 

#### Connectivity

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Hadoop Integration** | Not enough data | 8.6 (80 reviews) | Not enough data | 
| **Spark Integration** | Not enough data | 8.7 (81 reviews) | Not enough data | 
| **Multi-Source Analysis** | Not enough data | 9.1 (85 reviews) | Not enough data | 
| **Data Lake** | Not enough data | 9.1 (85 reviews) | Not enough data | 

#### Operations

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Data Visualization** | Not enough data | 8.6 (90 reviews) | Not enough data | 
| **Data Workflow** | Not enough data | 9.2 (83 reviews) | Not enough data | 
| **Governed Discovery** | Not enough data | 8.9 (77 reviews) | Not enough data | 
| **Embedded Analytics** | Not enough data | 8.8 (82 reviews) | Not enough data | 
| **Notebooks** | Not enough data | 8.7 (82 reviews) | Not enough data | 

### Data Quality

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Studio** | N/A | N/A |
| **Snowflake** | N/A | N/A |
| **SAS Viya** | 8.9/10 | 71 |

#### Functionality

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Identification** | Not enough data | Not enough data | 8.7 (66 reviews) | 
| **Correction** | Not enough data | Not enough data | 8.8 (65 reviews) | 
| **Normalization** | Not enough data | Not enough data | 9.0 (63 reviews) | 
| **Preventative Cleaning** | Not enough data | Not enough data | 8.8 (63 reviews) | 
| **Data Matching** | Not enough data | Not enough data | 8.9 (62 reviews) | 

#### Management

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Reporting** | Not enough data | Not enough data | 9.2 (65 reviews) | 
| **Automation** | Not enough data | Not enough data | 9.0 (61 reviews) | 
| **Quality Audits** | Not enough data | Not enough data | 8.9 (63 reviews) | 
| **Dashboard** | Not enough data | Not enough data | 9.0 (61 reviews) | 
| **Governance** | Not enough data | Not enough data | Feature Not Available | 

#### Generative AI

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 8.3 (59 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 8.3 (60 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Studio** | N/A | N/A |
| **Snowflake** | N/A | N/A |
| **SAS Viya** | 7.9/10 | 225 |

#### Building Reports

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | 8.5 (206 reviews) | 
| **Data Modeling** | Not enough data | Not enough data | 8.5 (200 reviews) | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | 7.8 (196 reviews) | 
| **Integration APIs** | Not enough data | Not enough data | 8.0 (199 reviews) | 

#### Platform

| Feature | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (1):** [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms)


**Unique to Snowflake (9):** [Data Clean Room Software](https://www.g2.com/categories/data-clean-room), [Columnar Databases](https://www.g2.com/categories/columnar-databases), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [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), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools)

**Unique to SAS Viya (14):** [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), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Machine Learning Software](https://www.g2.com/categories/machine-learning), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [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 | Azure Data Studio | Snowflake | SAS Viya | 
|---|---|---|---|
| **Small-Business** | 40.0% | 12.9% | 34.3% | 
| **Mid-Market** | 17.1% | 44.8% | 31.5% | 
| **Enterprise** | 42.9% | 42.3% | 34.2% | 

### By Industry

#### Azure Data Studio

- **Information Technology and Services:** 40.0%
- **Computer Software:** 25.7%
- **Consulting:** 5.7%
- **Textiles:** 2.9%
- **Retail:** 2.9%
- **Printing:** 2.9%
- **Mining & Metals:** 2.9%
- **Insurance:** 2.9%
- **Industrial Automation:** 2.9%
- **Import and Export:** 2.9%
- **Other:** 8.6%

#### Snowflake

- **Information Technology and Services:** 15.4%
- **Computer Software:** 14.0%
- **Financial Services:** 9.8%
- **Marketing and Advertising:** 4.4%
- **Hospital & Health Care:** 3.4%
- **Retail:** 3.4%
- **Insurance:** 3.2%
- **Information Services:** 2.6%
- **Logistics and Supply Chain:** 2.3%
- **Internet:** 2.2%
- **Other:** 39.3%

#### SAS Viya

- **Pharmaceuticals:** 12.3%
- **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:** 36.9%

---
## Alternatives

### Alternatives to Azure Data Studio

- [DBeaver](https://www.g2.com/products/dbeaver/reviews) — 4.4/5 stars (168 reviews)
- [Google Cloud SQL](https://www.g2.com/products/google-cloud-sql/reviews) — 4.5/5 stars (366 reviews)
- [Toad For Oracle](https://www.g2.com/products/quest-software-toad-for-oracle/reviews) — 4.4/5 stars (286 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (768 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)
- [Teradata Vantage](https://www.g2.com/products/teradata-teradata-vantage/reviews) — 4.3/5 stars (373 reviews)
- [DbVisualizer](https://www.g2.com/products/dbvisualizer/reviews) — 4.7/5 stars (269 reviews)
- [DataGrip](https://www.g2.com/products/datagrip/reviews) — 4.6/5 stars (126 reviews)
- [SQL Developer](https://www.g2.com/products/sql-developer/reviews) — 4.3/5 stars (259 reviews)
- [SolarWinds Database Observability](https://www.g2.com/products/database-observability/reviews) — 4.5/5 stars (225 reviews)

### Alternatives to Snowflake

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (768 reviews)
- [Cloudera Data Platform](https://www.g2.com/products/cloudera-cloudera-data-platform/reviews) — 4.1/5 stars (136 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1235 reviews)
- [Teradata Vantage](https://www.g2.com/products/teradata-teradata-vantage/reviews) — 4.3/5 stars (373 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (401 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [OpenText Vertica](https://www.g2.com/products/opentext-vertica/reviews) — 4.3/5 stars (216 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2275 reviews)

### Alternatives to SAS Viya

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (768 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (656 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [IBM SPSS Statistics](https://www.g2.com/products/ibm-spss-statistics/reviews) — 4.2/5 stars (927 reviews)
- [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews)
- [Microsoft Power BI](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews) — 4.5/5 stars (1622 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3650 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)

---
## Top Discussions

### Azure Data Studio

No discussions available for this product.

### Snowflake

- Title: [What's the best way to manage change data capture in Snowflake?](https://www.g2.com/discussions/what-s-the-best-way-to-manage-change-data-capture-in-snowflake) — 4 comments, 2 upvotes
  > **Top comment:** "Do. It in the upstream source system using. Somethjng like aws DMS"
- Title: [What is Snowflake used for?](https://www.g2.com/discussions/what-is-snowflake-used-for) — 2 comments, 1 upvote
  > **Top comment:** "For ETL, Data warehouse and data management. "
- Title: [Snowflake - how to connect to Snowflake using NodeJS](https://www.g2.com/discussions/snowflake-how-to-connect-to-snowflake-using-nodejs) — 2 comments, 1 upvote
  > **Top comment:** "Does this help? https://www.ameexusa.com/blogs/connecting-node-js-snowflake"
- Title: [What is the difference between Snowflake vs Redshift? Which one is Good to Learn.](https://www.g2.com/discussions/what-is-the-difference-between-snowflake-vs-redshift-which-one-is-good-to-learn) — 2 comments, 1 upvote
  > **Top comment:** "I have take up the Snowflake and it is the much interesting on than Redshift. You can for other courses from https://attariclasses.in/"
- Title: [which is best snowflake or My sql](https://www.g2.com/discussions/which-is-best-snowflake-or-my-sql) — 2 comments, 1 upvote
  > **Top comment:** "Depends on your needs.  MySQL is open source/free.   It or Postgres (another open source db) is good for pretty much any normal need.   You can install on..."

### 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..."

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