# Alteryx vs Starburst Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Alteryx excels in user experience, with many praising its intuitive interface that allows users to automate complex workflows and blend data from multiple sources without extensive coding knowledge. This ease of use is a significant advantage for teams looking to streamline their data preparation processes.
- **Users say** that Starburst stands out for its query performance and governance features, particularly when compared to other solutions like AWS Athena. Reviewers appreciate the insights provided about query execution plans, which help in understanding how queries will execute, making it a strong choice for organizations focused on data security and compliance.
- **According to verified reviews** , Alteryx has a strong community and support system that enhances the user experience. Many users highlight the helpfulness of the support team and the resources available, which contribute to a smoother implementation process and ongoing usage.
- **Reviewers mention** that while Starburst offers excellent support and informative assistance, it has fewer recent reviews compared to Alteryx, which may indicate a smaller user base or less frequent updates. This could impact the overall perception of its reliability and community engagement.
- **G2 reviewers highlight** that Alteryx's focus on innovation and continuous improvement is a key factor in its higher satisfaction ratings. Users appreciate the platform's ability to save time in data preparation, which is crucial for teams needing to deliver insights quickly.
- **Users note** that while Starburst has strong features for data querying and security management, it faces challenges in areas like data visualization and workflow management compared to Alteryx. This could be a consideration for teams that prioritize these functionalities in their daily operations.



| | Alteryx | Starburst | 
|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 891 | 103 | 
| **Largest Market Segment** | Enterprise (63.5% of reviews) | Enterprise (45.0% of reviews) | 
| **Entry Level Price** | $3,000.00 1 User Per Year | No pricing available | 

---
## Top Pros & Cons

### Alteryx

Pros:
- Ease of Use (333 reviews)
- Automation (148 reviews)

Cons:
- Expensive (88 reviews)
- Learning Curve (80 reviews)

### Starburst

Pros:
- Fast Querying (20 reviews)
- Query Efficiency (18 reviews)

Cons:
- Query Issues (12 reviews)
- Complexity (11 reviews)

---
## Ratings Comparison
| Rating | Alteryx | Starburst | 
|---|---|---|
  | **Meets Requirements** | 8.8 (404 reviews) | 8.8 (89 reviews) | 
  | **Ease of Use** | 8.7 (675 reviews) | 9.0 (91 reviews) | 
  | **Ease of Setup** | 8.5 (464 reviews) | 8.4 (82 reviews) | 
  | **Ease of Admin** | 8.3 (99 reviews) | 8.5 (50 reviews) | 
  | **Quality of Support** | 8.5 (376 reviews) | 9.0 (89 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.8 (102 reviews) | 9.0 (48 reviews) | 
  | **Product Direction (% positive)** | 9.1 (371 reviews) | 9.9 (89 reviews) | 

---
## Pricing

### Alteryx

#### Entry-Level Pricing

Plan: Starter Edition

Price: $3,000.00 1 User Per Year

Description: For Small Teams That Need to Perform Basic Business Analytics

Prepare and analyze data with code-free software on flat files.

Key Features:
- Essential drag-and-drop data preparation (Blend, Transform, Join, Aggregate, etc.)
- Create code-free data analytics workflows
- Share data analytics workflows

[Browse all 3 editions](https://www.g2.com/products/alteryx/pricing)

#### Free Trial

Yes

### Starburst

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 7.9/10 | 420 |
| **Starburst** | N/A | N/A |

#### Reports

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Reports Interface** | 8.0 (245 reviews) ✓ Verified | Not enough data | 
| **Steps to Answer** | 8.5 (183 reviews) | Not enough data | 
| **Graphs and Charts** | 7.0 (196 reviews) ✓ Verified | Not enough data | 
| **Score Cards** | 7.9 (123 reviews) | Not enough data | 
| **Dashboards** | 7.3 (173 reviews) ✓ Verified | Not enough data | 
| **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 | 

