# Microsoft Power BI, KNIME, Minitab Statistical Software vs Looker Comparison

| | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Star Rating** | 4.5 out of 5 | 4.4 out of 5 | 4.6 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 1,636 | 84 | 225 | 1,644 | 
| **Largest Market Segment** | Enterprise (42.3% of reviews) | Enterprise (42.7% of reviews) | Enterprise (47.6% of reviews) | Mid-Market (60.6% of reviews) | 
| **Entry Level Price** | Free 1 User | Free | No pricing available | No pricing available | 

---
## Top Pros & Cons

### Microsoft Power BI

Pros:
- Ease of Use (137 reviews)
- Data Visualization (125 reviews)

Cons:
- Learning Curve (75 reviews)
- Slow Performance (65 reviews)

### KNIME

Pros:
- Ease of Use (7 reviews)
- Coding Ease (4 reviews)

Cons:
- Learning Difficulty (3 reviews)
- Memory Usage (3 reviews)

### Minitab Statistical Software

Pros:
- Ease of Use (63 reviews)
- Data Analysis (54 reviews)

Cons:
- Expensive (23 reviews)
- Learning Curve (22 reviews)

### Looker

Pros:
- Ease of Use (108 reviews)
- Insights (64 reviews)

Cons:
- Learning Curve (52 reviews)
- Learning Difficulty (38 reviews)

---
## Ratings Comparison
| Rating | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
  | **Meets Requirements** | 9.0 (1305 reviews) | 8.6 (74 reviews) | 9.0 (194 reviews) | 8.7 (1129 reviews) | 
  | **Ease of Use** | 8.5 (1332 reviews) | 8.3 (74 reviews) | 8.7 (199 reviews) | 8.3 (1135 reviews) | 
  | **Ease of Setup** | 8.8 (763 reviews) | 8.1 (31 reviews) | 8.7 (107 reviews) | 8.3 (611 reviews) | 
  | **Ease of Admin** | 8.5 (420 reviews) | 7.9 (16 reviews) | 8.4 (45 reviews) | 8.3 (430 reviews) | 
  | **Quality of Support** | 8.5 (1158 reviews) | 8.2 (66 reviews) | 8.8 (165 reviews) | 8.6 (964 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.8 (401 reviews) | 8.1 (14 reviews) | 8.6 (48 reviews) | 8.9 (409 reviews) | 
  | **Product Direction (% positive)** | 9.3 (1267 reviews) | 8.5 (72 reviews) | 8.7 (192 reviews) | 8.7 (1057 reviews) | 

---
## Pricing

### Microsoft Power BI

#### Entry-Level Pricing

Plan: Power BI in Microsoft Fabric

Price: Free 1 User

Description: Power BI in Microsoft Fabric

Key Features:
- Sign Up for A Fabric Account

[Browse all 3 editions](https://www.g2.com/products/microsoft-microsoft-power-bi/pricing)

#### Free Trial

Yes

### KNIME

#### Entry-Level Pricing

Plan: KNIME Analytics Platform

Price: Free

Description: Build and run workflows locally on your desktop

Key Features:
- Connect to 300+ data sources and services
- Process & analyze data of any size or type — numerical, categorical, text, images, time-series, or even molecule or network data
- Perform analytics of any complexity — from simple analytics to statistical analysis to leveraging machine learning and GenAI

[Browse all 4 editions](https://www.g2.com/products/knime-analytics-platform/pricing)

#### Free Trial

Yes

### Minitab Statistical Software

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Looker

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI** | 9.0/10 | 1252 |
| **KNIME** | N/A | N/A |
| **Minitab Statistical Software** | N/A | N/A |
| **Looker** | 8.3/10 | 781 |

