# Microsoft Purview Data Lifecycle Management, Varonis Data Security Platform vs SAS Viya Comparison

| | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Star Rating** | 4.5 out of 5 | 4.6 out of 5 | 4.3 out of 5 | 
| **Total Reviews** | 12 | 73 | 801 | 
| **Largest Market Segment** | Enterprise (50.0% of reviews) | Enterprise (63.9% of reviews) | Small-Business (34.5% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | No pricing available | 

---
## Top Pros & Cons

### Microsoft Purview Data Lifecycle Management

**Not enough data**

### Varonis Data Security Platform

Pros:
- Security (22 reviews)
- Data Protection (21 reviews)

Cons:
- Complexity (18 reviews)
- Learning Curve (10 reviews)

### SAS Viya

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

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

---
## Ratings Comparison
| Rating | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
  | **Meets Requirements** | 8.5 (12 reviews) | 9.3 (63 reviews) | 8.5 (551 reviews) | 
  | **Ease of Use** | 8.5 (12 reviews) | 8.2 (65 reviews) | 8.2 (639 reviews) | 
  | **Ease of Setup** | 8.7 (9 reviews) | 8.1 (59 reviews) | 8.0 (489 reviews) | 
  | **Ease of Admin** | 8.9 (9 reviews) | 8.3 (35 reviews) | 7.6 (157 reviews) | 
  | **Quality of Support** | 8.5 (12 reviews) | 9.4 (63 reviews) | 8.4 (521 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (9 reviews) | 9.3 (36 reviews) | 8.2 (160 reviews) | 
  | **Product Direction (% positive)** | 10.0 (12 reviews) | 9.1 (64 reviews) | 8.9 (547 reviews) | 

---
## Pricing

### Microsoft Purview Data Lifecycle Management

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### Varonis Data Security Platform

#### 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

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | N/A | N/A |
| **SAS Viya** | 8.2/10 | 332 |

#### Reports

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Reports Interface** | Not enough data | Not enough data | 8.4 (262 reviews) | 
| **Steps to Answer** | Not enough data | Not enough data | 8.1 (239 reviews) | 
| **Graphs and Charts** | Not enough data | Not enough data | 8.5 (246 reviews) | 
| **Score Cards** | Not enough data | Not enough data | 8.1 (236 reviews) | 
| **Dashboards** | Not enough data | Not enough data | 8.5 (240 reviews) | 

#### Data Preparation

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Connectors** | Not enough data | Not enough data | 8.4 (214 reviews) | 
| **Data Governance** | Not enough data | Not enough data | 8.4 (214 reviews) | 

#### Data Modeling and Blending

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Data Querying** | Not enough data | Not enough data | 8.5 (212 reviews) | 
| **Data Filtering** | Not enough data | Not enough data | 8.7 (211 reviews) | 
| **Data Blending** | Not enough data | Not enough data | 8.5 (214 reviews) | 

#### Generative AI

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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 | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 7.9 (96 reviews) | 
| **Multi-step Planning** | Not enough data | Not enough data | 7.9 (94 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 8.1 (95 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 8.1 (93 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | 8.0 (93 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 7.7 (93 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 8.1 (92 reviews) | 

#### Self Service 

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Calculated Fields** | Not enough data | Not enough data | 8.3 (234 reviews) | 
| **Data Column Filtering** | Not enough data | Not enough data | 8.4 (234 reviews) | 
| **Data Discovery** | Not enough data | Not enough data | 8.5 (236 reviews) | 
| **Search** | Not enough data | Not enough data | 8.1 (231 reviews) | 
| **Collaboration / Workflow** | Not enough data | Not enough data | 8.1 (233 reviews) | 
| **Automodeling** | Not enough data | Not enough data | 8.3 (228 reviews) | 

#### Deployment & Integration - Analytics Platforms

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **No-code Dashboard Builder** | Not enough data | Not enough data | 8.4 (97 reviews) | 
| **Report Scheduling and Automation** | Not enough data | Not enough data | 8.4 (95 reviews) | 
| **Embedded Analytics and White-labeling** | Not enough data | Not enough data | 8.2 (91 reviews) | 
| **Data Source Connectivity** | Not enough data | Not enough data | 8.4 (95 reviews) | 

#### Advanced Analytics

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Predictive Analytics** | Not enough data | Not enough data | 8.5 (240 reviews) | 
| **Data Visualization** | Not enough data | Not enough data | 8.8 (240 reviews) | 
| **Big Data Services** | Not enough data | Not enough data | 8.6 (244 reviews) | 