#### Self Service 

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Calculated Fields** | 8.9 (211 reviews) ✓ Verified | Not enough data | 
| **Data Column Filtering** | 9.1 (208 reviews) ✓ Verified | Not enough data | 
| **Data Discovery** | 9.0 (202 reviews) ✓ Verified | Not enough data | 
| **Search** | 8.4 (192 reviews) ✓ Verified | Not enough data | 
| **Collaboration / Workflow** | 8.5 (213 reviews) ✓ Verified | Not enough data | 
| **Automodeling** | 8.1 (155 reviews) ✓ Verified | Not enough data | 
| **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 | 

#### Advanced Analytics

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Predictive Analytics** | 8.2 (178 reviews) ✓ Verified | Not enough data | 
| **Data Visualization** | 7.4 (192 reviews) ✓ Verified | Not enough data | 
| **Big Data Services** | 8.4 (213 reviews) ✓ Verified | Not enough data | 
| **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 | 

#### Building Reports

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Data Transformation** | 9.2 (211 reviews) ✓ Verified | Not enough data | 
| **Data Modeling** | 8.9 (151 reviews) ✓ Verified | Not enough data | 
| **WYSIWYG Report Design** | 7.6 (115 reviews) ✓ Verified | Not enough data | 
| **Integration APIs** | 7.9 (121 reviews) ✓ Verified | Not enough data | 
| **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 | 

#### Platform

| Feature | Alteryx | Starburst | 
|---|---|---|
| **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 | 

#### 

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Customizable Branding** | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **Publishing/Sharing** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Strategic Planning** | Not enough data | Not enough data | 
| **Self Service Data Preparation** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Text Analysis** | Not enough data | Not enough data | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Widgets** | Not enough data | Not enough data | 
| **Benchmarking** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Trend/Problem Indicators** | Not enough data | Not enough data | 
| **Customizable Templates** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Profitability Analysis** | Not enough data | Not enough data | 
| **OLAP** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Key Performance Indicators** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 
| **Role-Based Permissions** | Not enough data | Not enough data | 
| **Data Mining** | Not enough data | Not enough data | 
| **Forecasting** | Not enough data | Not enough data | 
| **Ad hoc Query** | Not enough data | Not enough data | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 8.4/10 | 454 |
| **Starburst** | N/A | N/A |

#### Reports

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Reports Interface** | 8.0 (245 reviews) ✓ Verified | Not enough data | 
| **Steps to Answer** | 8.5 (183 reviews) | Not enough data | 
| **Graphs and Charts** | 7.0 (196 reviews) ✓ Verified | Not enough data | 
| **Score Cards** | 7.9 (123 reviews) | Not enough data | 
| **Dashboards** | 7.3 (173 reviews) ✓ Verified | Not enough data | 
| **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 | 

#### Data Preparation

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Connectors** | 8.8 (149 reviews) ✓ Verified | Not enough data | 
| **Data Governance** | 8.6 (106 reviews) ✓ Verified | Not enough data | 

#### Data Modeling and Blending

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Data Querying** | 9.0 (121 reviews) ✓ Verified | Not enough data | 
| **Data Filtering** | 9.2 (124 reviews) ✓ Verified | Not enough data | 
| **Data Blending** | 9.3 (162 reviews) ✓ Verified | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Alteryx | Starburst | 
|---|---|---|
| **AI Text Generation** | 7.6 (40 reviews) | Not enough data | 
| **AI Text Summarization** | 8.0 (39 reviews) | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Autonomous Task Execution** | 8.7 (24 reviews) | Not enough data | 
| **Multi-step Planning** | 8.3 (15 reviews) | Not enough data | 
| **Cross-system Integration** | 8.1 (22 reviews) | Not enough data | 
| **Adaptive Learning** | 8.1 (15 reviews) | Not enough data | 
| **Natural Language Interaction** | 8.3 (14 reviews) | Not enough data | 
| **Proactive Assistance** | 8.0 (15 reviews) | Not enough data | 
| **Decision Making** | 8.0 (14 reviews) | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Self Service 

