# Microsoft Power BI Embedded, Plotly Dash Enterprise, Qlik Sense vs Spotfire Analytics Comparison

| | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Star Rating** | 4.4 out of 5 | 4.8 out of 5 | 4.4 out of 5 | 4.2 out of 5 | 
| **Total Reviews** | 109 | 36 | 928 | 362 | 
| **Largest Market Segment** | Mid-Market (40.6% of reviews) | Small-Business (47.2% of reviews) | Enterprise (44.1% of reviews) | Enterprise (51.6% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | $30 USD/user/month. Billed Annually.  | Free Trial | 

---
## 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)

### Plotly Dash Enterprise

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


### Qlik Sense

Pros:
- Ease of Use (55 reviews)
- Data Visualization (31 reviews)

Cons:
- Limited Features (17 reviews)
- Missing Features (16 reviews)

### Spotfire Analytics

Pros:
- Data Visualization (14 reviews)
- Ease of Use (14 reviews)

Cons:
- Learning Curve (8 reviews)
- Learning Difficulty (6 reviews)

---
## Ratings Comparison
| Rating | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
  | **Meets Requirements** | 8.9 (85 reviews) | 8.8 (30 reviews) | 8.5 (603 reviews) | 8.6 (283 reviews) | 
  | **Ease of Use** | 8.2 (86 reviews) | 8.4 (30 reviews) | 8.4 (612 reviews) | 8.1 (284 reviews) | 
  | **Ease of Setup** | 8.0 (31 reviews) | 8.9 (16 reviews) | 8.2 (334 reviews) | 7.7 (137 reviews) | 
  | **Ease of Admin** | 8.1 (25 reviews) | 8.3 (14 reviews) | 8.0 (332 reviews) | 7.8 (112 reviews) | 
  | **Quality of Support** | 8.5 (76 reviews) | 8.1 (27 reviews) | 8.0 (551 reviews) | 7.8 (248 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.2 (25 reviews) | 8.8 (12 reviews) | 8.5 (328 reviews) | 8.4 (111 reviews) | 
  | **Product Direction (% positive)** | 8.4 (85 reviews) | 8.8 (30 reviews) | 8.4 (583 reviews) | 7.9 (280 reviews) | 

---
## Pricing

### Microsoft Power BI Embedded

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### Plotly Dash Enterprise

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### Qlik Sense

#### Entry-Level Pricing

Plan: Qlik Sense® Business

Price: $30 USD/user/month. Billed Annually. 

Description: SaaS solution to operationalize analytics across groups and teams.



[Browse all 2 editions](https://www.g2.com/products/qlik-sense/pricing)

#### Free Trial

Yes

### Spotfire Analytics

#### Entry-Level Pricing

Plan: Spotfire Free Trial

Price: Free Trial

Description: Try Spotfire for yourself and visualize your data unlike ever before.
Spotfire is the most complete visual data science solution in the market. Take advantage of this data visualization free trial offer today, and see how easy it is to discover new insights from your data. 

Key Features:
- https://buy.spotfire.com/try/

[Browse all 2 editions](https://www.g2.com/products/spotfire-analytics/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | 8.7/10 | 68 |
| **Plotly Dash Enterprise** | 9.1/10 | 20 |
| **Qlik Sense** | 8.6/10 | 560 |
| **Spotfire Analytics** | 8.2/10 | 236 |

#### Reports

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Reports Interface** | 9.1 (68 reviews) ✓ Verified | 8.5 (12 reviews) ✓ Verified | 8.3 (421 reviews) ✓ Verified | 8.3 (192 reviews) ✓ Verified | 
| **Steps to Answer** | 8.4 (61 reviews) ✓ Verified | 7.9 (8 reviews) ✓ Verified | 8.3 (398 reviews) ✓ Verified | 7.9 (184 reviews) ✓ Verified | 
| **Graphs and Charts** | 9.4 (63 reviews) ✓ Verified | 9.4 (19 reviews) ✓ Verified | 8.5 (431 reviews) ✓ Verified | 8.8 (209 reviews) ✓ Verified | 
| **Score Cards** | 8.8 (59 reviews) ✓ Verified | 9.8 (8 reviews) ✓ Verified | 8.3 (335 reviews) ✓ Verified | 8.1 (170 reviews) ✓ Verified | 
| **Dashboards** | 9.3 (64 reviews) ✓ Verified | 8.8 (18 reviews) ✓ Verified | 8.8 (429 reviews) ✓ Verified | 8.7 (199 reviews) ✓ Verified | 

#### Self Service 

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Calculated Fields** | 8.9 (63 reviews) ✓ Verified | 9.0 (12 reviews) ✓ Verified | 8.4 (358 reviews) ✓ Verified | 8.5 (198 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.8 (64 reviews) ✓ Verified | 8.4 (17 reviews) ✓ Verified | 8.7 (414 reviews) ✓ Verified | 8.6 (204 reviews) ✓ Verified | 
| **Data Discovery** | 8.7 (62 reviews) ✓ Verified | 9.0 (15 reviews) ✓ Verified | 8.5 (403 reviews) ✓ Verified | 8.3 (186 reviews) ✓ Verified | 
| **Search** | 8.4 (53 reviews) | 8.5 (11 reviews) | 8.4 (396 reviews) ✓ Verified | 7.8 (179 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.4 (62 reviews) ✓ Verified | 8.5 (8 reviews) ✓ Verified | 7.9 (344 reviews) ✓ Verified | 7.8 (168 reviews) ✓ Verified | 
| **Automodeling** | Feature Not Available | 7.7 (5 reviews) ✓ Verified | 7.4 (305 reviews) ✓ Verified | 7.4 (140 reviews) ✓ Verified | 

#### Advanced Analytics

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Predictive Analytics** | Not enough data | 9.0 (8 reviews) ✓ Verified | 7.4 (235 reviews) ✓ Verified | 8.0 (156 reviews) ✓ Verified | 
| **Data Visualization** | Not enough data | 9.5 (14 reviews) ✓ Verified | 8.7 (408 reviews) ✓ Verified | 8.9 (203 reviews) ✓ Verified | 
| **Big Data Services** | Not enough data | 8.7 (9 reviews) ✓ Verified | 7.9 (298 reviews) ✓ Verified | 8.1 (156 reviews) ✓ Verified | 

#### Building Reports

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Transformation** | 8.8 (44 reviews) | Feature Not Available | 8.7 (253 reviews) ✓ Verified | 8.5 (113 reviews) ✓ Verified | 
| **Data Modeling** | 8.6 (47 reviews) ✓ Verified | 8.3 (6 reviews) ✓ Verified | 8.8 (247 reviews) ✓ Verified | 8.2 (105 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.4 (41 reviews) ✓ Verified | Not enough data | 8.1 (212 reviews) ✓ Verified | 8.0 (84 reviews) ✓ Verified | 
| **Integration APIs** | 8.5 (42 reviews) ✓ Verified | 8.3 (6 reviews) ✓ Verified | 8.0 (186 reviews) ✓ Verified | 8.0 (85 reviews) ✓ Verified | 

#### Platform

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **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 | 

### Data Visualization

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | N/A | N/A |
| **Plotly Dash Enterprise** | N/A | N/A |
| **Qlik Sense** | N/A | N/A |
| **Spotfire Analytics** | 8.3/10 | 233 |

#### Reports

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Reports Interface** | 9.1 (68 reviews) ✓ Verified | 8.5 (12 reviews) ✓ Verified | 8.3 (421 reviews) ✓ Verified | 8.3 (192 reviews) ✓ Verified | 
| **Steps to Answer** | 8.4 (61 reviews) ✓ Verified | 7.9 (8 reviews) ✓ Verified | 8.3 (398 reviews) ✓ Verified | 7.9 (184 reviews) ✓ Verified | 
| **Graphs and Charts** | 9.4 (63 reviews) ✓ Verified | 9.4 (19 reviews) ✓ Verified | 8.5 (431 reviews) ✓ Verified | 8.8 (209 reviews) ✓ Verified | 
| **Score Cards** | 8.8 (59 reviews) ✓ Verified | 9.8 (8 reviews) ✓ Verified | 8.3 (335 reviews) ✓ Verified | 8.1 (170 reviews) ✓ Verified | 
| **Dashboards** | 9.3 (64 reviews) ✓ Verified | 8.8 (18 reviews) ✓ Verified | 8.8 (429 reviews) ✓ Verified | 8.7 (199 reviews) ✓ Verified | 

