# Alteryx vs Amazon Forecast 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 Amazon Forecast is particularly strong in its predictive capabilities, leveraging **self-learning models** to accurately forecast future demand and resource needs based on historical data. This feature is highlighted as a key benefit for businesses aiming to make data-driven decisions.
- **According to verified reviews** , Alteryx has a robust community and support system, which users find helpful for troubleshooting and learning. Reviewers appreciate the **quality of support** provided, noting that it enhances their overall experience with the platform.
- **Reviewers mention** that while Amazon Forecast is easy to set up, it may not offer the same level of customization as Alteryx. Users have noted that the automated setup process is convenient, but some desire more flexibility in tailoring the tool to their specific needs.
- **G2 reviewers highlight** that Alteryx&#39;s strong focus on **data interaction and analysis** allows users to generate insights quickly, with many noting that the platform saves them significant time in data preparation. This efficiency is a major selling point for enterprises with large datasets.
- **Users report** that while both platforms have their strengths, Alteryx tends to cater more to **enterprise-level users** , with a higher percentage of reviews coming from larger organizations. In contrast, Amazon Forecast appeals more to small businesses, which may influence the choice depending on the size and needs of the organization.




| | Alteryx | Amazon Forecast | 
|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.3 out of 5 | 
| **Total Reviews** | 894 | 102 | 
| **Largest Market Segment** | Enterprise (63.6% of reviews) | Small-Business (48.0% 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)

### Amazon Forecast

Pros:
- Ease of Use (14 reviews)
- Forecasting Accuracy (13 reviews)

Cons:
- Expensive (11 reviews)
- Complexity (9 reviews)

---
## Ratings Comparison
| Rating | Alteryx | Amazon Forecast | 
|---|---|---|
  | **Meets Requirements** | 8.8 (410 reviews) | 8.8 (85 reviews) | 
  | **Ease of Use** | 8.7 (681 reviews) | 8.4 (87 reviews) | 
  | **Ease of Setup** | 8.5 (470 reviews) | 8.3 (43 reviews) | 
  | **Ease of Admin** | 8.3 (100 reviews) | 7.9 (27 reviews) | 
  | **Quality of Support** | 8.5 (383 reviews) | 8.7 (86 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.8 (103 reviews) | 8.9 (27 reviews) | 
  | **Product Direction (% positive)** | 9.0 (376 reviews) | 8.5 (86 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

### Amazon Forecast

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 7.9/10 | 424 |
| **Amazon Forecast** | N/A | N/A |

#### Reports

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **Reports Interface** | 8.0 (245 reviews) ✓ Verified | Not enough data | 
| **Steps to Answer** | 8.6 (186 reviews) | Not enough data | 
| **Graphs and Charts** | 7.0 (197 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 | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Customizable Dashboard** | Not enough data | Not enough data | 

#### Self Service 

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **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 (214 reviews) ✓ Verified | Not enough data | 
| **Automodeling** | 8.1 (156 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 | Amazon Forecast | 
|---|---|---|
| **Predictive Analytics** | 8.2 (179 reviews) ✓ Verified | Not enough data | 
| **Data Visualization** | 7.4 (192 reviews) ✓ Verified | Not enough data | 
| **Big Data Services** | 8.4 (216 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 | Amazon Forecast | 
|---|---|---|
| **Data Transformation** | 9.2 (211 reviews) ✓ Verified | Not enough data | 
| **Data Modeling** | 8.9 (152 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 | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Platform

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **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 | 

#### Additional Functionality

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **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 &amp; 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 | 459 |
| **Amazon Forecast** | N/A | N/A |

#### Reports

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **Reports Interface** | 8.0 (245 reviews) ✓ Verified | Not enough data | 
| **Steps to Answer** | 8.6 (186 reviews) | Not enough data | 
| **Graphs and Charts** | 7.0 (197 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 | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Customizable Dashboard** | Not enough data | Not enough data | 

#### Data Preparation

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **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 | Amazon Forecast | 
|---|---|---|
| **Data Querying** | 9.0 (121 reviews) ✓ Verified | Not enough data | 
| **Data Filtering** | 9.2 (123 reviews) ✓ Verified | Not enough data | 
| **Data Blending** | 9.3 (163 reviews) ✓ Verified | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **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 | Amazon Forecast | 
|---|---|---|
| **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 | Amazon Forecast | 
|---|---|---|
| **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 (214 reviews) ✓ Verified | Not enough data | 
| **Automodeling** | 8.1 (156 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 &amp; Integration - Analytics Platforms

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **No-code Dashboard Builder** | 9.1 (52 reviews) | Not enough data | 
| **Report Scheduling and Automation** | 9.2 (51 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 | Amazon Forecast | 
|---|---|---|
| **Predictive Analytics** | 8.2 (179 reviews) ✓ Verified | Not enough data | 
| **Data Visualization** | 7.4 (192 reviews) ✓ Verified | Not enough data | 
| **Big Data Services** | 8.4 (216 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 &amp; Scalability - Analytics Platforms