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Calculated Fields** | 8.9 (211 reviews) ✓ Verified | Not enough data | 
| **Data Column Filtering** | 9.1 (208 reviews) ✓ Verified | Not enough data | 
| **Data Discovery** | 9.0 (202 reviews) ✓ Verified | Not enough data | 
| **Search** | 8.4 (192 reviews) ✓ Verified | Not enough data | 
| **Collaboration / Workflow** | 8.5 (213 reviews) ✓ Verified | Not enough data | 
| **Automodeling** | 8.1 (155 reviews) ✓ Verified | Not enough data | 
| **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

| Feature | Alteryx | Starburst | 
|---|---|---|
| **No-code Dashboard Builder** | 9.1 (51 reviews) | Not enough data | 
| **Report Scheduling and Automation** | 9.2 (49 reviews) | Not enough data | 
| **Embedded Analytics and White-labeling** | 8.2 (12 reviews) | Not enough data | 
| **Data Source Connectivity** | 8.8 (50 reviews) | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Query Builder** | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Predictive Analytics** | 8.2 (178 reviews) ✓ Verified | Not enough data | 
| **Data Visualization** | 7.4 (192 reviews) ✓ Verified | Not enough data | 
| **Big Data Services** | 8.4 (213 reviews) ✓ Verified | Not enough data | 
| **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

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Large data handling and Query Speed** | 7.3 (82 reviews) | Not enough data | 
| **Concurrent User Support** | 8.7 (13 reviews) | Not enough data | 
| **Database Support** | Not enough data | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Data Modeling and Governance** | 8.5 (13 reviews) | Not enough data | 
| **Notebook and Script Integration** | 8.1 (22 reviews) | Not enough data | 
| **Built-in Predictive and Statistical Models** | 8.7 (19 reviews) | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Auto-generated Insights and Narratives** | 8.5 (14 reviews) | Not enough data | 
| **Natural Language Queries** | 7.7 (14 reviews) | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | 8.7 (13 reviews) | Not enough data | 
| **AI Agents for Analytical Follow-ups** | 8.0 (11 reviews) | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 8.6 (12 reviews) | Not enough data | 
| **Role-based Insight Personalization** | 8.6 (11 reviews) | Not enough data | 
| **Conversational and Prompt-based Analytics** | 8.3 (13 reviews) | Not enough data | 
| **Ad hoc Query** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 

#### Building Reports

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Data Transformation** | 9.2 (211 reviews) ✓ Verified | Not enough data | 
| **Data Modeling** | 8.9 (151 reviews) ✓ Verified | Not enough data | 
| **WYSIWYG Report Design** | 7.6 (115 reviews) ✓ Verified | Not enough data | 
| **Integration APIs** | 7.9 (121 reviews) ✓ Verified | Not enough data | 
| **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 | 

#### 

| Feature | Alteryx | Starburst | 
|---|---|---|
| **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 | 

### Artificial Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Starburst** | N/A | N/A |

#### 

| Feature | Alteryx | Starburst | 
|---|---|---|
| **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 | 

### Emerging AI Software

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Starburst** | N/A | N/A |

#### 

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Specialized or Emerging Capabilities** | Not enough data | Not enough data | 
| **Distinct AI Functionality** | Not enough data | Not enough data | 
| **Niche Application** | Not enough data | Not enough data | 

### Location Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 8.6/10 | 35 |
| **Starburst** | N/A | N/A |

#### Cartography

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Map Design** | 8.1 (26 reviews) | Not enough data | 
| **Vector Mapping ** | 7.9 (22 reviews) | Not enough data | 
| **Data Visualization** | 7.6 (26 reviews) | Not enough data | 
| **Overlaying** | 7.8 (24 reviews) | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 