#### Reports

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Reports Interface** | Not enough data | Not enough data | Not enough data | 8.6 (6 reviews) | 
| **Share Reports** | Not enough data | Not enough data | Not enough data | 8.1 (6 reviews) | 
| **Steps to Answer** | Not enough data | Not enough data | Not enough data | 7.8 (6 reviews) | 

#### Generative AI

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 8.3 (6 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 8.1 (6 reviews) | 

#### Visualization

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Graphs and Charts** | Not enough data | Not enough data | Not enough data | 8.1 (6 reviews) | 
| **Score Cards** | Not enough data | Not enough data | Not enough data | 8.3 (6 reviews) | 
| **Dashboards** | Not enough data | Not enough data | Not enough data | 8.3 (6 reviews) | 
| **Formats** | Not enough data | Not enough data | Not enough data | 8.3 (6 reviews) | 

#### Data Updates

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Historical Snapshots** | Not enough data | Not enough data | Not enough data | 8.3 (6 reviews) | 
| **Real-Time Updating** | Not enough data | Not enough data | Not enough data | 8.6 (6 reviews) | 

#### Collaboration

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Sharing** | Not enough data | Not enough data | Not enough data | 8.6 (7 reviews) | 
| **Co-Editing** | Not enough data | Not enough data | Not enough data | 7.3 (5 reviews) | 
| **Devices** | Not enough data | Not enough data | Not enough data | 8.1 (6 reviews) | 

#### Data Updates

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Historical Snapshots** | Not enough data | Not enough data | Not enough data | 8.3 (6 reviews) | 
| **Real-Time Updating** | Not enough data | Not enough data | Not enough data | 8.1 (6 reviews) | 
| **Email Reports** | Not enough data | Not enough data | Not enough data | 8.6 (6 reviews) | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | N/A | N/A |
| **Plotly Dash Enterprise** | 8.8/10 | 20 |
| **Qlik Sense** | 8.3/10 | 581 |
| **Spotfire Analytics** | 8.2/10 | 236 |

#### Reports

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Reports Interface** | 9.1 (68 reviews) ✓ Verified | 8.5 (12 reviews) ✓ Verified | 8.3 (421 reviews) ✓ Verified | 8.3 (192 reviews) ✓ Verified | 
| **Steps to Answer** | 8.4 (61 reviews) ✓ Verified | 7.9 (8 reviews) ✓ Verified | 8.3 (398 reviews) ✓ Verified | 7.9 (184 reviews) ✓ Verified | 
| **Graphs and Charts** | 9.4 (63 reviews) ✓ Verified | 9.4 (19 reviews) ✓ Verified | 8.5 (431 reviews) ✓ Verified | 8.8 (209 reviews) ✓ Verified | 
| **Score Cards** | 8.8 (59 reviews) ✓ Verified | 9.8 (8 reviews) ✓ Verified | 8.3 (335 reviews) ✓ Verified | 8.1 (170 reviews) ✓ Verified | 
| **Dashboards** | 9.3 (64 reviews) ✓ Verified | 8.8 (18 reviews) ✓ Verified | 8.8 (429 reviews) ✓ Verified | 8.7 (199 reviews) ✓ Verified | 

#### Data Preparation

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Connectors** | Not enough data | Not enough data | 8.6 (203 reviews) ✓ Verified | 8.4 (71 reviews) ✓ Verified | 
| **Data Governance** | Not enough data | Not enough data | 8.4 (187 reviews) ✓ Verified | 7.8 (65 reviews) ✓ Verified | 

#### Data Modeling and Blending

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Querying** | Not enough data | Not enough data | 8.9 (226 reviews) ✓ Verified | 8.5 (77 reviews) ✓ Verified | 
| **Data Filtering** | Not enough data | Not enough data | 9.2 (230 reviews) ✓ Verified | 8.4 (81 reviews) ✓ Verified | 
| **Data Blending** | Not enough data | Not enough data | 8.9 (224 reviews) ✓ Verified | 8.4 (75 reviews) ✓ Verified | 

#### Generative AI

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 7.3 (28 reviews) | 7.4 (31 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 7.3 (29 reviews) | 7.1 (32 reviews) | 