#### Reports

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Reports Interface** | 8.9 (1084 reviews) ✓ Verified | 8.2 (17 reviews) | Not enough data | 8.6 (681 reviews) ✓ Verified | 
| **Steps to Answer** | 8.4 (974 reviews) ✓ Verified | 8.3 (17 reviews) | Not enough data | 8.2 (620 reviews) ✓ Verified | 
| **Graphs and Charts** | 9.1 (1079 reviews) ✓ Verified | 8.3 (18 reviews) | Not enough data | 8.2 (675 reviews) ✓ Verified | 
| **Score Cards** | 8.8 (692 reviews) | 8.2 (16 reviews) | Not enough data | 8.3 (530 reviews) ✓ Verified | 
| **Dashboards** | 9.1 (1076 reviews) ✓ Verified | 8.2 (16 reviews) | Not enough data | 8.7 (676 reviews) ✓ Verified | 

#### Self Service 

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Calculated Fields** | 8.6 (910 reviews) | 8.8 (17 reviews) | Not enough data | 8.4 (626 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.9 (900 reviews) | 9.1 (17 reviews) | Not enough data | 8.6 (648 reviews) ✓ Verified | 
| **Data Discovery** | 8.7 (983 reviews) ✓ Verified | 8.7 (17 reviews) | Not enough data | 8.4 (616 reviews) ✓ Verified | 
| **Search** | 8.5 (857 reviews) | 8.2 (16 reviews) | Not enough data | 8.1 (617 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.4 (974 reviews) ✓ Verified | 7.5 (17 reviews) | Not enough data | 8.4 (594 reviews) ✓ Verified | 
| **Automodeling** | 8.2 (883 reviews) ✓ Verified | 8.7 (17 reviews) | Not enough data | 7.7 (503 reviews) ✓ Verified | 

#### Advanced Analytics

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Predictive Analytics** | 8.3 (743 reviews) ✓ Verified | 9.4 (17 reviews) | Not enough data | 7.6 (430 reviews) ✓ Verified | 
| **Data Visualization** | 9.2 (1071 reviews) ✓ Verified | 8.2 (18 reviews) | Not enough data | 8.4 (646 reviews) ✓ Verified | 
| **Big Data Services** | 8.4 (767 reviews) ✓ Verified | 7.9 (17 reviews) | Not enough data | 8.0 (518 reviews) ✓ Verified | 

#### Building Reports

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Data Transformation** | 8.8 (589 reviews) ✓ Verified | Not enough data | Not enough data | 8.3 (386 reviews) ✓ Verified | 
| **Data Modeling** | 8.7 (595 reviews) ✓ Verified | Not enough data | Not enough data | 8.3 (404 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.5 (517 reviews) ✓ Verified | Not enough data | Not enough data | 8.0 (358 reviews) ✓ Verified | 
| **Integration APIs** | 8.5 (506 reviews) ✓ Verified | Not enough data | Not enough data | 8.1 (332 reviews) ✓ Verified | 

#### Platform

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **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** | N/A | N/A |
| **KNIME** | N/A | N/A |
| **Minitab Statistical Software** | N/A | N/A |
| **Looker** | 8.2/10 | 747 |

#### Reports

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Reports Interface** | 8.9 (1084 reviews) ✓ Verified | 8.2 (17 reviews) | Not enough data | 8.6 (681 reviews) ✓ Verified | 
| **Steps to Answer** | 8.4 (974 reviews) ✓ Verified | 8.3 (17 reviews) | Not enough data | 8.2 (620 reviews) ✓ Verified | 
| **Graphs and Charts** | 9.1 (1079 reviews) ✓ Verified | 8.3 (18 reviews) | Not enough data | 8.2 (675 reviews) ✓ Verified | 
| **Score Cards** | 8.8 (692 reviews) | 8.2 (16 reviews) | Not enough data | 8.3 (530 reviews) ✓ Verified | 
| **Dashboards** | 9.1 (1076 reviews) ✓ Verified | 8.2 (16 reviews) | Not enough data | 8.7 (676 reviews) ✓ Verified | 

#### Reports

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Reports Interface** | Not enough data | Not enough data | Not enough data | 8.5 (112 reviews) | 
| **Share Reports** | Not enough data | Not enough data | Not enough data | 8.5 (109 reviews) | 
| **Steps to Answer** | Not enough data | Not enough data | Not enough data | 8.0 (103 reviews) | 

#### Generative AI

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 7.0 (100 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 7.1 (100 reviews) | 

