# Microsoft Power BI Embedded, Amazon QuickSight, Alteryx vs Plotly Dash Enterprise Comparison

| | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Star Rating** | 4.4 out of 5 | 4.3 out of 5 | 4.6 out of 5 | 4.8 out of 5 | 
| **Total Reviews** | 109 | 692 | 810 | 36 | 
| **Largest Market Segment** | Mid-Market (40.6% of reviews) | Small-Business (40.9% of reviews) | Enterprise (65.1% of reviews) | Small-Business (47.2% of reviews) | 
| **Entry Level Price** | No pricing available | $3.00 1 user per month | $3,000.00 1 User Per Year | No pricing available | 

---
## Top Pros & Cons

### Microsoft Power BI Embedded

Pros:
- Ease of Use (2 reviews)
- Business Improvement (1 reviews)

Cons:
- Learning Curve (2 reviews)
- Learning Difficulty (2 reviews)

### Amazon QuickSight

Pros:
- Integrations (69 reviews)
- Ease of Use (62 reviews)

Cons:
- Limited Customization (62 reviews)
- Learning Curve (36 reviews)

### Alteryx

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

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

### Plotly Dash Enterprise

Pros:
- Charting Features (1 reviews)
- Coding Ease (1 reviews)


---
## Ratings Comparison
| Rating | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
  | **Meets Requirements** | 8.9 (85 reviews) | 8.2 (607 reviews) | 8.8 (338 reviews) | 8.8 (30 reviews) | 
  | **Ease of Use** | 8.2 (86 reviews) | 8.5 (617 reviews) | 8.7 (597 reviews) | 8.4 (30 reviews) | 
  | **Ease of Setup** | 8.0 (31 reviews) | 8.4 (414 reviews) | 8.4 (387 reviews) | 8.9 (16 reviews) | 
  | **Ease of Admin** | 8.1 (25 reviews) | 8.2 (220 reviews) | 8.3 (85 reviews) | 8.3 (14 reviews) | 
  | **Quality of Support** | 8.5 (76 reviews) | 8.3 (568 reviews) | 8.5 (317 reviews) | 8.1 (27 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.2 (25 reviews) | 8.3 (214 reviews) | 8.9 (89 reviews) | 8.8 (12 reviews) | 
  | **Product Direction (% positive)** | 8.4 (85 reviews) | 8.8 (582 reviews) | 9.2 (323 reviews) | 8.8 (30 reviews) | 

---
## Pricing

### Microsoft Power BI Embedded

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### Amazon QuickSight

#### Entry-Level Pricing

Plan: Reader

Price: $3.00 1 user per month

Key Features:
- Readers in QuickSight can explore interactive dashboards, receive email reports, and download data. 

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

#### Free Trial

Yes

### 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

### Plotly Dash Enterprise

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | 8.8/10 | 68 |
| **Amazon QuickSight** | 8.1/10 | 467 |
| **Alteryx** | 7.9/10 | 358 |
| **Plotly Dash Enterprise** | 9.1/10 | 20 |

#### Reports

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Reports Interface** | 9.1 (68 reviews) ✓ Verified | 8.2 (417 reviews) ✓ Verified | 7.9 (230 reviews) ✓ Verified | 8.5 (12 reviews) ✓ Verified | 
| **Steps to Answer** | 8.4 (61 reviews) ✓ Verified | 8.0 (403 reviews) ✓ Verified | 8.5 (164 reviews) | 7.9 (8 reviews) ✓ Verified | 
| **Graphs and Charts** | 9.4 (63 reviews) ✓ Verified | 8.3 (417 reviews) ✓ Verified | 6.9 (187 reviews) ✓ Verified | 9.4 (19 reviews) ✓ Verified | 
| **Score Cards** | 8.8 (59 reviews) ✓ Verified | 8.2 (391 reviews) ✓ Verified | 7.8 (118 reviews) | 9.8 (8 reviews) ✓ Verified | 
| **Dashboards** | 9.3 (64 reviews) ✓ Verified | 8.4 (416 reviews) ✓ Verified | 7.1 (161 reviews) ✓ Verified | 8.8 (18 reviews) ✓ Verified | 