#### Agentic AI - Analytics Platforms

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 8.0 (5 reviews) | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 8.3 (5 reviews) | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 8.7 (5 reviews) | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 7.0 (5 reviews) | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 6.3 (5 reviews) | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 8.0 (5 reviews) | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 8.7 (5 reviews) | Not enough data | 

#### Self Service 

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Calculated Fields** | 8.9 (63 reviews) ✓ Verified | 9.0 (12 reviews) ✓ Verified | 8.4 (358 reviews) ✓ Verified | 8.5 (198 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.8 (64 reviews) ✓ Verified | 8.4 (17 reviews) ✓ Verified | 8.7 (414 reviews) ✓ Verified | 8.6 (204 reviews) ✓ Verified | 
| **Data Discovery** | 8.7 (62 reviews) ✓ Verified | 9.0 (15 reviews) ✓ Verified | 8.5 (403 reviews) ✓ Verified | 8.3 (186 reviews) ✓ Verified | 
| **Search** | 8.4 (53 reviews) | 8.5 (11 reviews) | 8.4 (396 reviews) ✓ Verified | 7.8 (179 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.4 (62 reviews) ✓ Verified | 8.5 (8 reviews) ✓ Verified | 7.9 (344 reviews) ✓ Verified | 7.8 (168 reviews) ✓ Verified | 
| **Automodeling** | Feature Not Available | 7.7 (5 reviews) ✓ Verified | 7.4 (305 reviews) ✓ Verified | 7.4 (140 reviews) ✓ Verified | 

#### Deployment & Integration - Analytics Platforms

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **No-code Dashboard Builder** | Not enough data | Not enough data | 8.0 (5 reviews) | Not enough data | 
| **Report Scheduling and Automation** | Not enough data | Not enough data | 8.7 (5 reviews) | Not enough data | 
| **Embedded Analytics and White-labeling** | Not enough data | Not enough data | 9.0 (5 reviews) | Not enough data | 
| **Data Source Connectivity** | Not enough data | Not enough data | 9.7 (6 reviews) | Not enough data | 

#### Advanced Analytics

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Predictive Analytics** | Not enough data | 9.0 (8 reviews) ✓ Verified | 7.4 (235 reviews) ✓ Verified | 8.0 (156 reviews) ✓ Verified | 
| **Data Visualization** | Not enough data | 9.5 (14 reviews) ✓ Verified | 8.7 (408 reviews) ✓ Verified | 8.9 (203 reviews) ✓ Verified | 
| **Big Data Services** | Not enough data | 8.7 (9 reviews) ✓ Verified | 7.9 (298 reviews) ✓ Verified | 8.1 (156 reviews) ✓ Verified | 

#### Performance & Scalability - Analytics Platforms

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Large data handling and Query Speed** | Not enough data | Not enough data | 9.0 (8 reviews) | Not enough data | 
| **Concurrent User Support** | Not enough data | Not enough data | 9.7 (5 reviews) | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Modeling and Governance** | Not enough data | Not enough data | 9.7 (5 reviews) | Not enough data | 
| **Notebook and Script Integration** | Not enough data | Not enough data | 8.0 (5 reviews) | Not enough data | 
| **Built-in Predictive and Statistical Models** | Not enough data | Not enough data | 8.0 (5 reviews) | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | Not enough data | 7.0 (5 reviews) | Not enough data | 
| **Natural Language Queries** | Not enough data | Not enough data | 8.3 (5 reviews) | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | Not enough data | 7.0 (5 reviews) | Not enough data | 
| **AI Agents for Analytical Follow-ups** | Not enough data | Not enough data | 7.0 (5 reviews) | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | Not enough data | Not enough data | 9.3 (5 reviews) | Not enough data | 
| **Role-based Insight Personalization** | Not enough data | Not enough data | 9.3 (5 reviews) | Not enough data | 
| **Conversational and Prompt-based Analytics** | Not enough data | Not enough data | 7.0 (5 reviews) | Not enough data | 