#### Performance & Scalability - Analytics Platforms

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Large data handling and Query Speed** | Not enough data | Not enough data | 8.5 (118 reviews) | 
| **Concurrent User Support** | Not enough data | Not enough data | 8.4 (96 reviews) | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Data Modeling and Governance** | Not enough data | Not enough data | 8.5 (99 reviews) | 
| **Notebook and Script Integration** | Not enough data | Not enough data | 8.4 (103 reviews) | 
| **Built-in Predictive and Statistical Models** | Not enough data | Not enough data | 8.6 (101 reviews) | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | Not enough data | 7.9 (93 reviews) | 
| **Natural Language Queries** | Not enough data | Not enough data | 8.0 (91 reviews) | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | Not enough data | 8.1 (90 reviews) | 
| **AI Agents for Analytical Follow-ups** | Not enough data | Not enough data | 7.9 (90 reviews) | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | Not enough data | Not enough data | 8.1 (91 reviews) | 
| **Role-based Insight Personalization** | Not enough data | Not enough data | 8.0 (90 reviews) | 
| **Conversational and Prompt-based Analytics** | Not enough data | Not enough data | 7.9 (92 reviews) | 

#### Building Reports

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | 8.6 (207 reviews) | 
| **Data Modeling** | Not enough data | Not enough data | 8.5 (201 reviews) | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | 7.8 (197 reviews) | 
| **Integration APIs** | Not enough data | Not enough data | 8.0 (200 reviews) | 

### Data Preparation

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | N/A | N/A |
| **SAS Viya** | 8.5/10 | 130 |

#### Data Source Access

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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 | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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 | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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 | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Feature Not Available | 

### Event Stream Processing

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | N/A | N/A |
| **SAS Viya** | 8.3/10 | 18 |

#### Data

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Data Processing** | Not enough data | Not enough data | 8.6 (12 reviews) | 
| **Data Sources** | Not enough data | Not enough data | 8.6 (12 reviews) | 
| **Integration** | Not enough data | Not enough data | 8.2 (13 reviews) | 
| **Real-Time Processing** | Not enough data | Not enough data | 8.5 (12 reviews) | 

#### Analytics

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Reporting & Analytics** | Not enough data | Not enough data | 7.9 (12 reviews) | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | 9.2/10 | 8 |
| **Varonis Data Security Platform** | 8.7/10 | 18 |
| **SAS Viya** | 8.6/10 | 33 |

#### Administration

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Data Modelling** | 9.4 (8 reviews) | Feature Not Available | 8.5 (26 reviews) | 
| **Recommendations** | 9.0 (8 reviews) | Feature Not Available | 8.5 (25 reviews) | 
| **Workflow Management** | 9.3 (7 reviews) | Feature Not Available | 8.3 (25 reviews) | 
| **Dashboards and Visualizations** | 9.2 (8 reviews) | 8.9 (14 reviews) | 8.8 (27 reviews) | 

#### Management

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Business Glossary** | 8.8 (8 reviews) | Feature Not Available | 8.2 (26 reviews) | 
| **Data Discovery** | 9.2 (8 reviews) | 8.9 (11 reviews) | 8.5 (26 reviews) | 
| **Data Profililng** | 8.5 (8 reviews) | 8.5 (11 reviews) | 8.7 (26 reviews) | 
| **Reporting and Visualization** | 9.8 (8 reviews) | 8.6 (13 reviews) | 9.0 (24 reviews) | 
| **Data Lineage** | 9.2 (8 reviews) | 8.7 (10 reviews) | 7.9 (26 reviews) | 

#### Compliance

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Sensitive Data Compliance** | 9.4 (8 reviews) | 9.1 (11 reviews) | 8.5 (25 reviews) | 
| **Training and Guidelines** | 9.0 (8 reviews) | 8.1 (9 reviews) | Feature Not Available | 
| **Policy Enforcement** | 9.8 (7 reviews) | 9.2 (10 reviews) | 8.4 (25 reviews) | 
| **Compliance Monitoring** | 9.2 (8 reviews) | 9.6 (12 reviews) | 8.6 (25 reviews) | 

#### Security

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Access Control** | 9.4 (8 reviews) | 9.0 (12 reviews) | 8.7 (26 reviews) | 
| **Roles Management** | 9.6 (8 reviews) | 8.5 (13 reviews) | 8.3 (23 reviews) | 
| **Compliance Management** | 9.4 (8 reviews) | 9.1 (11 reviews) | Feature Not Available | 

#### Data Quality

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Data Preparation** | 9.0 (7 reviews) | Feature Not Available | 8.6 (27 reviews) | 
| **Data Distribution** | 9.8 (8 reviews) | Feature Not Available | 8.6 (25 reviews) | 
| **Data Unification** | 9.4 (8 reviews) | Feature Not Available | 8.5 (26 reviews) | 