#### Self Service 

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Calculated Fields** | 8.9 (63 reviews) ✓ Verified | 8.0 (409 reviews) ✓ Verified | 8.9 (204 reviews) ✓ Verified | 9.0 (12 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.8 (64 reviews) ✓ Verified | 8.2 (405 reviews) ✓ Verified | 9.1 (202 reviews) ✓ Verified | 8.4 (17 reviews) ✓ Verified | 
| **Data Discovery** | 8.7 (62 reviews) ✓ Verified | 8.2 (396 reviews) ✓ Verified | 9.0 (197 reviews) ✓ Verified | 9.0 (15 reviews) ✓ Verified | 
| **Search** | 8.4 (53 reviews) | 8.0 (401 reviews) ✓ Verified | 8.3 (186 reviews) ✓ Verified | 8.5 (11 reviews) | 
| **Collaboration / Workflow** | 8.4 (62 reviews) ✓ Verified | 8.1 (389 reviews) ✓ Verified | 8.6 (198 reviews) ✓ Verified | 8.5 (8 reviews) ✓ Verified | 
| **Automodeling** | Feature Not Available | 7.8 (382 reviews) ✓ Verified | 8.0 (151 reviews) ✓ Verified | 7.7 (5 reviews) ✓ Verified | 

#### Advanced Analytics

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Predictive Analytics** | Not enough data | 8.0 (381 reviews) ✓ Verified | 8.2 (170 reviews) ✓ Verified | 9.0 (8 reviews) ✓ Verified | 
| **Data Visualization** | Not enough data | 8.4 (407 reviews) ✓ Verified | 7.3 (184 reviews) ✓ Verified | 9.5 (14 reviews) ✓ Verified | 
| **Big Data Services** | Not enough data | 8.1 (382 reviews) ✓ Verified | 8.4 (188 reviews) ✓ Verified | 8.7 (9 reviews) ✓ Verified | 

#### Building Reports

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Data Transformation** | 8.8 (44 reviews) | 8.1 (350 reviews) ✓ Verified | 9.2 (180 reviews) ✓ Verified | Feature Not Available | 
| **Data Modeling** | 8.6 (47 reviews) ✓ Verified | 8.0 (348 reviews) ✓ Verified | 8.8 (140 reviews) ✓ Verified | 8.3 (6 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.4 (41 reviews) ✓ Verified | 7.9 (338 reviews) ✓ Verified | 7.5 (109 reviews) ✓ Verified | Not enough data | 
| **Integration APIs** | 8.5 (42 reviews) ✓ Verified | 8.0 (332 reviews) ✓ Verified | 7.8 (116 reviews) ✓ Verified | 8.3 (6 reviews) ✓ Verified | 

#### Platform

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | Not enough data | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | N/A | N/A |
| **Amazon QuickSight** | 8.0/10 | 486 |
| **Alteryx** | 8.3/10 | 382 |
| **Plotly Dash Enterprise** | 8.8/10 | 20 |

#### Reports

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Reports Interface** | 9.1 (68 reviews) ✓ Verified | 8.2 (417 reviews) ✓ Verified | 7.9 (230 reviews) ✓ Verified | 8.5 (12 reviews) ✓ Verified | 
| **Steps to Answer** | 8.4 (61 reviews) ✓ Verified | 8.0 (403 reviews) ✓ Verified | 8.5 (164 reviews) | 7.9 (8 reviews) ✓ Verified | 
| **Graphs and Charts** | 9.4 (63 reviews) ✓ Verified | 8.3 (417 reviews) ✓ Verified | 6.9 (187 reviews) ✓ Verified | 9.4 (19 reviews) ✓ Verified | 
| **Score Cards** | 8.8 (59 reviews) ✓ Verified | 8.2 (391 reviews) ✓ Verified | 7.8 (118 reviews) | 9.8 (8 reviews) ✓ Verified | 
| **Dashboards** | 9.3 (64 reviews) ✓ Verified | 8.4 (416 reviews) ✓ Verified | 7.1 (161 reviews) ✓ Verified | 8.8 (18 reviews) ✓ Verified | 

#### Data Preparation

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Connectors** | Not enough data | 8.0 (365 reviews) ✓ Verified | 8.7 (127 reviews) ✓ Verified | Not enough data | 
| **Data Governance** | Not enough data | 8.1 (355 reviews) ✓ Verified | 8.6 (103 reviews) ✓ Verified | Not enough data | 

#### Data Modeling and Blending

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Data Querying** | Not enough data | 8.2 (373 reviews) ✓ Verified | 9.0 (118 reviews) ✓ Verified | Not enough data | 
| **Data Filtering** | Not enough data | 8.3 (375 reviews) ✓ Verified | 9.1 (117 reviews) ✓ Verified | Not enough data | 
| **Data Blending** | Not enough data | 8.1 (366 reviews) ✓ Verified | 9.3 (130 reviews) ✓ Verified | Not enough data | 