#### Building Reports

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Transformation** | 8.8 (44 reviews) | Feature Not Available | 8.7 (253 reviews) ✓ Verified | 8.5 (113 reviews) ✓ Verified | 
| **Data Modeling** | 8.6 (47 reviews) ✓ Verified | 8.3 (6 reviews) ✓ Verified | 8.8 (247 reviews) ✓ Verified | 8.2 (105 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.4 (41 reviews) ✓ Verified | Not enough data | 8.1 (212 reviews) ✓ Verified | 8.0 (84 reviews) ✓ Verified | 
| **Integration APIs** | 8.5 (42 reviews) ✓ Verified | 8.3 (6 reviews) ✓ Verified | 8.0 (186 reviews) ✓ Verified | 8.0 (85 reviews) ✓ Verified | 

### Embedded Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | 8.8/10 | 68 |
| **Plotly Dash Enterprise** | 9.0/10 | 20 |
| **Qlik Sense** | 8.6/10 | 560 |
| **Spotfire Analytics** | 8.1/10 | 236 |

#### Reports

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Reports Interface** | 9.1 (68 reviews) ✓ Verified | 8.5 (12 reviews) ✓ Verified | 8.3 (421 reviews) ✓ Verified | 8.3 (192 reviews) ✓ Verified | 
| **Steps to Answer** | 8.4 (61 reviews) ✓ Verified | 7.9 (8 reviews) ✓ Verified | 8.3 (398 reviews) ✓ Verified | 7.9 (184 reviews) ✓ Verified | 
| **Graphs and Charts** | 9.4 (63 reviews) ✓ Verified | 9.4 (19 reviews) ✓ Verified | 8.5 (431 reviews) ✓ Verified | 8.8 (209 reviews) ✓ Verified | 
| **Score Cards** | 8.8 (59 reviews) ✓ Verified | 9.8 (8 reviews) ✓ Verified | 8.3 (335 reviews) ✓ Verified | 8.1 (170 reviews) ✓ Verified | 
| **Dashboards** | 9.3 (64 reviews) ✓ Verified | 8.8 (18 reviews) ✓ Verified | 8.8 (429 reviews) ✓ Verified | 8.7 (199 reviews) ✓ Verified | 

#### Self Service 

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Calculated Fields** | 8.9 (63 reviews) ✓ Verified | 9.0 (12 reviews) ✓ Verified | 8.4 (358 reviews) ✓ Verified | 8.5 (198 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.8 (64 reviews) ✓ Verified | 8.4 (17 reviews) ✓ Verified | 8.7 (414 reviews) ✓ Verified | 8.6 (204 reviews) ✓ Verified | 
| **Data Discovery** | 8.7 (62 reviews) ✓ Verified | 9.0 (15 reviews) ✓ Verified | 8.5 (403 reviews) ✓ Verified | 8.3 (186 reviews) ✓ Verified | 
| **Search** | 8.4 (53 reviews) | 8.5 (11 reviews) | 8.4 (396 reviews) ✓ Verified | 7.8 (179 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.4 (62 reviews) ✓ Verified | 8.5 (8 reviews) ✓ Verified | 7.9 (344 reviews) ✓ Verified | 7.8 (168 reviews) ✓ Verified | 
| **Automodeling** | Feature Not Available | 7.7 (5 reviews) ✓ Verified | 7.4 (305 reviews) ✓ Verified | 7.4 (140 reviews) ✓ Verified | 

#### Building Reports

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Transformation** | 8.8 (44 reviews) | Feature Not Available | 8.7 (253 reviews) ✓ Verified | 8.5 (113 reviews) ✓ Verified | 
| **Data Modeling** | 8.6 (47 reviews) ✓ Verified | 8.3 (6 reviews) ✓ Verified | 8.8 (247 reviews) ✓ Verified | 8.2 (105 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.4 (41 reviews) ✓ Verified | Not enough data | 8.1 (212 reviews) ✓ Verified | 8.0 (84 reviews) ✓ Verified | 
| **Integration APIs** | 8.5 (42 reviews) ✓ Verified | 8.3 (6 reviews) ✓ Verified | 8.0 (186 reviews) ✓ Verified | 8.0 (85 reviews) ✓ Verified | 

### Location Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | N/A | N/A |
| **Plotly Dash Enterprise** | N/A | N/A |
| **Qlik Sense** | 9.0/10 | 120 |
| **Spotfire Analytics** | N/A | N/A |

#### Cartography

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Map Design** | Not enough data | Not enough data | 8.8 (62 reviews) | Not enough data | 
| **Vector Mapping ** | Not enough data | Not enough data | 8.8 (55 reviews) | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 9.4 (65 reviews) | Not enough data | 
| **Overlaying** | Not enough data | Not enough data | 9.1 (56 reviews) | Not enough data | 

#### Analysis

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Predictive Analysis** | Not enough data | Not enough data | 8.8 (56 reviews) | Not enough data | 
| **Distance Analysis ** | Not enough data | Not enough data | 8.9 (56 reviews) | Not enough data | 
| **Spatial Analysis** | Not enough data | Not enough data | 8.9 (56 reviews) | Not enough data | 
| **Data Stream** | Not enough data | Not enough data | 9.0 (58 reviews) | Not enough data | 

#### Reporting

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | 9.3 (76 reviews) | Not enough data | 
| **WYSIWYG Design** | Not enough data | Not enough data | 9.0 (67 reviews) | Not enough data | 
| **API Integrations** | Not enough data | Not enough data | 9.0 (65 reviews) | Not enough data | 

### Data Preparation

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | N/A | N/A |
| **Plotly Dash Enterprise** | N/A | N/A |
| **Qlik Sense** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |

#### Data Source Access

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Breadth of Data Sources** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Ease of Data Connectivity** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **API Connectivity** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Data Interaction

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Profiling and Classification** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Metadata Management** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Data Joining** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Data Quality and Cleansing** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Data Sharing** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Data Governance** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Data Exporting

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Breadth of Integrations** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Ease of Integrations** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Data Workflows** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | Not enough data | 

### Data Virtualization

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | N/A | N/A |
| **Plotly Dash Enterprise** | N/A | N/A |
| **Qlik Sense** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |

#### Administration

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Database Management** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Access Control** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Data Security** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Federation

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Architecture** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Provisioning** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Orchestration** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **API / Integrations** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Transformation

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Visualization** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Application Performance** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | Not enough data | Not enough data | 

### Statistical Analysis

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | N/A | N/A |
| **Plotly Dash Enterprise** | N/A | N/A |
| **Qlik Sense** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |

#### Administration

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Quality Control** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Data Sampling** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Collaboration** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Capabilities

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Visualization** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Survival Analysis** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Risk Data Attributes** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Cost Analysis** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Methodology

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **ANOVA Support** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Regression** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Time Series Analysis** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | 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 |
| **Plotly Dash Enterprise** | N/A | N/A |
| **Qlik Sense** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |

#### System

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Model Development

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **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 | 
| **Model Training** | Not enough data | Not enough data | Not enough data | Feature Not Available | 

#### Model Development

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Feature Engineering** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Computer Vision** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Natural Language Generation** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Artificial Neural Networks** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Natural Language Understanding** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Deep Learning** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Deployment

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Managed Service** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Application** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **AI Text-to-Image** | Not enough data | Not enough data | Not enough data | Not enough data | 

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

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **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 | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | N/A | N/A |
| **Plotly Dash Enterprise** | N/A | N/A |
| **Qlik Sense** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |

#### Integration - Machine Learning

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Integration** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Learning - Machine Learning

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **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 | 

### AWS Marketplace

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | N/A | N/A |
| **Plotly Dash Enterprise** | N/A | N/A |
| **Qlik Sense** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |

#### Agentic AI - AWS Marketplace

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **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 | 

### Productivity Bots

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | N/A | N/A |
| **Plotly Dash Enterprise** | N/A | N/A |
| **Qlik Sense** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |

#### Agentic AI - Productivity Bots

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Autonomous Task Execution** | 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 | 
| **Decision Making** | 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 |
| **Plotly Dash Enterprise** | 9.2/10 | 13 |
| **Qlik Sense** | 8.8/10 | 127 |
| **Spotfire Analytics** | 8.5/10 | 13 |

#### Statistical Tool

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Scripting** | Not enough data | 9.1 (11 reviews) | 8.8 (71 reviews) | 6.9 (6 reviews) | 
| **Data Mining** | Not enough data | 8.8 (8 reviews) | 8.7 (66 reviews) | 8.6 (7 reviews) | 
| **Algorithms** | Not enough data | 9.2 (6 reviews) | 8.3 (68 reviews) | Not enough data | 

#### Data Analysis

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Analysis** | Not enough data | 9.5 (11 reviews) | 9.2 (69 reviews) | 8.9 (9 reviews) | 
| **Data Interaction** | Not enough data | 9.5 (11 reviews) | 9.2 (72 reviews) | 8.9 (9 reviews) | 

#### Decision Making

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Modeling** | Not enough data | 9.4 (8 reviews) | 8.9 (76 reviews) | 8.3 (8 reviews) | 
| **Data Visualizations** | Not enough data | 9.8 (9 reviews) | 9.2 (79 reviews) | 9.0 (8 reviews) | 
| **Report Generation** | Not enough data | 9.0 (10 reviews) | 8.8 (77 reviews) | 9.5 (10 reviews) | 
| **Data Unification** | Not enough data | 8.3 (9 reviews) | 9.0 (77 reviews) | 7.9 (8 reviews) | 

#### Generative AI

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 8.5 (9 reviews) | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 8.3 (9 reviews) | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | N/A | N/A |
| **Plotly Dash Enterprise** | N/A | N/A |
| **Qlik Sense** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |

#### Data Transformation

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Real-Time Analytics** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Data Querying** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Connectivity

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Hadoop Integration** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Spark Integration** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Multi-Source Analysis** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Data Lake** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Operations

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Visualization** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Data Workflow** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Governed Discovery** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Embedded Analytics** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Notebooks** | Not enough data | Not enough data | Not enough data | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI Embedded** | N/A | N/A |
| **Plotly Dash Enterprise** | N/A | N/A |
| **Qlik Sense** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |

#### Building Reports

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Transformation** | 8.8 (44 reviews) | Feature Not Available | 8.7 (253 reviews) ✓ Verified | 8.5 (113 reviews) ✓ Verified | 
| **Data Modeling** | 8.6 (47 reviews) ✓ Verified | 8.3 (6 reviews) ✓ Verified | 8.8 (247 reviews) ✓ Verified | 8.2 (105 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.4 (41 reviews) ✓ Verified | Not enough data | 8.1 (212 reviews) ✓ Verified | 8.0 (84 reviews) ✓ Verified | 
| **Integration APIs** | 8.5 (42 reviews) ✓ Verified | 8.3 (6 reviews) ✓ Verified | 8.0 (186 reviews) ✓ Verified | 8.0 (85 reviews) ✓ Verified | 

#### Platform

| Feature | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **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
**Shared Categories (1):** [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence)


**Unique to Plotly Dash Enterprise (4):** [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)

**Unique to Qlik Sense (5):** [Location Intelligence Software](https://www.g2.com/categories/location-intelligence), [Productivity Bots Software](https://www.g2.com/categories/productivity-bots), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Data Preparation Software](https://www.g2.com/categories/data-preparation)

**Unique to Spotfire Analytics (9):** [Stream Analytics Software](https://www.g2.com/categories/stream-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), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Data Visualization Tools](https://www.g2.com/categories/data-visualization-tools), [Data Virtualization Software](https://www.g2.com/categories/data-virtualization), [Machine Learning Software](https://www.g2.com/categories/machine-learning), [Statistical Analysis Software](https://www.g2.com/categories/statistical-analysis), [AWS Marketplace Software](https://www.g2.com/categories/aws-marketplace)


---
## Reviewer Demographics

### By Company Size

| Segment | Microsoft Power BI Embedded | Plotly Dash Enterprise | Qlik Sense | Spotfire Analytics | 
|---|---|---|---|---|
| **Small-Business** | 23.6% | 47.2% | 14.4% | 23.0% | 
| **Mid-Market** | 40.6% | 22.2% | 41.5% | 25.5% | 
| **Enterprise** | 35.8% | 30.6% | 44.1% | 51.6% | 

### 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%

#### 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%

#### Qlik Sense

- **Information Technology and Services:** 10.9%
- **Computer Software:** 6.5%
- **Financial Services:** 5.8%
- **Hospital & Health Care:** 5.7%
- **Retail:** 5.2%
- **Insurance:** 4.6%
- **Pharmaceuticals:** 3.4%
- **Banking:** 3.0%
- **Marketing and Advertising:** 2.6%
- **Automotive:** 2.4%
- **Other:** 49.8%

#### Spotfire Analytics

- **Oil & Energy:** 21.4%
- **Information Technology and Services:** 10.1%
- **Pharmaceuticals:** 5.2%
- **Education Management:** 4.6%
- **Financial Services:** 4.3%
- **Biotechnology:** 3.1%
- **Computer Software:** 3.1%
- **Semiconductors:** 2.4%
- **Research:** 2.4%
- **Accounting:** 2.1%
- **Other:** 41.3%

---
## 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 (3654 reviews)
- [Amazon QuickSight](https://www.g2.com/products/amazon-quicksight/reviews) — 4.3/5 stars (692 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 Plotly Dash Enterprise

- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3654 reviews)
- [Amazon QuickSight](https://www.g2.com/products/amazon-quicksight/reviews) — 4.3/5 stars (692 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)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (810 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)

### Alternatives to Qlik Sense

- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3654 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (810 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Amazon QuickSight](https://www.g2.com/products/amazon-quicksight/reviews) — 4.3/5 stars (692 reviews)
- [IBM Cognos Analytics](https://www.g2.com/products/ibm-cognos-analytics/reviews) — 4.1/5 stars (461 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)
- [SAP Analytics Cloud](https://www.g2.com/products/sap-analytics-cloud/reviews) — 4.2/5 stars (908 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)
- [ThoughtSpot](https://www.g2.com/products/thoughtspot/reviews) — 4.4/5 stars (330 reviews)

### Alternatives to Spotfire Analytics

- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (810 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)
- [IBM Cognos Analytics](https://www.g2.com/products/ibm-cognos-analytics/reviews) — 4.1/5 stars (461 reviews)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.2/5 stars (600 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3654 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)
- [JMP](https://www.g2.com/products/jmp/reviews) — 4.5/5 stars (213 reviews)
- [Oracle Analytics Cloud](https://www.g2.com/products/oracle-analytics-cloud/reviews) — 4.1/5 stars (333 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...."

### 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..."

### Qlik Sense

- Title: [Do you recommend switching to Qliksense?](https://www.g2.com/discussions/50383-do-you-recommend-switching-to-qliksense) — 3 comments, 1 upvote
  > **Top comment:** "Qliksense is pretty decent tool when it comes to Data Visualization and its script editor feature gives the developer the liberty on data manipulation."
- Title: [What is the difference between QlikView and qlik sense?](https://www.g2.com/discussions/what-is-the-difference-between-qlikview-and-qlik-sense) — 1 comment
  > **Top comment:** "2 separate but similar tools from the same vendor with the same purpose . Sense is the younger product, has better optics and is the future technology strategy."
- Title: [Is qlik sense good?](https://www.g2.com/discussions/is-qlik-sense-good) — 1 comment
  > **Top comment:** "Yes"
- Title: [What can qlik sense do?](https://www.g2.com/discussions/what-can-qlik-sense-do) — 1 comment
  > **Top comment:** "Qliksense can convert your data into Insights."
- Title: [¿What is been the biggest challenge, you have presente to date?](https://www.g2.com/discussions/what-is-been-the-biggest-challenge-you-have-presente-to-date) — 1 comment, 1 upvote
  > **Top comment:** "To join all data in a single large dataset"

### Spotfire Analytics

- Title: [Is Tibco Spotfire free?](https://www.g2.com/discussions/is-tibco-spotfire-free) — 2 comments
  > **Top comment:** "No"
- Title: [What is TIBCO Spotfire used for?](https://www.g2.com/discussions/what-is-tibco-spotfire-used-for) — 1 comment *(includes official response)*
  > **Top comment:** "Spotfire is a visual data science platform with powerful self-service analytics and data visualization capabilities that empowers decision-makers to analyze..."
- Title: [What is most like Tibco Spotfire?](https://www.g2.com/discussions/what-is-most-like-tibco-spotfire) — 1 comment
  > **Top comment:** "TIBCO Spotfire provides excellent visualization and reporting capability as a BI tool. It enables connections to various data sources and advanced..."
- Title: [What's New In Tibco Spotfire?](https://www.g2.com/discussions/what-s-new-in-tibco-spotfire) — 1 comment *(includes official response)*
  > **Top comment:** "If you want to see the latest in Spotfire, you can check out our "What's New" page on the Spotfire community:..."

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**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/microsoft-power-bi-embedded-vs-plotly-dash-enterprise-vs-qlik-sense-vs-spotfire-analytics)