#### Maintainence

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Data Quality Management** | 8.8 (8 reviews) | Feature Not Available | 8.4 (24 reviews) | 
| **Policy Management** | 9.4 (8 reviews) | 8.7 (9 reviews) | Feature Not Available | 

#### Generative AI

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **AI Text Generation** | 8.6 (7 reviews) | 8.0 (9 reviews) | 7.9 (25 reviews) | 
| **AI Text Summarization** | 9.0 (8 reviews) | 8.1 (9 reviews) | 8.0 (25 reviews) | 

#### Agentic AI - Data Governance

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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) | 

### Data Loss Prevention (DLP)

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | 9.0/10 | 17 |
| **SAS Viya** | N/A | N/A |

#### Administration

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Data Management** | Not enough data | 8.9 (11 reviews) | Not enough data | 
| **Incident Logs** | Not enough data | 9.2 (12 reviews) | Not enough data | 
| **Reporting** | Not enough data | 8.6 (14 reviews) | Not enough data | 

#### Governance

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Access Control** | Not enough data | 9.2 (12 reviews) | Not enough data | 
| **Compliance** | Not enough data | 9.1 (13 reviews) | Not enough data | 
| **Data Visibility** | Not enough data | 8.9 (16 reviews) | Not enough data | 

#### Security

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Encryption** | Not enough data | 8.5 (13 reviews) | Not enough data | 
| **Endpoint Intelligence** | Not enough data | 9.1 (11 reviews) | Not enough data | 
| **Activity Monitoring** | Not enough data | 9.2 (12 reviews) | Not enough data | 
| **Breach Detection** | Not enough data | 9.2 (13 reviews) | Not enough data | 

### Statistical Analysis

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | N/A | N/A |
| **SAS Viya** | 8.9/10 | 148 |

#### Administration

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Quality Control** | Not enough data | Not enough data | 8.9 (136 reviews) | 
| **Data Sampling** | Not enough data | Not enough data | 8.9 (140 reviews) | 
| **Collaboration** | Not enough data | Not enough data | 8.8 (137 reviews) | 

#### Capabilities

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Data Visualization** | Not enough data | Not enough data | 9.3 (144 reviews) | 
| **Survival Analysis** | Not enough data | Not enough data | 8.9 (139 reviews) | 
| **Risk Data Attributes** | Not enough data | Not enough data | 8.7 (137 reviews) | 
| **Cost Analysis** | Not enough data | Not enough data | 8.6 (134 reviews) | 

#### Methodology

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **ANOVA Support** | Not enough data | Not enough data | 8.9 (138 reviews) | 
| **Regression** | Not enough data | Not enough data | 9.2 (140 reviews) | 
| **Time Series Analysis** | Not enough data | Not enough data | 9.1 (139 reviews) | 

#### Generative AI

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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-Centric Security

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | 8.8/10 | 43 |
| **SAS Viya** | N/A | N/A |

#### Data Protection

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Sensitive Data Discovery** | Not enough data | 9.3 (36 reviews) | Not enough data | 
| **Structured and Unstructured Data** | Not enough data | 8.6 (30 reviews) | Not enough data | 
| **Encryption** | Not enough data | 8.6 (28 reviews) | Not enough data | 
| **Persistent Protection** | Not enough data | 8.9 (28 reviews) | Not enough data | 
| **Data Masking** | Not enough data | 8.6 (27 reviews) | Not enough data | 
| **Data Governance and Access Management** | Not enough data | 9.1 (34 reviews) | Not enough data | 
| **Audit and Reporting** | Not enough data | 8.8 (33 reviews) | Not enough data | 

#### Compliance

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **At-Risk Analysis** | Not enough data | 8.8 (29 reviews) | Not enough data | 
| **DLP Configuration** | Not enough data | 8.6 (27 reviews) | Not enough data | 

#### Usability

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Visualization** | Not enough data | 8.7 (29 reviews) | Not enough data | 
| **AI Algorithyms** | Not enough data | 8.4 (28 reviews) | Not enough data | 
| **Cross-Platforms** | Not enough data | 8.8 (31 reviews) | Not enough data | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | N/A | N/A |
| **SAS Viya** | 8.3/10 | 15 |

#### Deployment

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Language Flexibility** | Not enough data | Not enough data | 8.1 (13 reviews) | 
| **Framework Flexibility** | Not enough data | Not enough data | 8.1 (14 reviews) | 
| **Versioning** | Not enough data | Not enough data | 8.2 (13 reviews) | 
| **Ease of Deployment** | Not enough data | Not enough data | 8.5 (14 reviews) | 
| **Scalability** | Not enough data | Not enough data | 8.3 (14 reviews) | 

#### Deployment

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Language Flexibility** | Not enough data | Not enough data | 8.2 (14 reviews) | 
| **Framework Flexibility** | Not enough data | Not enough data | 8.3 (13 reviews) | 
| **Versioning** | Not enough data | Not enough data | 8.3 (13 reviews) | 
| **Ease of Deployment** | Not enough data | Not enough data | 8.2 (14 reviews) | 
| **Scalability** | Not enough data | Not enough data | 8.7 (13 reviews) | 

#### Management

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Cataloging** | Not enough data | Not enough data | 7.6 (13 reviews) | 
| **Monitoring** | Not enough data | Not enough data | 8.5 (13 reviews) | 
| **Governing** | Not enough data | Not enough data | 8.5 (13 reviews) | 
| **Model Registry** | Not enough data | Not enough data | 8.5 (14 reviews) | 

#### Operations

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Metrics** | Not enough data | Not enough data | 8.8 (14 reviews) | 
| **Infrastructure management** | Not enough data | Not enough data | 7.9 (14 reviews) | 
| **Collaboration** | Not enough data | Not enough data | 8.8 (14 reviews) | 

#### Management

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Cataloging** | Not enough data | Not enough data | 7.9 (13 reviews) | 
| **Monitoring** | Not enough data | Not enough data | 8.2 (14 reviews) | 
| **Governing** | Not enough data | Not enough data | 8.1 (13 reviews) | 

#### Generative AI

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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 | 

### Privileged Access Management (PAM)

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | 8.9/10 | 5 |
| **SAS Viya** | N/A | N/A |

#### Administration

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Policy, User, and Role Management** | Not enough data | Not enough data | Not enough data | 
| **Approval Workflows** | Not enough data | Not enough data | Not enough data | 
| **Automated Provisioning** | Not enough data | Feature Not Available | Not enough data | 
| **Bulk Changes** | Not enough data | Not enough data | Not enough data | 
| **Centralized Management** | Not enough data | Not enough data | Not enough data | 
| **Self-Service Access Requests** | Not enough data | Feature Not Available | Not enough data | 

#### Functionality

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Multi-Factor Authentication** | Not enough data | Feature Not Available | Not enough data | 
| **Single Sign-On** | Not enough data | Feature Not Available | Not enough data | 
| **BYOD support** | Not enough data | Feature Not Available | Not enough data | 
| **Password Vault** | Not enough data | Feature Not Available | Not enough data | 
| **Centralized management** | Not enough data | Feature Not Available | Not enough data | 
| **Role-based security** | Not enough data | Not enough data | Not enough data | 
| **Live notifications** | Not enough data | Not enough data | Not enough data | 
| **Live session recording & playback** | Not enough data | Feature Not Available | Not enough data | 
| **Hide passwords** | Not enough data | Feature Not Available | Not enough data | 
| **Temporary, time-limited privilege** | Not enough data | Not enough data | Not enough data | 

#### Monitoring

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Audit Logging** | Not enough data | Not enough data | Not enough data | 
| **Activity Logging** | Not enough data | Not enough data | Not enough data | 
| **Anomaly Detection** | Not enough data | Not enough data | Not enough data | 

#### Reporting

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Audit log** | Not enough data | 9.0 (5 reviews) | Not enough data | 
| **Reporting** | Not enough data | 8.7 (5 reviews) | Not enough data | 

### Sensitive Data Discovery

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | 9.2/10 | 17 |
| **SAS Viya** | N/A | N/A |

#### Functionality

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Structure type** | Not enough data | 9.0 (14 reviews) | Not enough data | 
| **Contextual search** | Not enough data | 8.8 (16 reviews) | Not enough data | 
| **Template algorithms** | Not enough data | 8.9 (16 reviews) | Not enough data | 
| **Custom algorithms** | Not enough data | 8.6 (15 reviews) | Not enough data | 
| **False-positive management** | Not enough data | 8.9 (14 reviews) | Not enough data | 
| **Multiple file and location types** | Not enough data | 9.0 (14 reviews) | Not enough data | 
| **Real-time monitoring** | Not enough data | 9.0 (13 reviews) | Not enough data | 
| **Dashboard** | Not enough data | 9.4 (16 reviews) | Not enough data | 
| **Compliance** | Not enough data | 9.5 (13 reviews) | Not enough data | 
| **Reporting** | Not enough data | 9.5 (16 reviews) | Not enough data | 

#### Agentic AI - Sensitive Data Discovery

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | 9.7 (5 reviews) | Not enough data | 
| **Multi-step Planning** | Not enough data | 9.7 (5 reviews) | Not enough data | 
| **Cross-system Integration** | Not enough data | 9.3 (5 reviews) | Not enough data | 
| **Proactive Assistance** | Not enough data | 9.7 (5 reviews) | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | N/A | N/A |
| **SAS Viya** | 7.9/10 | 99 |

#### System

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | Not enough data | 8.4 (76 reviews) | 

#### Model Development

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Language Support** | Not enough data | Not enough data | 8.1 (91 reviews) | 
| **Drag and Drop** | Not enough data | Not enough data | 8.6 (84 reviews) | 
| **Pre-Built Algorithms** | Not enough data | Not enough data | 8.3 (84 reviews) | 
| **Model Training** | Not enough data | Not enough data | 8.7 (84 reviews) | 

#### Model Development

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Feature Engineering** | Not enough data | Not enough data | 8.3 (73 reviews) | 

#### Machine/Deep Learning Services

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Computer Vision** | Not enough data | Not enough data | 7.4 (78 reviews) | 
| **Natural Language Processing** | Not enough data | Not enough data | 7.6 (80 reviews) | 
| **Natural Language Generation** | Not enough data | Not enough data | 7.3 (78 reviews) | 
| **Artificial Neural Networks** | Not enough data | Not enough data | 8.1 (80 reviews) | 

#### Machine/Deep Learning Services

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Natural Language Understanding** | Not enough data | Not enough data | 7.7 (72 reviews) | 
| **Deep Learning** | Not enough data | Not enough data | 8.0 (74 reviews) | 

#### Deployment

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Managed Service** | Not enough data | Not enough data | 8.1 (82 reviews) | 
| **Application** | Not enough data | Not enough data | 8.0 (79 reviews) | 
| **Scalability** | Not enough data | Not enough data | 8.2 (84 reviews) | 

#### Generative AI

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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 | 
| **AI Text-to-Image** | Not enough data | Not enough data | Feature Not Available | 

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

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 7.7 (28 reviews) | 
| **Multi-step Planning** | Not enough data | Not enough data | 7.3 (28 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 7.6 (28 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 7.2 (28 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | 7.2 (28 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 7.1 (28 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 7.6 (28 reviews) | 

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

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | N/A | N/A |
| **SAS Viya** | 8.2/10 | 12 |

#### Financial Planning

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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 | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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 | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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 | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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 | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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) | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | N/A | N/A |
| **SAS Viya** | 8.9/10 | 30 |

#### Management

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Data dictionary** | Not enough data | Not enough data | 8.8 (27 reviews) | 
| **Data Replication** | Not enough data | Not enough data | 9.0 (28 reviews) | 
| **Query Language** | Not enough data | Not enough data | 9.3 (28 reviews) | 
| **Data Modeling** | Not enough data | Not enough data | 8.9 (28 reviews) | 
| **Performance Analysis** | Not enough data | Not enough data | 8.8 (27 reviews) | 

#### Maintenance

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Data Migration** | Not enough data | Not enough data | 8.7 (26 reviews) | 
| **Backup and Recovery** | Not enough data | Not enough data | 8.9 (27 reviews) | 
| **Multi-User Environment** | Not enough data | Not enough data | 9.0 (26 reviews) | 

#### Security

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | 8.9 (28 reviews) | 
| **User Access Control** | Not enough data | Not enough data | 8.6 (28 reviews) | 

### Insider Threat Management (ITM)

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | 9.1/10 | 9 |
| **SAS Viya** | N/A | N/A |

#### Functionality

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Silent Deploy** | Not enough data | 8.7 (9 reviews) | Not enough data | 
| **Detect Data Movement** | Not enough data | 9.2 (8 reviews) | Not enough data | 
| **File and Application Activity** | Not enough data | 9.4 (8 reviews) | Not enough data | 
| **Trigger Alerts** | Not enough data | 8.9 (9 reviews) | Not enough data | 
| **Searchable Evidence** | Not enough data | 9.4 (8 reviews) | Not enough data | 
| **Risk Scoring** | Not enough data | 8.8 (8 reviews) | Not enough data | 

#### Monitoring

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Screen Recording** | Not enough data | Feature Not Available | Not enough data | 
| **Keystroke Logging** | Not enough data | Feature Not Available | Not enough data | 
| **Sentiment Analysis** | Not enough data | 9.2 (8 reviews) | Not enough data | 

### Decision Management Platforms

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | N/A | N/A |
| **SAS Viya** | 7.4/10 | 25 |

#### Integration

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Data** | Not enough data | Not enough data | 8.0 (20 reviews) | 
| **Applications** | Not enough data | Not enough data | 8.2 (19 reviews) | 

#### Business Logic

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Authoring Business Logic** | Not enough data | Not enough data | 7.5 (19 reviews) | 
| **Testing Business Logic** | Not enough data | Not enough data | 7.3 (19 reviews) | 
| **Model Development** | Not enough data | Not enough data | 8.2 (19 reviews) | 

#### Management

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Catalog** | Not enough data | Not enough data | 7.7 (18 reviews) | 
| **Collaboration** | Not enough data | Not enough data | 7.5 (19 reviews) | 

#### Analytics

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Impact analysis** | Not enough data | Not enough data | 8.4 (20 reviews) | 
| **Simulation** | Not enough data | Not enough data | 7.6 (19 reviews) | 

#### Deployment

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Application Development** | Not enough data | Not enough data | 8.2 (19 reviews) | 
| **Integration** | Not enough data | Not enough data | 7.6 (17 reviews) | 

#### Generative AI

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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 | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 7.5 (6 reviews) | 
| **Multi-step Planning** | Not enough data | Not enough data | 6.7 (6 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 6.4 (6 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 6.7 (6 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | 6.1 (6 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 6.7 (6 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 7.5 (6 reviews) | 

### Text Analysis

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | N/A | N/A |
| **SAS Viya** | 7.9/10 | 21 |

#### Setup

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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 | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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 | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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 | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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 | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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 | 

### SaaS Security Posture Management (SSPM) Solutions

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | N/A | N/A |
| **SAS Viya** | N/A | N/A |

#### Monitoring

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Automatic Misconfiguration Discovery** | Not enough data | Not enough data | Not enough data | 
| **User Permission Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Compliance Risk Monitoring** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - SaaS Security Posture Management (SSPM) Solutions Features

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 

#### Security

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Sensitive Data Discovery** | Not enough data | Not enough data | Not enough data | 
| **Data Movement Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Automatic Remediation** | Not enough data | Not enough data | Not enough data | 
| **Dashboard** | Not enough data | Not enough data | Not enough data | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | N/A | N/A |
| **SAS Viya** | 8.5/10 | 44 |

#### Integration - Machine Learning

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Integration** | Not enough data | Not enough data | 8.3 (37 reviews) | 

#### Learning - Machine Learning

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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) | 

### User and Entity Behavior Analytics (UEBA)

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | 9.5/10 | 9 |
| **SAS Viya** | N/A | N/A |

#### Agentic AI - User and Entity Behavior Analytics (UEBA)

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

#### Analysis

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Continuous Analysis** | Not enough data | 9.3 (7 reviews) | Not enough data | 
| **Behavioral Analysis** | Not enough data | 9.6 (8 reviews) | Not enough data | 
| **Data Context** | Not enough data | 9.5 (7 reviews) | Not enough data | 
| **Activity Logging** | Not enough data | 9.3 (9 reviews) | Not enough data | 

#### Detection

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Anomaly Detection** | Not enough data | 10.0 (8 reviews) | Not enough data | 
| **Incident Alerts** | Not enough data | 9.6 (9 reviews) | Not enough data | 
| **Activity Monitoring** | Not enough data | 9.4 (8 reviews) | Not enough data | 

### Accounting & Finance

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | N/A | N/A |
| **SAS Viya** | N/A | N/A |

#### Agentic AI - Accounting & Finance

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 

### Data Security Posture Management (DSPM)

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | N/A | N/A |
| **SAS Viya** | N/A | N/A |

#### Discovery & Classification - Data Security Posture Management (DSPM)

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Continuous real‑time monitoring** | Not enough data | Not enough data | Not enough data | 
| **Discover & classify sensitive data** | Not enough data | Not enough data | Not enough data | 
| **Custom classification support** | Not enough data | Not enough data | Not enough data | 

#### Risk Prioritization - Data Security Posture Management (DSPM)

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Detect excessive entitlements & toxic combinations** | Not enough data | Not enough data | Not enough data | 
| **Compliance posture assessment** | Not enough data | Not enough data | Not enough data | 
| **Risk‑based exposure scoring** | Not enough data | Not enough data | Not enough data | 

#### Remediation & Governance - Data Security Posture Management (DSPM)

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Guided remediation actions** | Not enough data | Not enough data | Not enough data | 
| **Integration with enforcement tools** | Not enough data | Not enough data | Not enough data | 
| **Track remediation progress & trends** | Not enough data | Not enough data | Not enough data | 

### Low-Code Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | N/A | N/A |
| **SAS Viya** | 8.8/10 | 16 |

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

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Automatic Data Profiling & Quality Assessment** | Not enough data | Not enough data | 8.7 (15 reviews) | 
| **Multi‑Source Connector Support** | Not enough data | Not enough data | 8.7 (15 reviews) | 
| **Schema Drift / Change Detection** | Not enough data | Not enough data | 9.0 (15 reviews) | 

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

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Guided Algorithm & Hyperparameter Recommendation** | Not enough data | Not enough data | 9.0 (15 reviews) | 
| **Code Extensibility** | Not enough data | Not enough data | 8.8 (15 reviews) | 
| **Automated Feature Engineering** | Not enough data | Not enough data | 8.7 (15 reviews) | 

### AI Security Posture Management (AI-SPM) Tools

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | N/A | N/A |
| **SAS Viya** | N/A | N/A |

#### Functionality - AI Security Posture Management (AI-SPM) Tools

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Security Ecosystem Integration** | Not enough data | Not enough data | Not enough data | 
| **AI Asset Discovery** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Policy Updates** | Not enough data | Not enough data | Not enough data | 
| **Access and Permissions Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Policy Enforcement** | Not enough data | Not enough data | Not enough data | 

#### Risk Assessment - AI Security Posture Management (AI-SPM) Tools

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **AI Risk Assessment** | Not enough data | Not enough data | Not enough data | 
| **AI Asset Posture Scoring** | Not enough data | Not enough data | Not enough data | 

#### Governance & Compliance - AI Security Posture Management (AI-SPM) Tools

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **AI‑Generated Content Controls** | Not enough data | Not enough data | Not enough data | 
| **Audit Trails** | Not enough data | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | N/A | N/A |
| **SAS Viya** | 8.8/10 | 88 |

#### Statistical Tool

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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 | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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 | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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 | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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 | 

### Cloud Security

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | N/A | N/A |
| **SAS Viya** | N/A | N/A |

#### Cloud Visibility

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Data Discovery** | Not enough data | Not enough data | Not enough data | 
| **Cloud Registry** | Not enough data | Not enough data | Not enough data | 
| **Cloud Gap Analytics** | Not enough data | Not enough data | Not enough data | 

#### Security

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Data Security** | Not enough data | Not enough data | Not enough data | 
| **Data loss Prevention** | Not enough data | Not enough data | Not enough data | 
| **Security Auditing** | Not enough data | Not enough data | Not enough data | 

#### Identity

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **SSO** | Not enough data | Not enough data | Not enough data | 
| **Governance** | Not enough data | Not enough data | Not enough data | 
| **User Analytics** | Not enough data | Not enough data | Not enough data | 

### Data Security

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | N/A | N/A |
| **SAS Viya** | N/A | N/A |

#### Compliance

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Access Management** | Not enough data | Not enough data | Not enough data | 
| **At-Risk Analysis** | Not enough data | Not enough data | Not enough data | 
| **DLP Configuration** | Not enough data | Not enough data | Not enough data | 
| **Sensitive Data Compliance** | Not enough data | Not enough data | Not enough data | 

#### Administration

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Database Management** | Not enough data | Not enough data | Not enough data | 
| **Deduplication ** | Not enough data | Not enough data | Not enough data | 
| **Backup** | Not enough data | Not enough data | Not enough data | 
| **API / integrations** | Not enough data | Not enough data | Not enough data | 

#### Security 

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Multi-Factor Authentication** | Not enough data | Not enough data | Not enough data | 
| **Data Transport** | Not enough data | Not enough data | Not enough data | 
| **Data Types** | Not enough data | Not enough data | Not enough data | 
| **Security Tools** | Not enough data | Not enough data | Not enough data | 

### Data Quality

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | N/A | N/A |
| **SAS Viya** | 8.9/10 | 71 |

#### Functionality

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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 | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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 | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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 |
|---|---|---|
| **Microsoft Purview Data Lifecycle Management** | N/A | N/A |
| **Varonis Data Security Platform** | N/A | N/A |
| **SAS Viya** | 7.8/10 | 227 |

#### Building Reports

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | 8.6 (207 reviews) | 
| **Data Modeling** | Not enough data | Not enough data | 8.5 (201 reviews) | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | 7.8 (197 reviews) | 
| **Integration APIs** | Not enough data | Not enough data | 8.0 (200 reviews) | 

#### Platform

| Feature | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | 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):** [Data Governance Tools](https://www.g2.com/categories/data-governance-tools)


**Unique to Varonis Data Security Platform (9):** [ Data Security Posture Management (DSPM)](https://www.g2.com/categories/data-security-posture-management-dspm), [AI Security Posture Management (AI-SPM) Tools Software](https://www.g2.com/categories/ai-security-posture-management-ai-spm-tools), [Sensitive Data Discovery Software](https://www.g2.com/categories/sensitive-data-discovery), [User and Entity Behavior Analytics (UEBA) Software](https://www.g2.com/categories/user-and-entity-behavior-analytics-ueba), [Data-Centric Security Software](https://www.g2.com/categories/data-centric-security), [Insider Threat Management (ITM) Software](https://www.g2.com/categories/insider-threat-management-itm), [Data Loss Prevention (DLP) Software](https://www.g2.com/categories/data-loss-prevention-dlp), [SaaS Security Posture Management (SSPM) Solutions](https://www.g2.com/categories/saas-security-posture-management-sspm-solutions), [Privileged Access Management (PAM) Software](https://www.g2.com/categories/privileged-access-management-pam)

**Unique to SAS Viya (14):** [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Statistical Analysis Software](https://www.g2.com/categories/statistical-analysis), [Event Stream Processing Software](https://www.g2.com/categories/event-stream-processing), [Data Preparation Software](https://www.g2.com/categories/data-preparation), [Text Analysis Software](https://www.g2.com/categories/text-analysis), [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), [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 | Microsoft Purview Data Lifecycle Management | Varonis Data Security Platform | SAS Viya | 
|---|---|---|---|
| **Small-Business** | 8.3% | 8.3% | 34.5% | 
| **Mid-Market** | 41.7% | 27.8% | 31.4% | 
| **Enterprise** | 50.0% | 63.9% | 34.1% | 

### By Industry

#### Microsoft Purview Data Lifecycle Management

- **Information Technology and Services:** 16.7%
- **Financial Services:** 16.7%
- **Medical Practice:** 8.3%
- **Market Research:** 8.3%
- **Investment Banking:** 8.3%
- **Insurance:** 8.3%
- **Computer Software:** 8.3%
- **Computer & Network Security:** 8.3%
- **Airlines/Aviation:** 8.3%
- **Accounting:** 8.3%

#### Varonis Data Security Platform

- **Financial Services:** 13.2%
- **Retail:** 10.3%
- **Manufacturing:** 8.8%
- **Accounting:** 5.9%
- **Banking:** 5.9%
- **Food & Beverages:** 5.9%
- **Insurance:** 4.4%
- **Hospital & Health Care:** 4.4%
- **Legal Services:** 2.9%
- **Human Resources:** 2.9%
- **Other:** 35.3%

#### 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:** 37.1%

---
## Alternatives

### Alternatives to Microsoft Purview Data Lifecycle Management

- [Egnyte](https://www.g2.com/products/egnyte/reviews) — 4.4/5 stars (1161 reviews)
- [Alation](https://www.g2.com/products/alation/reviews) — 4.4/5 stars (91 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (803 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (754 reviews)
- [Twilio Segment](https://www.g2.com/products/twilio-segment/reviews) — 4.5/5 stars (566 reviews)
- [Tealium Customer Data Hub](https://www.g2.com/products/tealium-customer-data-hub/reviews) — 4.3/5 stars (475 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 reviews)
- [Atlan](https://www.g2.com/products/atlan/reviews) — 4.5/5 stars (131 reviews)
- [OWOX](https://www.g2.com/products/owox/reviews) — 4.9/5 stars (296 reviews)

### Alternatives to Varonis Data Security Platform

- [Egnyte](https://www.g2.com/products/egnyte/reviews) — 4.4/5 stars (1161 reviews)
- [BigID](https://www.g2.com/products/bigid/reviews) — 4.3/5 stars (16 reviews)
- [BetterCloud](https://www.g2.com/products/bettercloud/reviews) — 4.4/5 stars (483 reviews)
- [CrowdStrike Falcon Endpoint Protection Platform](https://www.g2.com/products/crowdstrike-falcon-endpoint-protection-platform/reviews) — 4.6/5 stars (427 reviews)
- [Microsoft Entra ID](https://www.g2.com/products/microsoft-entra-id/reviews) — 4.5/5 stars (911 reviews)
- [Wiz](https://www.g2.com/products/wiz-wiz/reviews) — 4.7/5 stars (795 reviews)
- [Virtru Email Encryption](https://www.g2.com/products/virtru-email-encryption/reviews) — 4.4/5 stars (412 reviews)
- [Veeam Data Platform](https://www.g2.com/products/veeam-data-platform/reviews) — 4.6/5 stars (721 reviews)
- [Twilio Segment](https://www.g2.com/products/twilio-segment/reviews) — 4.5/5 stars (566 reviews)
- [JumpCloud](https://www.g2.com/products/jumpcloud/reviews) — 4.5/5 stars (3978 reviews)

### Alternatives to SAS Viya

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (803 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 (621 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 (1636 reviews)

---
## Top Discussions

### Microsoft Purview Data Lifecycle Management

No discussions available for this product.

### Varonis Data Security Platform

No discussions available for this product.

### 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/microsoft-purview-data-lifecycle-management-vs-varonis-data-security-platform-vs-sas-sas-viya)