#### Generative AI

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | 7.9 (221 reviews) | 7.5 (36 reviews) | Not enough data | 
| **AI Text Summarization** | Not enough data | 8.0 (222 reviews) | 7.9 (37 reviews) | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | 7.6 (59 reviews) | 8.2 (14 reviews) | Not enough data | 
| **Multi-step Planning** | Not enough data | 7.3 (59 reviews) | 8.2 (12 reviews) | Not enough data | 
| **Cross-system Integration** | Not enough data | 7.7 (59 reviews) | 7.6 (17 reviews) | Not enough data | 
| **Adaptive Learning** | Not enough data | 7.5 (57 reviews) | 8.1 (12 reviews) | Not enough data | 
| **Natural Language Interaction** | Not enough data | 7.7 (59 reviews) | 8.1 (12 reviews) | Not enough data | 
| **Proactive Assistance** | Not enough data | 7.5 (56 reviews) | 7.7 (13 reviews) | Not enough data | 
| **Decision Making** | Not enough data | 7.8 (58 reviews) | 7.6 (12 reviews) | Not enough data | 

#### Self Service 

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Calculated Fields** | 8.9 (63 reviews) ✓ Verified | 8.0 (409 reviews) ✓ Verified | 8.9 (204 reviews) ✓ Verified | 9.0 (12 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.8 (64 reviews) ✓ Verified | 8.2 (405 reviews) ✓ Verified | 9.1 (202 reviews) ✓ Verified | 8.4 (17 reviews) ✓ Verified | 
| **Data Discovery** | 8.7 (62 reviews) ✓ Verified | 8.2 (396 reviews) ✓ Verified | 9.0 (197 reviews) ✓ Verified | 9.0 (15 reviews) ✓ Verified | 
| **Search** | 8.4 (53 reviews) | 8.0 (401 reviews) ✓ Verified | 8.3 (186 reviews) ✓ Verified | 8.5 (11 reviews) | 
| **Collaboration / Workflow** | 8.4 (62 reviews) ✓ Verified | 8.1 (389 reviews) ✓ Verified | 8.6 (198 reviews) ✓ Verified | 8.5 (8 reviews) ✓ Verified | 
| **Automodeling** | Feature Not Available | 7.8 (382 reviews) ✓ Verified | 8.0 (151 reviews) ✓ Verified | 7.7 (5 reviews) ✓ Verified | 

#### Deployment & Integration - Analytics Platforms

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **No-code Dashboard Builder** | Not enough data | 8.0 (56 reviews) | 9.1 (30 reviews) | Not enough data | 
| **Report Scheduling and Automation** | Not enough data | 7.9 (53 reviews) | 9.1 (30 reviews) | Not enough data | 
| **Embedded Analytics and White-labeling** | Not enough data | 7.8 (52 reviews) | 8.3 (11 reviews) | Not enough data | 
| **Data Source Connectivity** | Not enough data | 8.1 (55 reviews) | 8.2 (28 reviews) | Not enough data | 

#### Advanced Analytics

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Predictive Analytics** | Not enough data | 8.0 (381 reviews) ✓ Verified | 8.2 (170 reviews) ✓ Verified | 9.0 (8 reviews) ✓ Verified | 
| **Data Visualization** | Not enough data | 8.4 (407 reviews) ✓ Verified | 7.3 (184 reviews) ✓ Verified | 9.5 (14 reviews) ✓ Verified | 
| **Big Data Services** | Not enough data | 8.1 (382 reviews) ✓ Verified | 8.4 (188 reviews) ✓ Verified | 8.7 (9 reviews) ✓ Verified | 

#### Performance & Scalability - Analytics Platforms

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Large data handling and Query Speed** | Not enough data | 8.0 (60 reviews) | 7.7 (45 reviews) | Not enough data | 
| **Concurrent User Support** | Not enough data | 8.0 (52 reviews) | 8.5 (11 reviews) | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Data Modeling and Governance** | Not enough data | 8.1 (51 reviews) | 8.2 (11 reviews) | Not enough data | 
| **Notebook and Script Integration** | Not enough data | 7.9 (52 reviews) | 7.7 (14 reviews) | Not enough data | 
| **Built-in Predictive and Statistical Models** | Not enough data | 8.0 (50 reviews) | 8.1 (13 reviews) | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | 7.9 (52 reviews) | 8.3 (11 reviews) | Not enough data | 
| **Natural Language Queries** | Not enough data | 7.8 (52 reviews) | 7.6 (12 reviews) | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | 8.1 (51 reviews) | 8.5 (11 reviews) | Not enough data | 
| **AI Agents for Analytical Follow-ups** | Not enough data | 7.7 (48 reviews) | 7.8 (10 reviews) | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | Not enough data | 7.6 (50 reviews) | 8.3 (10 reviews) | Not enough data | 
| **Role-based Insight Personalization** | Not enough data | 7.8 (51 reviews) | 8.5 (10 reviews) | Not enough data | 
| **Conversational and Prompt-based Analytics** | Not enough data | 7.6 (50 reviews) | 8.2 (12 reviews) | Not enough data | 