#### Visualization

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Graphs and Charts** | Not enough data | Not enough data | Not enough data | 8.5 (116 reviews) | 
| **Score Cards** | Not enough data | Not enough data | Not enough data | 8.4 (111 reviews) | 
| **Dashboards** | Not enough data | Not enough data | Not enough data | 8.7 (116 reviews) | 
| **Formats** | Not enough data | Not enough data | Not enough data | 8.3 (109 reviews) | 

#### Data Updates

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Historical Snapshots** | Not enough data | Not enough data | Not enough data | 8.1 (107 reviews) | 
| **Real-Time Updating** | Not enough data | Not enough data | Not enough data | 8.3 (107 reviews) | 

#### Collaboration

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Sharing** | Not enough data | Not enough data | Not enough data | 8.4 (109 reviews) | 
| **Co-Editing** | Not enough data | Not enough data | Not enough data | 8.0 (106 reviews) | 
| **Devices** | Not enough data | Not enough data | Not enough data | 8.0 (102 reviews) | 

#### Data Updates

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Historical Snapshots** | Not enough data | Not enough data | Not enough data | 7.8 (137 reviews) | 
| **Real-Time Updating** | Not enough data | Not enough data | Not enough data | 8.0 (143 reviews) | 
| **Email Reports** | Not enough data | Not enough data | Not enough data | 8.5 (145 reviews) | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI** | 8.5/10 | 1266 |
| **KNIME** | N/A | N/A |
| **Minitab Statistical Software** | N/A | N/A |
| **Looker** | 7.9/10 | 803 |

#### Reports

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Reports Interface** | 8.9 (1084 reviews) ✓ Verified | 8.2 (17 reviews) | Not enough data | 8.6 (681 reviews) ✓ Verified | 
| **Steps to Answer** | 8.4 (974 reviews) ✓ Verified | 8.3 (17 reviews) | Not enough data | 8.2 (620 reviews) ✓ Verified | 
| **Graphs and Charts** | 9.1 (1079 reviews) ✓ Verified | 8.3 (18 reviews) | Not enough data | 8.2 (675 reviews) ✓ Verified | 
| **Score Cards** | 8.8 (692 reviews) | 8.2 (16 reviews) | Not enough data | 8.3 (530 reviews) ✓ Verified | 
| **Dashboards** | 9.1 (1076 reviews) ✓ Verified | 8.2 (16 reviews) | Not enough data | 8.7 (676 reviews) ✓ Verified | 

#### Data Preparation

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Connectors** | 9.0 (688 reviews) ✓ Verified | Not enough data | Not enough data | 8.3 (293 reviews) ✓ Verified | 
| **Data Governance** | 8.8 (628 reviews) ✓ Verified | Not enough data | Not enough data | 8.3 (264 reviews) ✓ Verified | 

#### Data Modeling and Blending

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Data Querying** | 8.9 (659 reviews) ✓ Verified | Not enough data | Not enough data | 8.5 (313 reviews) ✓ Verified | 
| **Data Filtering** | 9.1 (674 reviews) ✓ Verified | Not enough data | Not enough data | 8.7 (334 reviews) ✓ Verified | 
| **Data Blending** | 8.8 (687 reviews) ✓ Verified | Not enough data | Not enough data | 8.4 (310 reviews) ✓ Verified | 

#### Generative AI

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **AI Text Generation** | 7.7 (305 reviews) | Not enough data | Not enough data | 7.1 (88 reviews) | 
| **AI Text Summarization** | 7.7 (304 reviews) | Not enough data | Not enough data | 7.1 (86 reviews) | 

#### Agentic AI - Analytics Platforms

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Autonomous Task Execution** | 7.6 (147 reviews) | Not enough data | Not enough data | 7.2 (40 reviews) | 
| **Multi-step Planning** | 8.0 (150 reviews) | Not enough data | Not enough data | 7.4 (39 reviews) | 
| **Cross-system Integration** | 8.4 (152 reviews) | Not enough data | Not enough data | 7.3 (40 reviews) | 
| **Adaptive Learning** | 8.2 (150 reviews) | Not enough data | