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# Microsoft Fabric vs SAS Viya Comparison - What are their main differences?

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Microsoft FabricSAS Viya[+ Add Product](#)

Reviews

**Microsoft Fabric** [

4.6/5(47)

](https://www.g2.com/products/microsoft-fabric/reviews#reviews)

**SAS Viya** [

4.3/5(821)

](https://www.g2.com/products/sas-sas-viya/reviews#reviews)

Pricing

**Microsoft Fabric**
No pricing available

**SAS Viya**
Free Trial

No pricing available

**Pricing Insights**
from reviews

Time to Implement

**Microsoft Fabric**
Not enough reviews yet

**SAS Viya**
7 months

Based on 5 responses

Return on Investment

**Microsoft Fabric**
Not enough reviews yet

**SAS Viya**
18 months

Based on 5 responses

Perceived Cost

**Microsoft Fabric**
Not enough reviews yet

**SAS Viya**
$$$$$

Average Discount

**Microsoft Fabric**
Not enough reviews yet

**SAS Viya**
15%

Pros & Cons

**Microsoft Fabric**
[
Ease of Use (15)
](https://www.g2.com/products/microsoft-fabric/reviews?filters%5Bsentiment_snippet%5D=1247586&qs=pros-and-cons#reviews)[
Customer Support (8)
](https://www.g2.com/products/microsoft-fabric/reviews?filters%5Bsentiment_snippet%5D=2457491&qs=pros-and-cons#reviews)[
Feature Limitations (3)
](https://www.g2.com/products/microsoft-fabric/reviews?filters%5Bsentiment_snippet%5D=2457520&qs=pros-and-cons#reviews)[
Learning Curve (3)
](https://www.g2.com/products/microsoft-fabric/reviews?filters%5Bsentiment_snippet%5D=1247348&qs=pros-and-cons#reviews)

**SAS Viya**
[
Ease of Use (233)
](https://www.g2.com/products/sas-sas-viya/reviews?filters%5Bsentiment_snippet%5D=1466553&qs=pros-and-cons#reviews)[
Features (175)
](https://www.g2.com/products/sas-sas-viya/reviews?filters%5Bsentiment_snippet%5D=1460329&qs=pros-and-cons#reviews)[
Learning Difficulty (105)
](https://www.g2.com/products/sas-sas-viya/reviews?filters%5Bsentiment_snippet%5D=1464801&qs=pros-and-cons#reviews)[
Complexity (103)
](https://www.g2.com/products/sas-sas-viya/reviews?filters%5Bsentiment_snippet%5D=1456517&qs=pros-and-cons#reviews)

Integrations

**Microsoft Fabric**
[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_f176b4154a751d10150daa67a57b7dc5/azure-data-factory.jpg "Product Avatar Image")

Azure Data Factory

](https://www.g2.com/products/azure-data-factory/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_13aba37ae908d9cf29a2452925257ccc/azure-databricks.jpeg "Product Avatar Image")

Azure Databricks

](https://www.g2.com/products/azure-databricks/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_f176b4154a751d10150daa67a57b7dc5/azure-logic-apps.jpg "Product Avatar Image")

Azure Logic Apps

](https://www.g2.com/products/azure-logic-apps/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_f176b4154a751d10150daa67a57b7dc5/azure-portal.jpg "Product Avatar Image")

Azure Portal

](https://www.g2.com/products/azure-portal/reviews)[
View all
](https://www.g2.com/products/microsoft-fabric/integrations)

**SAS Viya**
[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_dc218a7b4e898f9384267cbd98b09aa8/apache-airflow.jpg "Product Avatar Image")

Apache Airflow

](https://www.g2.com/products/apache-airflow/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_809aa88d3571ee805a47d8fb156ba412/apache-kafka.jpg "Product Avatar Image")

Apache Kafka

](https://www.g2.com/products/apache-kafka/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_c3e4922bb6835a32854c1dead2cda2bb/base-sas.jpg "Product Avatar Image")

Base SAS

](https://www.g2.com/products/base-sas/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_a6c205d533dba77b318af96d91beb2ac/databricks.jpeg "Product Avatar Image")

Databricks

](https://www.g2.com/products/databricks/reviews)[
View all
](https://www.g2.com/products/sas-sas-viya/integrations)

Screenshots

**Microsoft Fabric**
 ![Microsoft Fabric screenshot](https://images.g2crowd.com/cdn-cgi/image/width=600,height=600,fit=scale-down,format=auto,onerror=redirect,/https://images.g2crowd.com/uploads/attachment/file/1353165/Govern-data-across-your-organization_1_.jpeg)

**SAS Viya**
No screenshot available

Ratings

Meets Requirements

**Microsoft Fabric**

9.3

9.339

**SAS Viya**

8.5

8.5563

Ease of Use

**Microsoft Fabric**

9.0

9.040

**SAS Viya**

8.2

8.2652

Ease of Setup

**Microsoft Fabric**

9.0

9.023

**SAS Viya**

8.1

8.1502

Ease of Admin

**Microsoft Fabric**

8.7

8.79

**SAS Viya**

7.6

7.6158

Quality of Support

**Microsoft Fabric**

9.1

9.139

**SAS Viya**

8.4

8.4533

Has the product been a good partner in doing business?

**Microsoft Fabric**

9.4

9.49

**SAS Viya**

8.2

8.2161

Product Direction (% positive)

**Microsoft Fabric**

9.7

9.738

**SAS Viya**

8.9

8.9558

Features

MLOps Platforms[Hide 22 FeaturesShow 22 Features](javascript:void(0);)

9.0

29

8.3

16

Deployment

Language Flexibility

9.2(won by 1.0)

23

 (There is a greater than 0.5 difference between this product's rating and its competitors)

8.2

14

Framework Flexibility

9.1(won by 1.0)

23

 (There is a greater than 0.5 difference between this product's rating and its competitors)

8.1

15

Versioning

8.9(won by 0.7)

21

 (There is a greater than 0.5 difference between this product's rating and its competitors)

8.2

14

Ease of Deployment

8.8(won by 0.2)

23

8.6

15

Scalability

9.3(won by 1.1)

23

 (There is a greater than 0.5 difference between this product's rating and its competitors)

8.2

15

Deployment

Language Flexibility

8.8(won by 0.6)

21

 (There is a greater than 0.5 difference between this product's rating and its competitors)

8.2

15

Framework Flexibility

9.3(won by 0.8)

20

 (There is a greater than 0.5 difference between this product's rating and its competitors)

8.5

14

Versioning

9.0(won by 0.7)

22

 (There is a greater than 0.5 difference between this product's rating and its competitors)

8.3

14

Ease of Deployment

9.3(won by 1.1)

20

 (There is a greater than 0.5 difference between this product's rating and its competitors)

8.2

15

Scalability

9.4(won by 0.6)

19

 (There is a greater than 0.5 difference between this product's rating and its competitors)

8.8

14

Management

Cataloging

8.8(won by 1.1)

20

 (There is a greater than 0.5 difference between this product's rating and its competitors)

7.7

14

Monitoring

9.0(won by 0.5)

21

 (There is a greater than 0.5 difference between this product's rating and its competitors)

8.5

14

Governing

9.1(won by 0.5)

21

 (There is a greater than 0.5 difference between this product's rating and its competitors)

8.6

14

Model Registry

9.2(won by 0.8)

19

 (There is a greater than 0.5 difference between this product's rating and its competitors)

8.4

15

Operations

Metrics

8.9(won by 0.2)

20

8.7

15

Infrastructure management

9.0(won by 1.0)

21

 (There is a greater than 0.5 difference between this product's rating and its competitors)

8.0

15

Collaboration

9.2(won by 0.4)

22

8.8

15

Management

Cataloging

8.7(won by 0.6)

19

 (There is a greater than 0.5 difference between this product's rating and its competitors)

8.1

14

Monitoring

8.9(won by 0.7)

18

 (There is a greater than 0.5 difference between this product's rating and its competitors)

8.2

15

Governing

8.9(won by 0.8)

18

 (There is a greater than 0.5 difference between this product's rating and its competitors)

8.1

14

Generative AI

AI Text Generation

7.9(won by default)

17

Feature Not Available

AI Text Summarization

8.4(won by default)

18

Feature Not Available

Analytics Platforms[Hide 136 FeaturesShow 136 Features](javascript:void(0);)

Not enough data

8.3

343

Reports

Reports Interface

Not enough data

8.5(won by default)

269

Steps to Answer

Not enough data

8.1(won by default)

245

Graphs and Charts

Not enough data

8.5(won by default)

250

Score Cards

Not enough data

8.1(won by default)

240

Dashboards

Not enough data

8.5(won by default)

246

Customizable Reports

Not enough data

Not enough data

Marketing Reports

Not enough data

Not enough data

Sales Reports

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Interactive Reports

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Customizable Dashboard

Not enough data

Not enough data

Data Preparation

Connectors

Not enough data

8.4(won by default)

220

Data Governance

Not enough data

8.4(won by default)

220

Data Modeling and Blending

Data Querying

Not enough data

8.5(won by default)

216

Data Filtering

Not enough data

8.7(won by default)

216

Data Blending

Not enough data

8.5(won by default)

220

Data Capture and Transfer

Not enough data

Not enough data

Generative AI

AI Text Generation

Not enough data

Feature Not Available

AI Text Summarization

Not enough data

Feature Not Available

Generative AI

Not enough data

Not enough data

Agentic AI - Analytics Platforms

Autonomous Task Execution

Not enough data

7.9(won by default)

101

Multi-step Planning

Not enough data

7.9(won by default)

99

Cross-system Integration

Not enough data

8.2(won by default)

100

Adaptive Learning

Not enough data

8.1(won by default)

98

Natural Language Interaction

Not enough data

7.9(won by default)

99

Proactive Assistance

Not enough data

7.8(won by default)

98

Decision Making

Not enough data

8.1(won by default)

98

Third-Party Integrations

Not enough data

Not enough data

Self Service 

Calculated Fields

Not enough data

8.3(won by default)

238

Data Column Filtering

Not enough data

8.4(won by default)

238

Data Discovery

Not enough data

8.5(won by default)

241

Search

Not enough data

8.1(won by default)

235

Collaboration / Workflow

Not enough data

8.2(won by default)

240

Automodeling

Not enough data

8.3(won by default)

233

Natural Language Search

Not enough data

Not enough data

Visual Discovery

Not enough data

Not enough data

Data Blending

Not enough data

Not enough data

Data Blending

Not enough data

Not enough data

Deployment & Integration - Analytics Platforms

No-code Dashboard Builder

Not enough data

8.4(won by default)

102

Report Scheduling and Automation

Not enough data

8.4(won by default)

101

Embedded Analytics and White-labeling

Not enough data

8.2(won by default)

96

Data Source Connectivity

Not enough data

8.4(won by default)

102

Multiple Data Sources

Not enough data

Not enough data

Query Builder

Not enough data

Not enough data

Advanced Analytics

Predictive Analytics

Not enough data

8.5(won by default)

245

Data Visualization

Not enough data

8.8(won by default)

246

Big Data Services

Not enough data

8.6(won by default)

252

Real-Time Analytics

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Real-Time Analytics

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Performance & Scalability - Analytics Platforms

Large data handling and Query Speed

Not enough data

8.6(won by default)

127

Concurrent User Support

Not enough data

8.3(won by default)

101

Database Support

Not enough data

Not enough data

Advanced Analytics & Modeling - Analytics Platforms

Data Modeling and Governance

Not enough data

8.5(won by default)

106

Notebook and Script Integration

Not enough data

8.5(won by default)

109

Built-in Predictive and Statistical Models

Not enough data

8.6(won by default)

105

Agentic AI Capabilities - Analytics Platforms

Auto-generated Insights and Narratives

Not enough data

7.9(won by default)

98

Natural Language Queries

Not enough data

8.0(won by default)

96

Proactive KPI Monitoring and Alerts

Not enough data

8.1(won by default)

95

AI Agents for Analytical Follow-ups

Not enough data

7.9(won by default)

95

Personalized Intelligence - Analytics Platforms

Behavioral Learning for Contextual Query Refinement

Not enough data

8.1(won by default)

96

Role-based Insight Personalization

Not enough data

8.0(won by default)

95

Conversational and Prompt-based Analytics

Not enough data

7.9(won by default)

97

Ad hoc Query

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Building Reports

Data Transformation

Not enough data

8.5(won by default)

204

Data Modeling

Not enough data

8.5(won by default)

198

WYSIWYG Report Design

Not enough data

7.8(won by default)

195

Integration APIs

Not enough data

8.0(won by default)

198

Real-Time Data

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Additional Functionality

Drag & Drop

Not enough data

Not enough data

Secure Data Storage

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Customizable Branding

Not enough data

Not enough data

Dashboard Creation

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Real-Time Reporting

Not enough data

Not enough data

Metadata Management

Not enough data

Not enough data

Forecasting

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

Ad hoc Analysis

Not enough data

Not enough data

Ad hoc Reporting

Not enough data

Not enough data

Data Migration

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Self Service Data Preparation

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Data Mapping

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Sentiment Analysis

Not enough data

Not enough data

User Management

Not enough data

Not enough data

Sales Trend Analysis

Not enough data

Not enough data

Charting

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Alerts/Notifications

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Widgets

Not enough data

Not enough data

Storytelling

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Financing Management

Not enough data

Not enough data

Self-service Analytics

Not enough data

Not enough data

KPI Monitoring

Not enough data

Not enough data

Dashboard

Not enough data

Not enough data

API

Not enough data

Not enough data

Data Integration

Not enough data

Not enough data

Scorecards

Not enough data

Not enough data

Data Management

Not enough data

Not enough data

Task Management

Not enough data

Not enough data

Progress Tracking

Not enough data

Not enough data

Data Connectors

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Profitability Analysis

Not enough data

Not enough data

Project Tracking

Not enough data

Not enough data

Strategic Planning

Not enough data

Not enough data

Goal Setting/Tracking

Not enough data

Not enough data

Publishing/Sharing

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

Real-Time Monitoring

Not enough data

Not enough data

Templates

Not enough data

Not enough data

Mobile Access

Not enough data

Not enough data

Customizable Templates

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Financial Reporting

Not enough data

Not enough data

Audit Management

Not enough data

Not enough data

OLAP

Not enough data

Not enough data

Single Sign On

Not enough data

Not enough data

Data Synchronization

Not enough data

Not enough data

Data Preparation[Hide 25 FeaturesShow 25 Features](javascript:void(0);)

Not enough data

8.5

131

Data Source Access

Breadth of Data Sources

Not enough data

8.5(won by default)

118

Ease of Data Connectivity

Not enough data

8.4(won by default)

120

API Connectivity

Not enough data

8.2(won by default)

115

Data Interaction

Profiling and Classification

Not enough data

8.5(won by default)

116

Metadata Management

Not enough data

8.2(won by default)

115

Data Modeling

Not enough data

8.4(won by default)

115

Data Joining

Not enough data

8.8(won by default)

114

Data Blending

Not enough data

8.8(won by default)

115

Data Quality and Cleansing

Not enough data

8.8(won by default)

116

Data Sharing

Not enough data

8.4(won by default)

113

Data Governance

Not enough data

8.6(won by default)

114

Data Exporting

Breadth of Integrations

Not enough data

8.4(won by default)

115

Ease of Integrations

Not enough data

8.3(won by default)

116

Data Workflows

Not enough data

8.5(won by default)

112

Generative AI

AI Text Generation

Not enough data

Feature Not Available

Generative AI

Not enough data

Not enough data

Additional Functionality

Data Analysis Tools

Not enough data

Not enough data

AI/Machine Learning

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Data Mapping

Not enough data

Not enough data

ETL

Not enough data

Not enough data

Big Data Analytics

Not enough data

Not enough data

Data Quality Control

Not enough data

Not enough data

Event Stream Processing[Hide 5 FeaturesShow 5 Features](javascript:void(0);)

Not enough data

8.3

17

Data

Data Processing

Not enough data

8.6(won by default)

12

Data Sources

Not enough data

8.6(won by default)

12

Integration

Not enough data

8.2(won by default)

13

Real-Time Processing

Not enough data

8.5(won by default)

12

Analytics

Reporting & Analytics

Not enough data

7.9(won by default)

12

Data Governance[Hide 70 FeaturesShow 70 Features](javascript:void(0);)

Not enough data

8.6

36

Administration

Data Modelling

Not enough data

8.5(won by default)

29

Recommendations

Not enough data

8.6(won by default)

28

Workflow Management

Not enough data

8.3(won by default)

28

Dashboards and Visualizations

Not enough data

8.9(won by default)

30

Configurable Workflow

Not enough data

Not enough data

Rules-Based Workflow

Not enough data

Not enough data

Management

Business Glossary

Not enough data

8.2(won by default)

29

Data Discovery

Not enough data

8.5(won by default)

29

Data Profililng

Not enough data

8.7(won by default)

29

Reporting and Visualization

Not enough data

9.0(won by default)

27

Data Lineage

Not enough data

8.0(won by default)

29

Data Visualization

Not enough data

Not enough data

Compliance

Sensitive Data Compliance

Not enough data

8.4(won by default)

28

Policy Enforcement

Not enough data

8.5(won by default)

28

Compliance Monitoring

Not enough data

8.6(won by default)

28

Training and Guidelines

Not enough data

Feature Not Available

Real-Time Monitoring

Not enough data

Not enough data

Security

Access Control

Not enough data

8.7(won by default)

29

Roles Management

Not enough data

8.4(won by default)

26

Compliance Management

Not enough data

Feature Not Available

Deletion Management

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

User Management

Not enough data

Not enough data

Process Management

Not enough data

Not enough data

Audit Management

Not enough data

Not enough data

Metadata Management

Not enough data

Not enough data

Data Quality

Data Preparation

Not enough data

8.7(won by default)

30

Data Distribution

Not enough data

8.7(won by default)

28

Data Unification

Not enough data

8.4(won by default)

29

Maintainence

Data Quality Management

Not enough data

8.5(won by default)

27

Policy Management

Not enough data

Feature Not Available

Data Storage Management

Not enough data

Not enough data

Generative AI

AI Text Generation

Not enough data

8.2(won by default)

28

AI Text Summarization

Not enough data

8.1(won by default)

28

Generative AI

Not enough data

Not enough data

Agentic AI - Data Governance

Autonomous Task Execution

Not enough data

9.2(won by default)

10

Multi-step Planning

Not enough data

9.3(won by default)

10

Cross-system Integration

Not enough data

9.3(won by default)

10

Adaptive Learning

Not enough data

9.3(won by default)

10

Natural Language Interaction

Not enough data

9.2(won by default)

10

Decision Making

Not enough data

9.2(won by default)

10

Third-Party Integrations

Not enough data

Not enough data

Active Directory Integration

Not enough data

Not enough data

Additional Functionality

AI Copilot

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Data Migration

Not enough data

Not enough data

Archiving & Retention

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

Audit Trail

Not enough data

Not enough data

Data Synchronization

Not enough data

Not enough data

Single Sign On

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Data Profiling

Not enough data

Not enough data

Authentication

Not enough data

Not enough data

Role-Based Permissions

Not enough data

Not enough data

Tagging

Not enough data

Not enough data

Secure Data Storage

Not enough data

Not enough data

Data Security

Not enough data

Not enough data

HIPAA Compliant

Not enough data

Not enough data

SSL Security

Not enough data

Not enough data

Risk Assessment

Not enough data

Not enough data

Data Mapping

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Self Service Portal

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

Document Storage

Not enough data

Not enough data

API

Not enough data

Not enough data

Activity Tracking

Not enough data

Not enough data

Automatic Backup

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Statistical Analysis[Hide 54 FeaturesShow 54 Features](javascript:void(0);)

Not enough data

8.9

150

Administration

Quality Control

Not enough data

8.9(won by default)

138

Data Sampling

Not enough data

8.9(won by default)

141

Collaboration

Not enough data

8.8(won by default)

139

Multiple Data Sources

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

Statistical Process Control

Not enough data

Not enough data

Capabilities

Data Visualization

Not enough data

9.3(won by default)

147

Survival Analysis

Not enough data

8.9(won by default)

141

Risk Data Attributes

Not enough data

8.7(won by default)

138

Cost Analysis

Not enough data

8.6(won by default)

135

Multivariate Analysis

Not enough data

Not enough data

What-if Analysis

Not enough data

Not enough data

Statistical Analysis

Not enough data

Not enough data

Bayesian Analysis

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

Regression Analysis

Not enough data

Not enough data

Methodology

ANOVA Support

Not enough data

8.9(won by default)

141

Regression

Not enough data

9.2(won by default)

143

Time Series Analysis

Not enough data

9.1(won by default)

141

Generative AI

AI Text Generation

Not enough data

Feature Not Available

AI Text Summarization

Not enough data

Feature Not Available

Generative AI

Not enough data

Not enough data

Additional Functionality

Compliance Tracking

Not enough data

Not enough data

Real-Time Reporting

Not enough data

Not enough data

Statistical Simulation

Not enough data

Not enough data

Forecasting

Not enough data

Not enough data

Neural Network Modeling

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Data Connectors

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Self Service Data Preparation

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Data Transformation

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

API

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Association Discovery

Not enough data

Not enough data

Ad hoc Reporting

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Customization

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Data Clustering

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

SSL Security

Not enough data

Not enough data

File Storage

Not enough data

Not enough data

Decision Tree

Not enough data

Not enough data

Multiple Scoring Models

Not enough data

Not enough data

Data Science and Machine Learning Platforms[Hide 75 FeaturesShow 75 Features](javascript:void(0);)

Not enough data

8.0

103

System

Data Ingestion & Wrangling

Not enough data

8.4(won by default)

81

Real-Time Data

Not enough data

Not enough data

Model Development

Language Support

Not enough data

8.1(won by default)

96

Drag and Drop

Not enough data

8.6(won by default)

89

Pre-Built Algorithms

Not enough data

8.3(won by default)

89

Model Training

Not enough data

8.7(won by default)

89

Database Support

Not enough data

Not enough data

Multi-Language

Not enough data

Not enough data

Model Development

Feature Engineering

Not enough data

8.4(won by default)

78

Machine/Deep Learning Services

Computer Vision

Not enough data

7.5(won by default)

83

Natural Language Processing

Not enough data

7.7(won by default)

85

Natural Language Generation

Not enough data

7.3(won by default)

83

Artificial Neural Networks

Not enough data

8.1(won by default)

85

Machine/Deep Learning Services

Natural Language Understanding

Not enough data

7.8(won by default)

77

Deep Learning

Not enough data

8.0(won by default)

79

Deployment

Managed Service

Not enough data

8.2(won by default)

87

Application

Not enough data

8.0(won by default)

84

Scalability

Not enough data

8.2(won by default)

89

Additional Functionality

Customizable Reports

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Semantic Search

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

Ad hoc Reporting

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Data Mapping

Not enough data

Not enough data

Data Synchronization

Not enough data

Not enough data

Statistical Analysis

Not enough data

Not enough data

Categorization/Grouping

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

Data Profiling

Not enough data

Not enough data

Linked Data Management

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

API

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

Sentiment Analysis

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Data Connectors

Not enough data

Not enough data

Ad hoc Analysis

Not enough data

Not enough data

Text Mining

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Predictive Modeling

Not enough data

Not enough data

Real-Time Analytics

Not enough data

Not enough data

Configurable Workflow

Not enough data

Not enough data

Tagging

Not enough data

Not enough data

Endpoint Management

Not enough data

Not enough data

No-Code

Not enough data

Not enough data

Data Preparation

Not enough data

Not enough data

Auditing

Not enough data

Not enough data

Big Data Analytics

Not enough data

Not enough data

ML Algorithm Library

Not enough data

Not enough data

Data Management

Not enough data

Not enough data

Activity Tracking

Not enough data

Not enough data

Data Security

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Generative AI

AI Text Generation

Not enough data

Feature Not Available

AI Text Summarization

Not enough data

Feature Not Available

AI Text-to-Image

Not enough data

Feature Not Available

Generative AI

Not enough data

Not enough data

Agentic AI - Data Science and Machine Learning Platforms

Autonomous Task Execution

Not enough data

7.9(won by default)

33

Multi-step Planning

Not enough data

7.5(won by default)

33

Cross-system Integration

Not enough data

7.8(won by default)

33

Adaptive Learning

Not enough data

7.3(won by default)

33

Natural Language Interaction

Not enough data

7.5(won by default)

33

Proactive Assistance

Not enough data

7.5(won by default)

33

Decision Making

Not enough data

7.7(won by default)

33

Third-Party Integrations

Not enough data

Not enough data

FP&A (Financial Planning & Analysis)[Hide 73 FeaturesShow 73 Features](javascript:void(0);)

Not enough data

8.2

12

Financial Planning

Extended Planning

Not enough data

7.8(won by default)

10

Reporting

Not enough data

8.2(won by default)

10

Integration

Not enough data

8.5(won by default)

10

Self-Service Reporting

Not enough data

Not enough data

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

Proactive Assistance

Not enough data

Not enough data

Decision Making

Not enough data

Not enough data

Financial Insight

Budgeting

Not enough data

8.0(won by default)

10

Forecasting

Not enough data

8.8(won by default)

10

Planning

Not enough data

7.9(won by default)

11

Budgeting/Forecasting

Not enough data

Not enough data

Data

Data Visualization

Not enough data

8.6(won by default)

11

Data Analysis

Not enough data

8.5(won by default)

10

Custom Reporting

Not enough data

8.2(won by default)

10

Reporting Templates

Not enough data

8.5(won by default)

10

Real-Time Data

Not enough data

Not enough data

Status Communication

Collaboration

Not enough data

7.8(won by default)

10

Version Control

Not enough data

8.3(won by default)

11

Real-Time Data Updates

Not enough data

8.2(won by default)

11

Scorecards

Not enough data

8.5(won by default)

11

Approval Process Control

Not enough data

Not enough data

Additional Functionality

Predictive Analytics

Not enough data

Not enough data

Multi-Language

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Currency Management

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

User Management

Not enough data

Not enough data

Project Management

Not enough data

Not enough data

Risk Management

Not enough data

Not enough data

Real-Time Analytics

Not enough data

Not enough data

Audit Trail

Not enough data

Not enough data

Tax Management

Not enough data

Not enough data

Investment Management

Not enough data

Not enough data

Transaction History

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Fixed Asset Management

Not enough data

Not enough data

Mobile Access

Not enough data

Not enough data

Transaction Monitoring

Not enough data

Not enough data

API

Not enough data

Not enough data

Project Time Tracking

Not enough data

Not enough data

Projections

Not enough data

Not enough data

Consolidation/Roll-Up

Not enough data

Not enough data

General Ledger

Not enough data

Not enough data

Purchasing & Receiving

Not enough data

Not enough data

Real-Time Monitoring

Not enough data

Not enough data

Configurable Workflow

Not enough data

Not enough data

Dashboard Creation

Not enough data

Not enough data

Accounting

Not enough data

Not enough data

Electronic Payments

Not enough data

Not enough data

Revenue Recognition

Not enough data

Not enough data

Invoice Management

Not enough data

Not enough data

Compliance Management

Not enough data

Not enough data

"What If" Scenarios

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Multi-Currency

Not enough data

Not enough data

Planning Tools

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Cash Management

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Bank Reconciliation

Not enough data

Not enough data

Invoice Processing

Not enough data

Not enough data

Multi-Company

Not enough data

Not enough data

For Investors & Traders

Not enough data

Not enough data

Expense Tracking

Not enough data

Not enough data

Purchase Order Management

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Alerts/Notifications

Not enough data

Not enough data

Billing & Invoicing

Not enough data

Not enough data

Receipt Management

Not enough data

Not enough data

Profit/Loss Statement

Not enough data

Not enough data

Income & Balance Sheet

Not enough data

Not enough data

Cash Flow Management

Not enough data

Not enough data

Database Management Systems (DBMS)[Hide 48 FeaturesShow 48 Features](javascript:void(0);)

Not enough data

8.9

31

Management

Data dictionary

Not enough data

8.8(won by default)

28

Data Replication

Not enough data

9.0(won by default)

29

Query Language

Not enough data

9.4(won by default)

29

Data Modeling

Not enough data

8.9(won by default)

29

Performance Analysis

Not enough data

8.9(won by default)

28

Data Synchronization

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

Maintenance

Data Migration

Not enough data

8.6(won by default)

27

Backup and Recovery

Not enough data

8.9(won by default)

28

Multi-User Environment

Not enough data

9.0(won by default)

27

Automatic Backup

Not enough data

Not enough data

Database Conversion

Not enough data

Not enough data

Security

Data Encryption

Not enough data

8.9(won by default)

29

User Access Control

Not enough data

8.6(won by default)

29

Mobile Access

Not enough data

Not enough data

Additional Functionality

Workflow Management

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Relational Database Management

Not enough data

Not enough data

SSL Security

Not enough data

Not enough data

API

Not enough data

Not enough data

Data Connectors

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Customizable Templates

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Full Text Search

Not enough data

Not enough data

Data Virtualization

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Customizable Fields

Not enough data

Not enough data

Authentication

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Secure Data Storage

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Data Mapping

Not enough data

Not enough data

Multiple Programming Languages Supported

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

User Management

Not enough data

Not enough data

NOSQL Database Management

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Calendar Management

Not enough data

Not enough data

Real-Time Monitoring

Not enough data

Not enough data

Document Storage

Not enough data

Not enough data

Audit Management

Not enough data

Not enough data

Charting

Not enough data

Not enough data

Decision Management Platforms[Hide 20 FeaturesShow 20 Features](javascript:void(0);)

Not enough data

7.6

25

Integration

Data

Not enough data

8.0(won by default)

21

Applications

Not enough data

8.3(won by default)

20

Business Logic

Authoring Business Logic

Not enough data

7.6(won by default)

20

Testing Business Logic

Not enough data

7.4(won by default)

20

Model Development

Not enough data

8.2(won by default)

20

Management

Catalog

Not enough data

7.8(won by default)

19

Collaboration

Not enough data

7.6(won by default)

20

Analytics

Impact analysis

Not enough data

8.4(won by default)

21

Simulation

Not enough data

7.8(won by default)

20

Deployment

Application Development

Not enough data

8.1(won by default)

20

Integration

Not enough data

7.8(won by default)

18

Generative AI

AI Text Generation

Not enough data

Feature Not Available

AI Text Summarization

Not enough data

Feature Not Available

Agentic AI - Decision Management Platforms

Autonomous Task Execution

Not enough data

7.9(won by default)

7

Multi-step Planning

Not enough data

6.7(won by default)

7

Cross-system Integration

Not enough data

6.9(won by default)

7

Adaptive Learning

Not enough data

6.9(won by default)

7

Natural Language Interaction

Not enough data

6.7(won by default)

7

Proactive Assistance

Not enough data

6.7(won by default)

7

Decision Making

Not enough data

7.9(won by default)

7

Text Analysis[Hide 58 FeaturesShow 58 Features](javascript:void(0);)

Not enough data

7.9

22

Setup

Integration

Not enough data

7.8(won by default)

20

Maintenance

Not enough data

7.5(won by default)

20

No-Code

Not enough data

8.1(won by default)

20

Third-Party Integrations

Not enough data

Not enough data

Data

Security

Not enough data

8.3(won by default)

21

Data Visualization

Not enough data

8.7(won by default)

20

Real-Time Data

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Analysis

Automation

Not enough data

8.4(won by default)

20

Named entity recognition

Not enough data

8.0(won by default)

20

Keyphrase Extraction

Not enough data

7.9(won by default)

19

Topic Analysis

Not enough data

8.0(won by default)

20

Sentiment Analysis

Not enough data

7.9(won by default)

19

Language Identification

Not enough data

7.5(won by default)

19

Syntax/Part of Speech Parsing

Not enough data

7.7(won by default)

19

Multi-Language

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

Text Analysis

Not enough data

Not enough data

Qualitative Comparative Analysis

Not enough data

Not enough data

Statistical Analysis

Not enough data

Not enough data

User Research Analysis

Not enough data

Not enough data

Ad hoc Analysis

Not enough data

Not enough data

Quantitative Analysis

Not enough data

Not enough data

Customization

Pre-Built Parameterization

Not enough data

7.7(won by default)

19

Custom Extension

Not enough data

7.4(won by default)

20

Compositionality

Not enough data

8.2(won by default)

20

Generative AI

AI Text Generation

Not enough data

Feature Not Available

AI Text Summarization

Not enough data

Feature Not Available

Generative AI

Not enough data

Not enough data

Additional Functionality

Monitoring

Not enough data

Not enough data

Activity Tracking

Not enough data

Not enough data

Data Collection

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

Computer Assisted Coding

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Real-Time Analytics

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Mixed Methods Research

Not enough data

Not enough data

Website Analytics

Not enough data

Not enough data

Multimedia Support

Not enough data

Not enough data

Media Analytics

Not enough data

Not enough data

Categorization/Grouping

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

Feedback Management

Not enough data

Not enough data

Tagging

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Single Sign On

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Annotations

Not enough data

Not enough data

Customizable Branding

Not enough data

Not enough data

Data Coding

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

API

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Machine Learning[Hide 30 FeaturesShow 30 Features](javascript:void(0);)

Not enough data

8.5

47

Integration - Machine Learning

Integration

Not enough data

8.3(won by default)

41

Third-Party Integrations

Not enough data

Not enough data

Learning - Machine Learning

Training Data

Not enough data

8.6(won by default)

43

Actionable Insights

Not enough data

8.4(won by default)

44

Algorithm

Not enough data

8.7(won by default)

42

Additional Functionality

Predictive Modeling

Not enough data

Not enough data

Configurable Workflow

Not enough data

Not enough data

Tagging

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

API

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Endpoint Management

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

No-Code

Not enough data

Not enough data

Data Preparation

Not enough data

Not enough data

Auditing

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Big Data Analytics

Not enough data

Not enough data

ML Algorithm Library

Not enough data

Not enough data

Data Management

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

Activity Tracking

Not enough data

Not enough data

Data Connectors

Not enough data

Not enough data

Data Security

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Low-Code Machine Learning Platforms[Hide 6 FeaturesShow 6 Features](javascript:void(0);)

Not enough data

8.7

14

Data Ingestion & Preparation - Low-Code Machine Learning Platforms

Automatic Data Profiling & Quality Assessment

Not enough data

8.6(won by default)

14

Multi‑Source Connector Support

Not enough data

8.6(won by default)

14

Schema Drift / Change Detection

Not enough data

8.9(won by default)

14

Model Construction & Automation - Low-Code Machine Learning Platforms

Guided Algorithm & Hyperparameter Recommendation

Not enough data

8.9(won by default)

14

Code Extensibility

Not enough data

8.7(won by default)

14

Automated Feature Engineering

Not enough data

8.6(won by default)

14

Predictive Analytics[Hide 42 FeaturesShow 42 Features](javascript:void(0);)

Not enough data

8.8

90

Statistical Tool

Scripting

Not enough data

8.5(won by default)

77

Data Mining

Not enough data

8.7(won by default)

76

Algorithms

Not enough data

8.6(won by default)

76

Data Analysis

Analysis

Not enough data

8.9(won by default)

76

Data Interaction

Not enough data

8.8(won by default)

76

Time Series Analysis

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

Decision Making

Modeling

Not enough data

8.7(won by default)

81

Data Visualizations

Not enough data

9.1(won by default)

81

Report Generation

Not enough data

8.9(won by default)

80

Data Unification

Not enough data

8.7(won by default)

78

Customizable Reports

Not enough data

Not enough data

Generative AI

AI Text Generation

Not enough data

Feature Not Available

AI Text Summarization

Not enough data

Feature Not Available

Generative AI

Not enough data

Not enough data

Additional Functionality

Demand Forecasting

Not enough data

Not enough data

AI/Machine Learning

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

For Healthcare

Not enough data

Not enough data

Forecasting

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Decision Support

Not enough data

Not enough data

Modeling & Simulation

Not enough data

Not enough data

Alerts/Notifications

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

For Retail

Not enough data

Not enough data

For Education

Not enough data

Not enough data

Data Discovery

Not enough data

Not enough data

Graphical Workflow Editor

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Business Rules Management

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Natural Language Processing

Not enough data

Not enough data

Data Transformation

Not enough data

Not enough data

Data Clustering

Not enough data

Not enough data

API

Not enough data

Not enough data

Data Blending

Not enough data

Not enough data

Data Classification

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Workflow Automation

Not enough data

Not enough data

Data Quality[Hide 49 FeaturesShow 49 Features](javascript:void(0);)

Not enough data

8.8

71

Functionality

Identification

Not enough data

8.7(won by default)

66

Correction

Not enough data

8.8(won by default)

65

Normalization

Not enough data

9.0(won by default)

63

Preventative Cleaning

Not enough data

8.8(won by default)

62

Data Matching

Not enough data

8.9(won by default)

61

Real-Time Data

Not enough data

Not enough data

Management

Reporting

Not enough data

9.2(won by default)

65

Automation

Not enough data

9.0(won by default)

60

Quality Audits

Not enough data

8.9(won by default)

62

Dashboard

Not enough data

9.0(won by default)

60

Governance

Not enough data

Feature Not Available

Generative AI

AI Text Generation

Not enough data

8.3(won by default)

58

AI Text Summarization

Not enough data

8.2(won by default)

59

Generative AI

Not enough data

Not enough data

Additional Functionality

Metadata Management

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Data Synchronization

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Customizable Rules

Not enough data

Not enough data

Master Data Management

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Data Transformation

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

Self Service Portal

Not enough data

Not enough data

Customer Database

Not enough data

Not enough data

Data Verification

Not enough data

Not enough data

Data Migration

Not enough data

Not enough data

Multi-Language

Not enough data

Not enough data

Single Sign On

Not enough data

Not enough data

Duplicate Detection

Not enough data

Not enough data

Email Address Extraction

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Data Profiling

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Data Mapping

Not enough data

Not enough data

Address Validation

Not enough data

Not enough data

Match & Merge

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Version Control

Not enough data

Not enough data

API

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Compliance Management

Not enough data

Not enough data

Data Discovery

Not enough data

Not enough data

Big Data[Hide 17 FeaturesShow 17 Features](javascript:void(0);)

Not enough data

7.8

225

Building Reports

Data Transformation

Not enough data

8.5(won by default)

204

Data Modeling

Not enough data

8.5(won by default)

198

WYSIWYG Report Design

Not enough data

7.8(won by default)

195

Integration APIs

Not enough data

8.0(won by default)

198

Real-Time Data

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Platform

Mobile User Support

Not enough data

Not enough data

Customization 

Not enough data

Not enough data

User, Role, and Access Management

Not enough data

Not enough data

Internationalization

Not enough data

Not enough data

Sandbox / Test Environments

Not enough data

Not enough data

Performance and Reliability

Not enough data

Not enough data

Breadth of Partner Applications

Not enough data

Not enough data

Mobile Access

Not enough data

Not enough data

Metadata Management

Not enough data

Not enough data

Show 2 feature categories with incomplete data

Artificial Intelligence[Hide 37 FeaturesShow 37 Features](javascript:void(0);)

Not enough data

Not enough data

Additional Functionality

Tagging

Not enough data

Not enough data

Natural Language Processing

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Multi-Language

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Speech Recognition

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

Virtual Personal Assistant (VPA)

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Customer Segmentation

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

For eCommerce

Not enough data

Not enough data

Role-Based Permissions

Not enough data

Not enough data

Customizable Branding

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Document Management

Not enough data

Not enough data

API

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

Machine Learning

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Alerts/Escalation

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Mobile App

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

For Sales Teams/Organizations

Not enough data

Not enough data

Sentiment Analysis

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Chatbot

Not enough data

Not enough data

Workflow Automation

Not enough data

Not enough data

Accounting & Finance[Hide 1 FeatureShow 1 Feature](javascript:void(0);)

Not enough data

Not enough data

Agentic AI - Accounting & Finance

Autonomous Task Execution

Not enough data

Not enough data

User Insights

Reviewers' Company Size

[![Microsoft Fabric](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_10e5841519b4608dd7454b21976fbe8e/microsoft-fabric.png "Microsoft Fabric")](https://www.g2.com/products/microsoft-fabric/reviews)

Microsoft Fabric

Small-Business(50 or fewer emp.)

22.7%

Mid-Market(51-1000 emp.)

36.4%

Enterprise(\> 1000 emp.)

40.9%

[![SAS Viya](https://images.g2crowd.com/uploads/product/hd_favicon/bd7a361df879327ee92c1d048aada28e/sas-sas-viya.svg "SAS Viya")](https://www.g2.com/products/sas-sas-viya/reviews)

SAS Viya

Small-Business(50 or fewer emp.)

34.7%

Mid-Market(51-1000 emp.)

31.5%

Enterprise(\> 1000 emp.)

33.8%

Small-Business

(50 or fewer emp.)

22.7%

34.7%

Mid-Market

(51-1000 emp.)

36.4%

31.5%

Enterprise

(\> 1000 emp.)

40.9%

33.8%

Reviewers' Industry

[![Microsoft Fabric](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_10e5841519b4608dd7454b21976fbe8e/microsoft-fabric.png "Microsoft Fabric")](https://www.g2.com/products/microsoft-fabric/reviews)
Microsoft Fabric

Information Technology and Services

22.7%

Insurance

13.6%

Manufacturing

9.1%

Education Management

6.8%

Commercial Real Estate

4.5%

Other

43.2%

[![SAS Viya](https://images.g2crowd.com/uploads/product/hd_favicon/bd7a361df879327ee92c1d048aada28e/sas-sas-viya.svg "SAS Viya")](https://www.g2.com/products/sas-sas-viya/reviews)
SAS Viya

Pharmaceuticals

12.2%

Banking

8.9%

Computer Software

7.8%

Higher Education

7.8%

Financial Services

6.0%

Other

57.4%

FAQs

## Microsoft Fabric vs SAS Viya FAQs

Generated using AI

Last updated: August 16, 2026

### What is the difference between SAS Viya vs Microsoft Fabric?

Microsoft Fabric stands out from SAS Viya with higher reviewer ratings, stronger support, and a larger presence in the enterprise segment, while SAS Viya is more established with a much larger review base.

| [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) | [Microsoft Fabric](https://www.g2.com/products/microsoft-fabric/reviews) |
| --- | --- |
| 4.3/5 (818 reviews) | 4.7/5 (45 reviews) |
| Enterprise | Enterprise |
| 8.1 | 8.9 |
| 8.4 | 9.1 |
| Ease of Use (234 all-time mentions) | Ease of Use (15 all-time mentions) |

### How do the pricing models of SAS Viya and Microsoft Fabric compare?

Microsoft Fabric is rated higher for value, with a stronger Price/Cost satisfaction score than SAS Viya.

- **SAS Viya:** Reviewers frequently cite high licensing costs and note that the platform can be expensive, especially for smaller organizations.
- **Microsoft Fabric:** Reviewers highlight the flexibility of its consumption-based pricing model, though some mention that costs can be unpredictable as workloads scale.
- **Switching reasons:** Recent reviews mention that Microsoft Fabric's unified platform and integration with existing Microsoft tools can reduce infrastructure and maintenance costs compared to managing multiple separate services.

### What are the best alternatives to SAS Viya and Microsoft Fabric?

The top three alternatives to SAS Viya and Microsoft Fabric are Dataiku, Databricks, and Alteryx.

| Product | G2 Rating (reviews) | Largest Segment | Pricing Insight | Top Reviewer-Cited Strength |
| --- | --- | --- | --- | --- |
| [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) | 4.3/5 (818 reviews) | Enterprise | High licensing cost frequently cited | Ease of Use (234 all-time mentions) |
| [Microsoft Fabric](https://www.g2.com/products/microsoft-fabric/reviews) | 4.7/5 (45 reviews) | Enterprise | Flexible consumption-based pricing, but can be unpredictable | Ease of Use (15 all-time mentions) |
| [Dataiku](https://www.g2.com/products/dataiku/reviews) | 4.4/5 (224 reviews) | Enterprise | — | Collaboration and end-to-end analytics |
| [Databricks](https://www.g2.com/products/databricks/reviews) | 4.6/5 (1366 reviews) | Enterprise | — | Scalability and advanced analytics |
| [Alteryx](https://www.g2.com/products/alteryx/reviews) | 4.6/5 (894 reviews) | Enterprise | — | Automation and data preparation |

### Which Analytics Platforms features should I prioritize when comparing SAS Viya and Microsoft Fabric?

Buyers comparing SAS Viya and Microsoft Fabric should prioritize Ease of Use, Integrations, Analytics Capabilities, Data Handling, and Support Quality.