#### Building Reports

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Data Transformation** | 8.8 (44 reviews) | 8.1 (350 reviews) ✓ Verified | 9.2 (180 reviews) ✓ Verified | Feature Not Available | 
| **Data Modeling** | 8.6 (47 reviews) ✓ Verified | 8.0 (348 reviews) ✓ Verified | 8.8 (140 reviews) ✓ Verified | 8.3 (6 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.4 (41 reviews) ✓ Verified | 7.9 (338 reviews) ✓ Verified | 7.5 (109 reviews) ✓ Verified | Not enough data | 
| **Integration APIs** | 8.5 (42 reviews) ✓ Verified | 8.0 (332 reviews) ✓ Verified | 7.8 (116 reviews) ✓ Verified | 8.3 (6 reviews) ✓ Verified | 

### Embedded Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | 8.7/10 | 68 |
| **Amazon QuickSight** | 8.1/10 | 466 |
| **Alteryx** | N/A | N/A |
| **Plotly Dash Enterprise** | 9.0/10 | 20 |

#### Reports

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Reports Interface** | 9.1 (68 reviews) ✓ Verified | 8.2 (417 reviews) ✓ Verified | 7.9 (230 reviews) ✓ Verified | 8.5 (12 reviews) ✓ Verified | 
| **Steps to Answer** | 8.4 (61 reviews) ✓ Verified | 8.0 (403 reviews) ✓ Verified | 8.5 (164 reviews) | 7.9 (8 reviews) ✓ Verified | 
| **Graphs and Charts** | 9.4 (63 reviews) ✓ Verified | 8.3 (417 reviews) ✓ Verified | 6.9 (187 reviews) ✓ Verified | 9.4 (19 reviews) ✓ Verified | 
| **Score Cards** | 8.8 (59 reviews) ✓ Verified | 8.2 (391 reviews) ✓ Verified | 7.8 (118 reviews) | 9.8 (8 reviews) ✓ Verified | 
| **Dashboards** | 9.3 (64 reviews) ✓ Verified | 8.4 (416 reviews) ✓ Verified | 7.1 (161 reviews) ✓ Verified | 8.8 (18 reviews) ✓ Verified | 

#### Self Service 

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Calculated Fields** | 8.9 (63 reviews) ✓ Verified | 8.0 (409 reviews) ✓ Verified | 8.9 (204 reviews) ✓ Verified | 9.0 (12 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.8 (64 reviews) ✓ Verified | 8.2 (405 reviews) ✓ Verified | 9.1 (202 reviews) ✓ Verified | 8.4 (17 reviews) ✓ Verified | 
| **Data Discovery** | 8.7 (62 reviews) ✓ Verified | 8.2 (396 reviews) ✓ Verified | 9.0 (197 reviews) ✓ Verified | 9.0 (15 reviews) ✓ Verified | 
| **Search** | 8.4 (53 reviews) | 8.0 (401 reviews) ✓ Verified | 8.3 (186 reviews) ✓ Verified | 8.5 (11 reviews) | 
| **Collaboration / Workflow** | 8.4 (62 reviews) ✓ Verified | 8.1 (389 reviews) ✓ Verified | 8.6 (198 reviews) ✓ Verified | 8.5 (8 reviews) ✓ Verified | 
| **Automodeling** | Feature Not Available | 7.8 (382 reviews) ✓ Verified | 8.0 (151 reviews) ✓ Verified | 7.7 (5 reviews) ✓ Verified | 

#### Building Reports

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Data Transformation** | 8.8 (44 reviews) | 8.1 (350 reviews) ✓ Verified | 9.2 (180 reviews) ✓ Verified | Feature Not Available | 
| **Data Modeling** | 8.6 (47 reviews) ✓ Verified | 8.0 (348 reviews) ✓ Verified | 8.8 (140 reviews) ✓ Verified | 8.3 (6 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.4 (41 reviews) ✓ Verified | 7.9 (338 reviews) ✓ Verified | 7.5 (109 reviews) ✓ Verified | Not enough data | 
| **Integration APIs** | 8.5 (42 reviews) ✓ Verified | 8.0 (332 reviews) ✓ Verified | 7.8 (116 reviews) ✓ Verified | 8.3 (6 reviews) ✓ Verified | 

### Location Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | N/A | N/A |
| **Amazon QuickSight** | N/A | N/A |
| **Alteryx** | 8.6/10 | 35 |
| **Plotly Dash Enterprise** | N/A | N/A |

#### Cartography

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Map Design** | Not enough data | Not enough data | 8.1 (26 reviews) | Not enough data | 
| **Vector Mapping ** | Not enough data | Not enough data | 7.9 (22 reviews) | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 7.6 (26 reviews) | Not enough data | 
| **Overlaying** | Not enough data | Not enough data | 7.8 (24 reviews) | Not enough data | 