#### Analysis

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Predictive Analysis** | 8.8 (24 reviews) | Not enough data | 
| **Distance Analysis ** | 9.3 (25 reviews) | Not enough data | 
| **Spatial Analysis** | 9.3 (26 reviews) | Not enough data | 
| **Data Stream** | 9.2 (25 reviews) | Not enough data | 
| **Demographic Data** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Trade Area Analysis** | Not enough data | Not enough data | 

#### Reporting

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Data Transformation** | 9.3 (26 reviews) | Not enough data | 
| **WYSIWYG Design** | 8.2 (19 reviews) | Not enough data | 
| **API Integrations** | 9.1 (23 reviews) | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### 

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Customizable Reports** | Not enough data | Not enough data | 
| **Geotargeting** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Role-Based Permissions** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Activity Tracking** | Not enough data | Not enough data | 
| **Geocoding** | Not enough data | Not enough data | 
| **Widgets** | Not enough data | Not enough data | 
| **Communication Management** | Not enough data | Not enough data | 
| **Behavioral Analytics** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Multi-Location** | Not enough data | Not enough data | 
| **Database Support** | Not enough data | Not enough data | 
| **2D/3D Designing** | Not enough data | Not enough data | 
| **Customer Segmentation** | Not enough data | Not enough data | 
| **Geofencing** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **CAD Tools** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Location Tracking** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Mobile Access** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **User Management** | Not enough data | Not enough data | 
| **Real-Time Notifications** | Not enough data | Not enough data | 
| **Heatmaps** | Not enough data | Not enough data | 
| **Route Optimization** | Not enough data | Not enough data | 

### Data Preparation

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 8.7/10 | 249 |
| **Starburst** | N/A | N/A |

#### Data Source Access

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Breadth of Data Sources** | 8.9 (167 reviews) | Not enough data | 
| **Ease of Data Connectivity** | 8.7 (181 reviews) | Not enough data | 
| **API Connectivity** | 8.2 (136 reviews) | Not enough data | 

#### Data Interaction

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Profiling and Classification** | 8.4 (138 reviews) | Not enough data | 
| **Metadata Management** | 8.4 (137 reviews) | Not enough data | 
| **Data Modeling** | 8.7 (153 reviews) | Not enough data | 
| **Data Joining** | 9.1 (173 reviews) | Not enough data | 
| **Data Blending** | 9.3 (176 reviews) | Not enough data | 
| **Data Quality and Cleansing** | 9.2 (185 reviews) | Not enough data | 
| **Data Sharing** | 8.7 (158 reviews) | Not enough data | 
| **Data Governance** | 8.5 (139 reviews) | Not enough data | 

#### Data Exporting

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Breadth of Integrations** | 8.9 (161 reviews) | Not enough data | 
| **Ease of Integrations** | 8.8 (166 reviews) | Not enough data | 
| **Data Workflows** | 9.2 (200 reviews) | Not enough data | 

#### Generative AI

| Feature | Alteryx | Starburst | 
|---|---|---|
| **AI Text Generation** | 6.9 (32 reviews) | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 

#### 

| Feature | Alteryx | Starburst | 
|---|---|---|
| **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 | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 9.6/10 | 30 |
| **Starburst** | N/A | N/A |

#### Management

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Reporting** | Not enough data | Not enough data | 
| **Auditing** | Not enough data | Not enough data | 

#### Functionality

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Extraction** | Not enough data | Not enough data | 
| **Transformation** | 9.9 (16 reviews) | Not enough data | 
| **Loading** | Not enough data | Not enough data | 
| **Automation** | 9.7 (17 reviews) | Not enough data | 
| **Scalability** | 9.2 (6 reviews) | Not enough data | 

#### 

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Data Mapping** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Charting** | Not enough data | Not enough data | 
| **Integration Management** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Ad hoc Analysis** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Match & Merge** | Not enough data | Not enough data | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 
| **Metadata Management** | Not enough data | Not enough data | 
| **Pipeline Management** | Not enough data | Not enough data | 
| **Job Scheduling** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Data Quality Control** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **Version Control** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 
| **Accounting Integration** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **eCommerce Management** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **CRM** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **SSL Security** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Performance Management** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Data Replication** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Database Support** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Data Migration** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Data Analysis Tools** | Not enough data | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 8.0/10 | 67 |
| **Starburst** | N/A | N/A |

#### System

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Data Ingestion & Wrangling** | 9.1 (52 reviews) | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 

#### Model Development

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Language Support** | 7.9 (43 reviews) | Not enough data | 
| **Drag and Drop** | 8.9 (54 reviews) | Not enough data | 
| **Pre-Built Algorithms** | 8.1 (48 reviews) | Not enough data | 
| **Model Training** | 8.2 (46 reviews) | Not enough data | 
| **Database Support** | Not enough data | Not enough data | 
| **Multi-Language** | Not enough data | Not enough data | 

#### Model Development

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Feature Engineering** | 8.4 (49 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Computer Vision** | 8.0 (37 reviews) | Not enough data | 
| **Natural Language Processing** | 8.0 (35 reviews) | Not enough data | 
| **Natural Language Generation** | 8.0 (33 reviews) | Not enough data | 
| **Artificial Neural Networks** | 7.9 (33 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Natural Language Understanding** | 7.9 (34 reviews) | Not enough data | 
| **Deep Learning** | 7.8 (31 reviews) | Not enough data | 

#### Deployment

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Managed Service** | Feature Not Available | Not enough data | 
| **Application** | 8.5 (44 reviews) | Not enough data | 
| **Scalability** | 8.5 (46 reviews) | Not enough data | 

#### 

| Feature | Alteryx | Starburst | 
|---|---|---|
| **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

| Feature | Alteryx | Starburst | 
|---|---|---|
| **AI Text Generation** | 6.8 (10 reviews) | Not enough data | 
| **AI Text Summarization** | 6.3 (9 reviews) | Not enough data | 
| **AI Text-to-Image** | 7.2 (10 reviews) | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 

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

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

### Natural Language Generation (NLG)

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Starburst** | N/A | N/A |

#### Data Ingestion

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Big Data Processing** | Not enough data | Not enough data | 
| **Unstructed Data Processing** | Not enough data | Not enough data | 
| **Processing of Various File Types** | Not enough data | Not enough data | 

#### Presentation

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Report Creation** | Not enough data | Not enough data | 
| **Charts and Graphs** | Not enough data | Not enough data | 
| **Tailored Content** | Not enough data | Not enough data | 

#### System

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Programming Language Support** | Not enough data | Not enough data | 
| **Drag and Drop** | Not enough data | Not enough data | 
| **Pre-Built Algorithms** | Not enough data | Not enough data | 
| **Customizable Models** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Alteryx | Starburst | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Starburst** | 8.1/10 | 28 |

#### Data Management

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Data Integration** | Not enough data | 8.6 (22 reviews) | 
| **Data Compression** | Not enough data | 8.2 (20 reviews) | 
| **Data Quality** | Not enough data | 7.9 (22 reviews) | 
| **Built-In Data Analytics** | Not enough data | 8.1 (17 reviews) | 
| **In-Database Machine Learning** | Not enough data | 7.1 (18 reviews) | 
| **Data Lake Analytics** | Not enough data | 8.4 (20 reviews) | 

#### Integration

| Feature | Alteryx | Starburst | 
|---|---|---|
| **AI/ ML Integration** | Not enough data | 7.7 (17 reviews) | 
| **BI Tool Integration** | Not enough data | 8.8 (22 reviews) | 
| **Data lake Integration** | Not enough data | 9.0 (23 reviews) | 

#### Deployment

| Feature | Alteryx | Starburst | 
|---|---|---|
| **On-Premise** | Not enough data | 7.7 (19 reviews) | 
| **Cloud** | Not enough data | 8.9 (21 reviews) | 

#### Performance 

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Scalability** | Not enough data | 8.9 (24 reviews) | 