- **Ease of Use:** SAS Viya (8.2), Microsoft Fabric (9.1); 234 all-time mentions for SAS Viya, 15 for Microsoft Fabric.
- **Integrations:** SAS Viya (108 all-time mentions), Microsoft Fabric (4 all-time mentions); SAS Viya integrates with Python, SAS Studio, and Microsoft Excel, while Microsoft Fabric integrates with Azure Portal and Power BI.
- **Analytics Capabilities:** SAS Viya (196 all-time mentions for Analytics), Microsoft Fabric (6 all-time mentions for Features).
- **Data Handling:** SAS Viya (166 all-time mentions for Data Analysis), Microsoft Fabric (4 all-time mentions for Data Handling).
- **Support Quality:** SAS Viya (8.4), Microsoft Fabric (9.1).

### What are the pros and cons of SAS Viya vs Microsoft Fabric?

SAS Viya's headline strength is its robust analytics and integration capabilities, while Microsoft Fabric excels in ease of use and unified data management.

- **SAS Viya strengths:** Ease of Use (234 all-time mentions), Features (218), Analytics (196), Integrations (108), Scalability (102).
- **SAS Viya trade-offs:** Learning Difficulty (151 all-time mentions), Complexity (143), Expensive (108), Not User-Friendly (103).
- **Microsoft Fabric strengths:** Ease of Use (15 all-time mentions), Customer Support (8), Intuitive (7), Easy Setup (6), Data Integration (5), Solution Efficiency (5).
- **Microsoft Fabric trade-offs:** Feature Limitations (3 all-time mentions), learning curve for new users, and unpredictable pricing as workloads scale.

### Is SAS Viya or Microsoft Fabric better for small businesses?

Microsoft Fabric is the better fit for small businesses, with higher Ease of Use and Setup scores and positive small-business reviewer sentiment.

- **SAS Viya:** Largest segment is Enterprise; reviewers note high licensing costs and a steeper learning curve, making it less accessible for small businesses.
- **Microsoft Fabric:** Largest segment is Enterprise, but recent reviews from small-business users highlight its intuitive interface, easy setup, and strong integration with Microsoft tools.

### Which Analytics Platforms platform has better integrations?

SAS Viya is favored for integrations, with more reviewer-cited integrations and higher all-time mention counts than Microsoft Fabric.

- **SAS Viya:** Integrates with Python (93 all-time mentions), SAS Studio (31), and Microsoft Excel (2); 108 all-time mentions for integrations overall.
- **Microsoft Fabric:** Integrates with Azure Portal and Microsoft Power BI, each with recent reviewer mentions and 4 all-time mentions for integrations overall.

### How do SAS Viya and Microsoft Fabric compare on customer support?

Microsoft Fabric outperforms SAS Viya on Quality of Support by a material margin, with a 0.7-point higher score (9.1 vs 8.4).

- **SAS Viya:** Reviewers describe support as knowledgeable and helpful, but some mention a need for more guided onboarding and improved documentation.
- **Microsoft Fabric:** Reviewers consistently praise responsive and friendly customer support, with several citing prompt assistance and strong onboarding experiences.

### Which is easier to implement, SAS Viya or Microsoft Fabric?

Microsoft Fabric is easier to implement than SAS Viya, with a 0.8-point higher Ease of Setup score (8.9 vs 8.1).

- **SAS Viya:** Reviewers note that setup can be straightforward with pre-configured environments, but some cite complexity and resource requirements, especially for larger deployments.
- **Microsoft Fabric:** Reviewers highlight easy setup, intuitive onboarding, and rapid implementation, especially for teams already using Microsoft tools.

### Which product has better Data?

Microsoft Fabric is rated higher for Data, with stronger reviewer sentiment and higher all-time mention counts for data handling and quality.

- **SAS Viya:** Data Analysis (166 all-time mentions), Data Visualization (116), strong in data integration and handling large datasets.
- **Microsoft Fabric:** Data Handling (4 all-time mentions), Data Quality (4), reviewers highlight accurate reporting, large dataset support, and integration with Power BI for data insights.

Alternatives

**Microsoft Fabric Alternatives**

 ![Dataiku](https://images.g2crowd.com/uploads/product/hd_favicon/3fe6cc82516a2babaa3dfd8f9dfcc4b3/dataiku.svg "Dataiku")

[
Dataiku
](/products/dataiku/reviews)

 ![Databricks](https://images.g2crowd.com/uploads/product/hd_favicon/135d1c9e39e19ef56dc8d0bf90fce20f/databricks.svg "Databricks")

[
Databricks
](/products/databricks/reviews)

 ![SAP HANA Cloud](https://images.g2crowd.com/uploads/product/hd_favicon/b5f8f986beca96ab0027c693ee762fb9/sap-hana-cloud-2025-10-01.svg "SAP HANA Cloud")

[
SAP HANA Cloud
](/products/sap-hana-cloud-2025-10-01/reviews)

 ![Gemini Enterprise Agent Platform](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_aeae116c52945fdecd7ed16d621cb315/gemini-enterprise-agent-platform.png "Gemini Enterprise Agent Platform")

[
Gemini Enterprise Agent Platform
](/products/gemini-enterprise-agent-platform/reviews)

**SAS Viya Alternatives**

 ![Databricks](https://images.g2crowd.com/uploads/product/hd_favicon/135d1c9e39e19ef56dc8d0bf90fce20f/databricks.svg "Databricks")

[
Databricks
](/products/databricks/reviews)

 ![Snowflake](https://images.g2crowd.com/uploads/product/hd_favicon/1544409170/snowflake.svg "Snowflake")

[
Snowflake
](/products/snowflake/reviews)

 ![Alteryx](https://images.g2crowd.com/uploads/product/hd_favicon/5200f776b24b5976b8f7d151d1d2e8fd/alteryx.svg "Alteryx")

[
Alteryx
](/products/alteryx/reviews)

 ![Gemini Enterprise Agent Platform](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_aeae116c52945fdecd7ed16d621cb315/gemini-enterprise-agent-platform.png "Gemini Enterprise Agent Platform")

[
Gemini Enterprise Agent Platform
](/products/gemini-enterprise-agent-platform/reviews)