#### Analysis

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Predictive Analysis** | Not enough data | Not enough data | 8.8 (24 reviews) | Not enough data | 
| **Distance Analysis ** | Not enough data | Not enough data | 9.3 (25 reviews) | Not enough data | 
| **Spatial Analysis** | Not enough data | Not enough data | 9.3 (26 reviews) | Not enough data | 
| **Data Stream** | Not enough data | Not enough data | 9.2 (25 reviews) | Not enough data | 

#### Reporting

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | 9.3 (26 reviews) | Not enough data | 
| **WYSIWYG Design** | Not enough data | Not enough data | 8.2 (19 reviews) | Not enough data | 
| **API Integrations** | Not enough data | Not enough data | 9.1 (23 reviews) | Not enough data | 

### Data Preparation

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | N/A | N/A |
| **Amazon QuickSight** | N/A | N/A |
| **Alteryx** | 8.6/10 | 240 |
| **Plotly Dash Enterprise** | N/A | N/A |

#### Data Source Access

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Breadth of Data Sources** | Not enough data | Not enough data | 8.9 (164 reviews) | Not enough data | 
| **Ease of Data Connectivity** | Not enough data | Not enough data | 8.7 (178 reviews) | Not enough data | 
| **API Connectivity** | Not enough data | Not enough data | 8.1 (133 reviews) | Not enough data | 

#### Data Interaction

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Profiling and Classification** | Not enough data | Not enough data | 8.5 (136 reviews) | Not enough data | 
| **Metadata Management** | Not enough data | Not enough data | 8.4 (133 reviews) | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | 8.7 (150 reviews) | Not enough data | 
| **Data Joining** | Not enough data | Not enough data | 9.1 (169 reviews) | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 9.3 (172 reviews) | Not enough data | 
| **Data Quality and Cleansing** | Not enough data | Not enough data | 9.2 (177 reviews) | Not enough data | 
| **Data Sharing** | Not enough data | Not enough data | 8.7 (153 reviews) | Not enough data | 
| **Data Governance** | Not enough data | Not enough data | 8.5 (137 reviews) | Not enough data | 

#### Data Exporting

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Breadth of Integrations** | Not enough data | Not enough data | 8.9 (158 reviews) | Not enough data | 
| **Ease of Integrations** | Not enough data | Not enough data | 8.8 (163 reviews) | Not enough data | 
| **Data Workflows** | Not enough data | Not enough data | 9.2 (193 reviews) | Not enough data | 

#### Generative AI

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 6.6 (29 reviews) | Not enough data | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | N/A | N/A |
| **Amazon QuickSight** | N/A | N/A |
| **Alteryx** | 9.8/10 | 25 |
| **Plotly Dash Enterprise** | N/A | N/A |

#### Management

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Reporting** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Auditing** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Functionality

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Extraction** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Transformation** | Not enough data | Not enough data | 10.0 (11 reviews) | Not enough data | 
| **Loading** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Automation** | Not enough data | Not enough data | 9.6 (13 reviews) | Not enough data | 
| **Scalability** | Not enough data | Not enough data | Not enough data | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | N/A | N/A |
| **Amazon QuickSight** | N/A | N/A |
| **Alteryx** | 7.9/10 | 66 |
| **Plotly Dash Enterprise** | N/A | N/A |

#### System

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | Not enough data | 9.1 (52 reviews) | Not enough data | 

#### Model Development

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Language Support** | Not enough data | Not enough data | 7.9 (42 reviews) | Not enough data | 
| **Drag and Drop** | Not enough data | Not enough data | 8.9 (53 reviews) | Not enough data | 
| **Pre-Built Algorithms** | Not enough data | Not enough data | 8.0 (47 reviews) | Not enough data | 
| **Model Training** | Not enough data | Not enough data | 8.1 (45 reviews) | Not enough data | 

#### Model Development

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Feature Engineering** | Not enough data | Not enough data | 8.4 (49 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Computer Vision** | Not enough data | Not enough data | 7.9 (36 reviews) | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | 7.9 (34 reviews) | Not enough data | 
| **Natural Language Generation** | Not enough data | Not enough data | 8.0 (32 reviews) | Not enough data | 
| **Artificial Neural Networks** | Not enough data | Not enough data | 7.9 (32 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Natural Language Understanding** | Not enough data | Not enough data | 7.9 (34 reviews) | Not enough data | 
| **Deep Learning** | Not enough data | Not enough data | 7.8 (31 reviews) | Not enough data | 

#### Deployment

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Managed Service** | Not enough data | Not enough data | Feature Not Available | Not enough data | 
| **Application** | Not enough data | Not enough data | 8.4 (43 reviews) | Not enough data | 
| **Scalability** | Not enough data | Not enough data | 8.5 (45 reviews) | Not enough data | 

#### Generative AI

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 6.8 (10 reviews) | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 6.3 (9 reviews) | Not enough data | 
| **AI Text-to-Image** | Not enough data | Not enough data | 7.2 (10 reviews) | Not enough data | 

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

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | Not enough data | 

### Natural Language Generation (NLG)

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | N/A | N/A |
| **Amazon QuickSight** | N/A | N/A |
| **Alteryx** | N/A | N/A |
| **Plotly Dash Enterprise** | N/A | N/A |

#### Data Ingestion

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Big Data Processing** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Unstructed Data Processing** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Processing of Various File Types** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Presentation

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Report Creation** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Charts and Graphs** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Tailored Content** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### System

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Programming Language Support** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Drag and Drop** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Pre-Built Algorithms** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Customizable Models** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | Not enough data | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | N/A | N/A |
| **Amazon QuickSight** | N/A | N/A |
| **Alteryx** | N/A | N/A |
| **Plotly Dash Enterprise** | N/A | N/A |

#### Integration - Machine Learning

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Integration** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Learning - Machine Learning

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Training Data** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Actionable Insights** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Algorithm** | Not enough data | Not enough data | Not enough data | Not enough data | 

### Low-Code Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | N/A | N/A |
| **Amazon QuickSight** | N/A | N/A |
| **Alteryx** | N/A | N/A |
| **Plotly Dash Enterprise** | N/A | N/A |

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

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Automatic Data Profiling & Quality Assessment** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Multi‑Source Connector Support** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Schema Drift / Change Detection** | Not enough data | Not enough data | Not enough data | Not enough data | 

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

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Guided Algorithm & Hyperparameter Recommendation** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Code Extensibility** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Automated Feature Engineering** | Not enough data | Not enough data | Not enough data | Not enough data | 

### Agentic Analytics

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | N/A | N/A |
| **Amazon QuickSight** | N/A | N/A |
| **Alteryx** | N/A | N/A |
| **Plotly Dash Enterprise** | N/A | N/A |

#### Data Connectivity and Prep - Agentic Analytics

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Data Source Connectivity** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Automated Data Preparation** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Autonomous Insight Generation - Agentic Analytics

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Continuous Pattern Detection** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Multi‑Step Reasoning** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Predictive & Prescriptive Analytics** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Interaction and Workflow - Agentic Analytics

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Natural Language Query and Conversational Analytics** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Action Triggering & Workflow Orchestration** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Explainability & Audit Trails** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### AI Agent Management - Agentic Analytics

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Agent Configuration & Goals** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Continuous Learning & Feedback** | Not enough data | Not enough data | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | N/A | N/A |
| **Amazon QuickSight** | 8.3/10 | 130 |
| **Alteryx** | 8.3/10 | 87 |
| **Plotly Dash Enterprise** | 9.2/10 | 13 |

#### Statistical Tool

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Scripting** | Not enough data | 7.8 (125 reviews) | 8.5 (60 reviews) | 9.1 (11 reviews) | 
| **Data Mining** | Not enough data | 8.1 (125 reviews) | 8.6 (60 reviews) | 8.8 (8 reviews) | 
| **Algorithms** | Not enough data | 8.1 (125 reviews) | 8.3 (60 reviews) | 9.2 (6 reviews) | 

#### Data Analysis

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Analysis** | Not enough data | 8.6 (126 reviews) | 9.1 (67 reviews) | 9.5 (11 reviews) | 
| **Data Interaction** | Not enough data | 8.5 (125 reviews) | 9.1 (65 reviews) | 9.5 (11 reviews) | 

#### Decision Making

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Modeling** | Not enough data | 8.3 (126 reviews) | 8.6 (63 reviews) | 9.4 (8 reviews) | 
| **Data Visualizations** | Not enough data | 8.3 (128 reviews) | 7.4 (66 reviews) | 9.8 (9 reviews) | 
| **Report Generation** | Not enough data | 8.6 (126 reviews) | 8.3 (69 reviews) | 9.0 (10 reviews) | 
| **Data Unification** | Not enough data | 8.3 (123 reviews) | 9.1 (64 reviews) | 8.3 (9 reviews) | 

#### Generative AI

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | 8.2 (93 reviews) | 7.0 (14 reviews) | Not enough data | 
| **AI Text Summarization** | Not enough data | 8.1 (92 reviews) | 7.2 (15 reviews) | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | N/A | N/A |
| **Amazon QuickSight** | N/A | N/A |
| **Alteryx** | 8.5/10 | 105 |
| **Plotly Dash Enterprise** | N/A | N/A |

#### Data Transformation

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Real-Time Analytics** | Not enough data | Not enough data | 8.4 (67 reviews) ✓ Verified | Not enough data | 
| **Data Querying** | Not enough data | Not enough data | 8.8 (76 reviews) ✓ Verified | Not enough data | 

#### Connectivity

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Hadoop Integration** | Not enough data | Not enough data | 8.4 (49 reviews) ✓ Verified | Not enough data | 
| **Spark Integration** | Not enough data | Not enough data | 8.3 (45 reviews) ✓ Verified | Not enough data | 
| **Multi-Source Analysis** | Not enough data | Not enough data | 9.0 (71 reviews) ✓ Verified | Not enough data | 
| **Data Lake** | Not enough data | Not enough data | Feature Not Available | Not enough data | 

#### Operations

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Data Visualization** | Not enough data | Not enough data | 7.7 (74 reviews) ✓ Verified | Not enough data | 
| **Data Workflow** | Not enough data | Not enough data | 9.2 (86 reviews) ✓ Verified | Not enough data | 
| **Governed Discovery** | Not enough data | Not enough data | 8.4 (60 reviews) ✓ Verified | Not enough data | 
| **Embedded Analytics** | Not enough data | Not enough data | 8.7 (62 reviews) ✓ Verified | Not enough data | 
| **Notebooks** | Not enough data | Not enough data | 8.1 (56 reviews) ✓ Verified | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | N/A | N/A |
| **Amazon QuickSight** | N/A | N/A |
| **Alteryx** | 8.3/10 | 209 |
| **Plotly Dash Enterprise** | N/A | N/A |

#### Building Reports

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Data Transformation** | 8.8 (44 reviews) | 8.1 (350 reviews) ✓ Verified | 9.2 (180 reviews) ✓ Verified | Feature Not Available | 
| **Data Modeling** | 8.6 (47 reviews) ✓ Verified | 8.0 (348 reviews) ✓ Verified | 8.8 (140 reviews) ✓ Verified | 8.3 (6 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.4 (41 reviews) ✓ Verified | 7.9 (338 reviews) ✓ Verified | 7.5 (109 reviews) ✓ Verified | Not enough data | 
| **Integration APIs** | 8.5 (42 reviews) ✓ Verified | 8.0 (332 reviews) ✓ Verified | 7.8 (116 reviews) ✓ Verified | 8.3 (6 reviews) ✓ Verified | 

#### Platform

| Feature | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | Not enough data | 

---
## Categories

**Unique to Microsoft Power BI Embedded (1):** [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence)

**Unique to Amazon QuickSight (3):** [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics)

**Unique to Alteryx (13):** [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), [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 Plotly Dash Enterprise (5):** [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [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)


---
## Reviewer Demographics

### By Company Size

| Segment | Microsoft Power BI Embedded | Amazon QuickSight | Alteryx | Plotly Dash Enterprise | 
|---|---|---|---|---|
| **Small-Business** | 23.6% | 40.9% | 14.2% | 47.2% | 
| **Mid-Market** | 40.6% | 36.0% | 20.7% | 22.2% | 
| **Enterprise** | 35.8% | 23.1% | 65.1% | 30.6% | 

### By Industry

#### Microsoft Power BI Embedded

- **Information Technology and Services:** 17.9%
- **Computer Software:** 6.6%
- **Education Management:** 5.7%
- **Hospital & Health Care:** 4.7%
- **Banking:** 3.8%
- **Marketing and Advertising:** 2.8%
- **Insurance:** 2.8%
- **Oil & Energy:** 2.8%
- **Higher Education:** 2.8%
- **Financial Services:** 2.8%
- **Other:** 47.2%

#### Amazon QuickSight

- **Computer Software:** 17.1%
- **Information Technology and Services:** 14.8%
- **Financial Services:** 7.7%
- **Consulting:** 4.2%
- **Computer & Network Security:** 3.9%
- **Accounting:** 2.9%
- **Telecommunications:** 2.7%
- **Hospital & Health Care:** 2.6%
- **Marketing and Advertising:** 2.3%
- **Retail:** 2.1%
- **Other:** 39.7%

#### Alteryx

- **Financial Services:** 12.4%
- **Accounting:** 10.5%
- **Information Technology and Services:** 6.8%
- **Banking:** 5.8%
- **Insurance:** 4.5%
- **Hospital & Health Care:** 3.5%
- **Computer Software:** 3.4%
- **Marketing and Advertising:** 3.3%
- **Management Consulting:** 3.3%
- **Retail:** 2.9%
- **Other:** 43.6%

#### Plotly Dash Enterprise

- **Computer Software:** 16.7%
- **Consumer Electronics:** 5.6%
- **Retail:** 5.6%
- **Research:** 5.6%
- **Oil & Energy:** 5.6%
- **Information Technology and Services:** 5.6%
- **Accounting:** 2.8%
- **Automotive:** 2.8%
- **Biotechnology:** 2.8%
- **Education Management:** 2.8%
- **Other:** 44.4%

---
## Alternatives

### Alternatives to Microsoft Power BI Embedded

- [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1643 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1062 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3653 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [Logi Symphony](https://www.g2.com/products/logi-symphony/reviews) — 4.3/5 stars (421 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.2/5 stars (600 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)
- [IBM Cognos Analytics](https://www.g2.com/products/ibm-cognos-analytics/reviews) — 4.1/5 stars (461 reviews)
- [Yellowfin BI](https://www.g2.com/products/yellowfin-bi/reviews) — 4.4/5 stars (422 reviews)

### Alternatives to Amazon QuickSight

- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3653 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1643 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1062 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)
- [Oracle Analytics Cloud](https://www.g2.com/products/oracle-analytics-cloud/reviews) — 4.1/5 stars (333 reviews)
- [ThoughtSpot](https://www.g2.com/products/thoughtspot/reviews) — 4.4/5 stars (330 reviews)
- [IBM Cognos Analytics](https://www.g2.com/products/ibm-cognos-analytics/reviews) — 4.1/5 stars (461 reviews)
- [Metabase](https://www.g2.com/products/metabase/reviews) — 4.4/5 stars (146 reviews)

### Alternatives to Alteryx

- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3653 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (198 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 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 (783 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (754 reviews)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.2/5 stars (600 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)

### Alternatives to Plotly Dash Enterprise

- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3653 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1643 reviews)
- [Microsoft Power BI](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews) — 4.5/5 stars (1630 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (198 reviews)
- [Mode](https://www.g2.com/products/mode-mode/reviews) — 4.5/5 stars (330 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1062 reviews)
- [Metabase](https://www.g2.com/products/metabase/reviews) — 4.4/5 stars (146 reviews)

---
## Top Discussions

### Microsoft Power BI Embedded

- Title: [What is the difference between Power BI and Power BI embedded?](https://www.g2.com/discussions/what-is-the-difference-between-power-bi-and-power-bi-embedded) — 1 comment
  > **Top comment:** "Power BI is for folks who want to create and analyze reports directly in the Power BI service. It's user-friendly and great for in-house data visualization...."

### Amazon QuickSight

- Title: [What is Amazon QuickSight used for?](https://www.g2.com/discussions/what-is-amazon-quicksight-used-for) — 2 comments, 1 upvote
  > **Top comment:** "Amazon QuickSight is a business intelligence (BI) tool developed by Amazon Web Services (AWS). It is designed to help users analyze and visualize their data..."
- Title: [Is AWS QuickSight free?](https://www.g2.com/discussions/is-aws-quicksight-free) — 2 comments, 1 upvote
  > **Top comment:** "It's not free, but you can use it for free upto a certain limit for your understanding/demo/educationol purpose. "
- Title: [How does AWS QuickSight work?](https://www.g2.com/discussions/how-does-aws-quicksight-work) — 2 comments, 1 upvote
  > **Top comment:** "Not so user friendly"
- Title: [What is Amazon QuickSight?](https://www.g2.com/discussions/what-is-amazon-quicksight) — 2 comments, 1 upvote
  > **Top comment:** "Amazon QuickSight is the Data Visualisation tool provided by AWS. It integrates seamlessly with data sources like AWS Redshift, AWS Athena, MySQL, Terra Data..."
- Title: [What is new in QuickSight?](https://www.g2.com/discussions/what-is-new-in-quicksight) — 1 comment, 1 upvote
  > **Top comment:** "Amazon QuickSight has been upgraded to natural language querying through QuickSight Q, data stories powered by AI, and advanced paginated reporting..."

### 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) — 1 comment, 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) — 1 comment, 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."

### Plotly Dash Enterprise

- Title: [is dash being used as an official application by a big company?](https://www.g2.com/discussions/is-dash-being-used-as-an-official-application-by-a-big-company) — 1 comment, 1 upvote
  > **Top comment:** "Hi Nir, thanks for your question! Dash is used by Fortune 500 companies in numerous industries like pharma, finance, energy, manufacturing, HR, and retail...."
- Title: [So Dash is open-source?](https://www.g2.com/discussions/product-f91d256c-b6f1-4773-ae9e-c2202822070a) — 1 comment, 1 upvote
  > **Top comment:** "Dash is an open-core library, but Plotly also offers Dash Enterprise, which extends that core capability to make web apps more functional and easier to..."
- Title: [Does Dash have a GUI?](https://www.g2.com/discussions/product-5f07bbde-711e-4221-bfe0-4f4ac4f4684a) — 1 comment, 1 upvote
  > **Top comment:** "Hi there, yes Dash does! For easy styling, our GUI, Dash Enterprise Design Kit lets you easily arrange, style, and customize Dash apps so that they can be..."

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**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/microsoft-power-bi-embedded-vs-amazon-quicksight-vs-alteryx-vs-plotly-dash-enterprise)