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **Large data handling and Query Speed** | 7.2 (85 reviews) | Not enough data | 
| **Concurrent User Support** | 8.7 (13 reviews) | Not enough data | 
| **Database Support** | Not enough data | Not enough data | 

#### Advanced Analytics &amp; Modeling - Analytics Platforms

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **Data Modeling and Governance** | 8.5 (13 reviews) | Not enough data | 
| **Notebook and Script Integration** | 8.2 (23 reviews) | Not enough data | 
| **Built-in Predictive and Statistical Models** | 8.7 (19 reviews) | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **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 | Amazon Forecast | 
|---|---|---|
| **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 | Amazon Forecast | 
|---|---|---|
| **Data Transformation** | 9.2 (211 reviews) ✓ Verified | Not enough data | 
| **Data Modeling** | 8.9 (152 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 | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **Drag &amp; 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 &amp; 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 |
| **Amazon Forecast** | N/A | N/A |

#### Additional Functionality

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **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 &amp; 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 | 

### Emerging AI Software

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Amazon Forecast** | N/A | N/A |

#### Additional Functionality

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **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 |
| **Amazon Forecast** | N/A | N/A |

#### Cartography

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **Geographic Maps** | 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 | Amazon Forecast | 
|---|---|---|
| **Predictive Analytics** | 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 | Amazon Forecast | 
|---|---|---|
| **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 | 

#### Additional Functionality

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **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 &amp; 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 |
| **Amazon Forecast** | N/A | N/A |

#### Data Source Access

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

#### Additional Functionality

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **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** | 9.3/10 | 31 |
| **Amazon Forecast** | N/A | N/A |

#### Management

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **Reporting** | Not enough data | Not enough data | 
| **Auditing** | Not enough data | Not enough data | 

#### Functionality

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **Extraction** | Not enough data | Not enough data | 
| **Transformation** | 9.7 (17 reviews) | Not enough data | 
| **Loading** | Not enough data | Not enough data | 
| **Automation** | 9.7 (18 reviews) | Not enough data | 
| **Scalability** | 8.6 (7 reviews) | Not enough data | 
| **Non-Relational Transformations** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **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 &amp; 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 &amp; 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 &amp; 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 | 68 |
| **Amazon Forecast** | N/A | N/A |

#### System

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **Data Ingestion &amp; Wrangling** | 9.1 (52 reviews) | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 

#### Model Development

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **Language Support** | 7.9 (43 reviews) | Not enough data | 
| **Drag and Drop** | 8.9 (55 reviews) | Not enough data | 
| **Pre-Built Algorithms** | 8.1 (49 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 | Amazon Forecast | 
|---|---|---|
| **Feature Engineering** | 8.4 (49 reviews) | Not enough data | 

#### Machine/Deep Learning Services

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

#### Deployment

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

#### Additional Functionality

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **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 &amp; 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 | Amazon Forecast | 
|---|---|---|
| **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 | Amazon Forecast | 
|---|---|---|
| **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 |
| **Amazon Forecast** | N/A | N/A |

#### Data Ingestion

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **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 | Amazon Forecast | 
|---|---|---|
| **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 | Amazon Forecast | 
|---|---|---|
| **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 | Amazon Forecast | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Amazon Forecast** | 9.3/10 | 22 |

#### Integration - Machine Learning

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **Integration** | Not enough data | 9.3 (10 reviews) | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Learning - Machine Learning

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **Training Data** | Not enough data | 9.0 (20 reviews) | 
| **Actionable Insights** | Not enough data | 9.8 (18 reviews) | 
| **Algorithm** | Not enough data | 8.9 (9 reviews) | 

#### Additional Functionality

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **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 &amp; 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 |
| **Amazon Forecast** | N/A | N/A |

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

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **Automatic Data Profiling &amp; 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 &amp; Automation - Low-Code Machine Learning Platforms

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **Guided Algorithm &amp; 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 |
| **Amazon Forecast** | N/A | N/A |

#### Data Connectivity and Prep - Agentic Analytics

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **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 | Amazon Forecast | 
|---|---|---|
| **Continuous Pattern Detection** | Not enough data | Not enough data | 
| **Multi‑Step Reasoning** | Not enough data | Not enough data | 
| **Predictive &amp; Prescriptive Analytics** | Not enough data | Not enough data | 

#### Interaction and Workflow - Agentic Analytics

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

#### AI Agent Management - Agentic Analytics

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **Agent Configuration &amp; Goals** | Not enough data | Not enough data | 
| **Continuous Learning &amp; Feedback** | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 8.3/10 | 88 |
| **Amazon Forecast** | 8.6/10 | 39 |

#### Statistical Tool

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **Scripting** | 8.5 (60 reviews) | 8.4 (29 reviews) | 
| **Data Mining** | 8.6 (60 reviews) | 8.8 (28 reviews) | 
| **Algorithms** | 8.3 (60 reviews) | 8.7 (35 reviews) | 

#### Data Analysis

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **Analysis** | 9.1 (68 reviews) | 8.8 (34 reviews) | 
| **Data Interaction** | 9.1 (65 reviews) | 8.2 (31 reviews) | 
| **Time Series Analysis** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 