#### Security

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Data Governance** | Not enough data | 7.6 (21 reviews) | 
| **Data Security** | Not enough data | 8.4 (21 reviews) | 

#### Generative AI

| Feature | Alteryx | Starburst | 
|---|---|---|
| **AI Text Generation** | Not enough data | 6.1 (9 reviews) | 
| **AI Text Summarization** | Not enough data | 5.9 (9 reviews) | 
| **Generative AI** | Not enough data | Not enough data | 

#### 

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Parallel Processing** | Not enough data | Not enough data | 
| **Ad hoc Analysis** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **In-Database Processing** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Match & Merge** | Not enough data | Not enough data | 
| **Data Transformation** | Not enough data | Not enough data | 
| **Secure Data Storage** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Data Migration** | Not enough data | Not enough data | 
| **In-Memory Processing** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Starburst** | N/A | N/A |

#### Integration - Machine Learning

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Integration** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Learning - Machine Learning

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Training Data** | Not enough data | Not enough data | 
| **Actionable Insights** | Not enough data | Not enough data | 
| **Algorithm** | Not enough data | Not enough data | 

#### 

| Feature | Alteryx | Starburst | 
|---|---|---|
| **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

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Starburst** | N/A | N/A |

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

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Automatic Data Profiling & Quality Assessment** | Not enough data | Not enough data | 
| **Multi‑Source Connector Support** | Not enough data | Not enough data | 
| **Schema Drift / Change Detection** | Not enough data | Not enough data | 

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

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Guided Algorithm & Hyperparameter Recommendation** | Not enough data | Not enough data | 
| **Code Extensibility** | Not enough data | Not enough data | 
| **Automated Feature Engineering** | Not enough data | Not enough data | 

### Agentic Analytics

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Starburst** | N/A | N/A |

#### Data Connectivity and Prep - Agentic Analytics

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Data Source Connectivity** | Not enough data | Not enough data | 
| **Automated Data Preparation** | Not enough data | Not enough data | 

#### Autonomous Insight Generation - Agentic Analytics

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Continuous Pattern Detection** | Not enough data | Not enough data | 
| **Multi‑Step Reasoning** | Not enough data | Not enough data | 
| **Predictive & Prescriptive Analytics** | Not enough data | Not enough data | 

#### Interaction and Workflow - Agentic Analytics

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Natural Language Query and Conversational Analytics** | Not enough data | Not enough data | 
| **Action Triggering & Workflow Orchestration** | Not enough data | Not enough data | 
| **Explainability & Audit Trails** | Not enough data | Not enough data | 

#### AI Agent Management - Agentic Analytics

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Agent Configuration & Goals** | Not enough data | Not enough data | 
| **Continuous Learning & Feedback** | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 8.3/10 | 87 |
| **Starburst** | N/A | N/A |

#### Statistical Tool

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Scripting** | 8.5 (60 reviews) | Not enough data | 
| **Data Mining** | 8.6 (60 reviews) | Not enough data | 
| **Algorithms** | 8.3 (60 reviews) | Not enough data | 

#### Data Analysis

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Analysis** | 9.1 (67 reviews) | Not enough data | 
| **Data Interaction** | 9.1 (65 reviews) | Not enough data | 
| **Time Series Analysis** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 

#### Decision Making

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Modeling** | 8.6 (63 reviews) | Not enough data | 
| **Data Visualizations** | 7.4 (66 reviews) | Not enough data | 
| **Report Generation** | 8.3 (69 reviews) | Not enough data | 
| **Data Unification** | 9.1 (64 reviews) | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Alteryx | Starburst | 
|---|---|---|
| **AI Text Generation** | 7.0 (14 reviews) | Not enough data | 
| **AI Text Summarization** | 7.2 (15 reviews) | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 

#### 

| Feature | Alteryx | Starburst | 
|---|---|---|
| **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 | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Starburst** | 8.3/10 | 63 |

#### Database

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Real-Time Data Collection** | Not enough data | 8.1 (53 reviews) | 
| **Data Distribution** | Not enough data | 9.0 (48 reviews) | 
| **Data Lake** | Not enough data | 8.4 (49 reviews) | 

#### Integrations

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.5 (37 reviews) | 
| **Spark Integration** | Not enough data | 8.3 (40 reviews) | 

#### Platform

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Machine Scaling** | Not enough data | 8.3 (42 reviews) | 
| **Data Preparation** | Not enough data | 8.3 (39 reviews) | 
| **Spark Integration** | Not enough data | 8.3 (40 reviews) | 

#### Processing

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Cloud Processing** | Not enough data | 8.0 (40 reviews) | 
| **Workload Processing** | Not enough data | 8.2 (43 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 8.5/10 | 107 |
| **Starburst** | 8.1/10 | 65 |

#### Data Transformation

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Real-Time Analytics** | 8.4 (67 reviews) ✓ Verified | 8.0 (45 reviews) | 
| **Data Querying** | 8.8 (76 reviews) ✓ Verified | 9.1 (56 reviews) | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 

#### Connectivity

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Hadoop Integration** | 8.4 (49 reviews) ✓ Verified | 8.6 (44 reviews) | 
| **Spark Integration** | 8.3 (45 reviews) ✓ Verified | Feature Not Available | 
| **Multi-Source Analysis** | 9.0 (72 reviews) ✓ Verified | 8.9 (52 reviews) | 
| **Data Lake** | Feature Not Available | 9.1 (42 reviews) | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **What-if Analysis** | Not enough data | Not enough data | 
| **Statistical Analysis** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 
| **Ad hoc Analysis** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Operations

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Data Visualization** | 7.7 (74 reviews) ✓ Verified | 7.9 (43 reviews) | 
| **Data Workflow** | 9.2 (87 reviews) ✓ Verified | 7.9 (37 reviews) | 
| **Governed Discovery** | 8.4 (60 reviews) ✓ Verified | 7.5 (36 reviews) | 
| **Embedded Analytics** | 8.7 (62 reviews) ✓ Verified | 7.3 (33 reviews) | 
| **Notebooks** | 8.1 (56 reviews) ✓ Verified | 6.9 (31 reviews) | 
| **Data Discovery** | Not enough data | Not enough data | 

#### 

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Data Warehousing** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Alerts/Escalation** | Not enough data | Not enough data | 
| **Templates** | Not enough data | Not enough data | 
| **Forecasting** | Not enough data | Not enough data | 
| **Data Migration** | Not enough data | Not enough data | 
| **Data Transformation** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Data Cleansing** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Data Security** | Not enough data | Not enough data | 
| **SSL Security** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **No-Code** | Not enough data | Not enough data | 
| **High Volume Processing** | Not enough data | Not enough data | 
| **Database Support** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 8.4/10 | 243 |
| **Starburst** | N/A | N/A |

#### Building Reports

| Feature | Alteryx | Starburst | 
|---|---|---|
| **Data Transformation** | 9.2 (211 reviews) ✓ Verified | Not enough data | 
| **Data Modeling** | 8.9 (151 reviews) ✓ Verified | Not enough data | 
| **WYSIWYG Report Design** | 7.6 (115 reviews) ✓ Verified | Not enough data | 
| **Integration APIs** | 7.9 (121 reviews) ✓ Verified | Not enough data | 
| **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 | 

#### Platform

| Feature | Alteryx | Starburst | 
|---|---|---|
| **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 | 

---
## Categories
**Shared Categories (1):** [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics)

**Unique to Alteryx (12):** [Emerging AI Software](https://www.g2.com/categories/emerging-ai-software), [Data Preparation Software](https://www.g2.com/categories/data-preparation), [Location Intelligence Software](https://www.g2.com/categories/location-intelligence), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [ETL Tools](https://www.g2.com/categories/etl-tools), [Natural Language Generation (NLG) Software](https://www.g2.com/categories/natural-language-generation-nlg), [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), [Agentic Analytics Software](https://www.g2.com/categories/agentic-analytics), [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms)

**Unique to Starburst (2):** [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution)


---
## Reviewer Demographics

### By Company Size

| Segment | Alteryx | Starburst | 
|---|---|---|
| **Small-Business** | 16.1% | 31.0% | 
| **Mid-Market** | 20.4% | 24.0% | 
| **Enterprise** | 63.5% | 45.0% | 

### By Industry

#### Alteryx

- **Financial Services:** 11.7%
- **Accounting:** 10.8%
- **Information Technology and Services:** 8.0%
- **Banking:** 5.6%
- **Insurance:** 4.3%
- **Computer Software:** 4.0%
- **Hospital & Health Care:** 3.2%
- **Management Consulting:** 3.1%
- **Marketing and Advertising:** 3.0%
- **Retail:** 2.9%
- **Other:** 43.5%

#### Starburst

- **Information Technology and Services:** 14.1%
- **Financial Services:** 11.1%
- **Banking:** 10.1%
- **Computer Software:** 7.1%
- **Retail:** 6.1%
- **Hospital & Health Care:** 4.0%
- **Telecommunications:** 3.0%
- **Health, Wellness and Fitness:** 3.0%
- **Marketing and Advertising:** 3.0%
- **Internet:** 3.0%
- **Other:** 35.4%

---
## Alternatives

### Alternatives to Alteryx

- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1062 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3784 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (224 reviews)
- [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews) — 4.5/5 stars (104 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (930 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (531 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1358 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (763 reviews)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.3/5 stars (619 reviews)

### Alternatives to Starburst

- [Dremio](https://www.g2.com/products/dremio/reviews) — 4.6/5 stars (71 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1358 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (763 reviews)
- [Denodo](https://www.g2.com/products/denodo/reviews) — 4.3/5 stars (47 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1223 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (376 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (404 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2286 reviews)
- [Posit Team](https://www.g2.com/products/posit-team/reviews) — 4.5/5 stars (574 reviews)
- [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (770 reviews)

---
## Top Discussions

### Alteryx

- Title: [What's the one thing that Alteryx brings to the play which other platforms lack?](https://www.g2.com/discussions/26984-what-s-the-one-thing-that-alteryx-brings-to-the-play-which-other-platforms-lack) — 3 comments
  > **Top comment:** "A very vibrant and helpful community."
- Title: [Is there a free trial of Alteryx One to test its core capabilities before committing?](https://www.g2.com/discussions/is-there-a-free-trial-of-alteryx-one-to-test-its-core-capabilities-before-committing) — 2 comments, 1 upvote
  > **Top comment:** "<p>What’s the best way to validate Alteryx’s value during an evaluation period before rollout?</p>"
- Title: [Does Alteryx One meet major enterprise security, governance, and data-privacy standards such as GDPR, SOC 2, or HIPAA, depending on deployment?](https://www.g2.com/discussions/does-alteryx-one-meet-major-enterprise-security-governance-and-data-privacy-standards-such-as-gdpr-soc-2-or-hipaa-depending-on-deployment) — 2 comments, 1 upvote
  > **Top comment:** "<p>How much control do admins have over user access, data permissions, and governance in Alteryx One?</p>"
- Title: [How regularly does Alteryx deliver new features and platform updates that support enterprise-scale analytics?](https://www.g2.com/discussions/how-regularly-does-alteryx-deliver-new-features-and-platform-updates-that-support-enterprise-scale-analytics) — 1 comment, 1 upvote
  > **Top comment:** "Comment deleted by user."
- Title: [How well does Alteryx support global teams that need collaborative workflows, shared assets, and consistent access across regions?](https://www.g2.com/discussions/how-well-does-alteryx-support-global-teams-that-need-collaborative-workflows-shared-assets-and-consistent-access-across-regions) — 1 comment, 1 upvote
  > **Top comment:** "Comment deleted by user."

### Starburst

No discussions available for this product.

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