#### Decision Making

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **Modeling** | 8.6 (63 reviews) | 8.4 (34 reviews) | 
| **Data Visualizations** | 7.4 (67 reviews) | 8.9 (29 reviews) | 
| **Report Generation** | 8.3 (69 reviews) | 8.6 (30 reviews) | 
| **Data Unification** | 9.1 (64 reviews) | 8.7 (30 reviews) | 
| **Customizable Reports** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **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 | 

#### Additional Functionality

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **Demand Forecasting** | Not enough data | Not enough data | 
| **AI/Machine Learning** | Not enough data | Not enough data | 
| **Drag &amp; 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 &amp; 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 | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 8.5/10 | 107 |
| **Amazon Forecast** | N/A | N/A |

#### Data Transformation

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **Real-Time Analytics** | 8.4 (67 reviews) ✓ Verified | Not enough data | 
| **Data Querying** | 8.8 (76 reviews) ✓ Verified | Not enough data | 
| **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 | Amazon Forecast | 
|---|---|---|
| **Hadoop Integration** | 8.4 (49 reviews) ✓ Verified | Not enough data | 
| **Spark Integration** | 8.3 (45 reviews) ✓ Verified | Not enough data | 
| **Multi-Source Analysis** | 9.0 (72 reviews) ✓ Verified | Not enough data | 
| **Data Lake** | Feature Not Available | Not enough data | 
| **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 | Amazon Forecast | 
|---|---|---|
| **Data Visualization** | 7.7 (74 reviews) ✓ Verified | Not enough data | 
| **Data Workflow** | 9.2 (87 reviews) ✓ Verified | Not enough data | 
| **Governed Discovery** | 8.4 (60 reviews) ✓ Verified | Not enough data | 
| **Embedded Analytics** | 8.7 (62 reviews) ✓ Verified | Not enough data | 
| **Notebooks** | 8.1 (56 reviews) ✓ Verified | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **Data Warehousing** | Not enough data | Not enough data | 
| **Drag &amp; 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 |
| **Amazon Forecast** | N/A | N/A |

#### Building Reports

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **Data Transformation** | 9.2 (211 reviews) ✓ Verified | Not enough data | 
| **Data Modeling** | 8.9 (152 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 | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Platform

| Feature | Alteryx | Amazon Forecast | 
|---|---|---|
| **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 (2):** [Machine Learning Software](https://www.g2.com/categories/machine-learning), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics)

**Unique to Alteryx (11):** [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), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [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 Amazon Forecast (1):** [Time Series Intelligence Software](https://www.g2.com/categories/time-series-intelligence)


---
## Reviewer Demographics

### By Company Size

| Segment | Alteryx | Amazon Forecast | 
|---|---|---|
| **Small-Business** | 16.0% | 48.0% | 
| **Mid-Market** | 20.4% | 37.3% | 
| **Enterprise** | 63.6% | 14.7% | 

### By Industry

#### Alteryx

- **Financial Services:** 11.6%
- **Accounting:** 10.9%
- **Information Technology and Services:** 8.0%
- **Banking:** 5.6%
- **Insurance:** 4.3%
- **Computer Software:** 4.0%
- **Hospital &amp; Health Care:** 3.2%
- **Management Consulting:** 3.1%
- **Marketing and Advertising:** 3.0%
- **Retail:** 2.8%
- **Other:** 43.6%

#### Amazon Forecast

- **Computer Software:** 17.6%
- **Information Technology and Services:** 16.7%
- **Retail:** 5.9%
- **Financial Services:** 5.9%
- **Education Management:** 3.9%
- **Accounting:** 2.9%
- **Apparel &amp; Fashion:** 2.9%
- **Consumer Goods:** 2.9%
- **Insurance:** 2.9%
- **Hospital &amp; Health Care:** 2.9%
- **Other:** 35.3%

---
## Alternatives

### Alternatives to Alteryx

- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1087 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3814 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (229 reviews)
- [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews) — 4.5/5 stars (118 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (929 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (532 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 (1362 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (762 reviews)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.3/5 stars (618 reviews)

### Alternatives to Amazon Forecast

- [Azure Time Series Insights](https://www.g2.com/products/azure-time-series-insights/reviews) — 4.1/5 stars (53 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3814 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (738 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (532 reviews)
- [SAP Analytics Cloud](https://www.g2.com/products/sap-analytics-cloud/reviews) — 4.2/5 stars (908 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1223 reviews)
- [IBM Cognos Analytics](https://www.g2.com/products/ibm-cognos-analytics/reviews) — 4.1/5 stars (505 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (929 reviews)
- [Adobe Analytics](https://www.g2.com/products/adobe-analytics/reviews) — 4.2/5 stars (1246 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (818 reviews)

---
## Top Discussions

### Alteryx

- Title: [What&#39;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:** "&lt;p&gt;What’s the best way to validate Alteryx’s value during an evaluation period before rollout?&lt;/p&gt;"
- 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:** "&lt;p&gt;How much control do admins have over user access, data permissions, and governance in Alteryx One?&lt;/p&gt;"
- 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."

### Amazon Forecast

No discussions available for this product.

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

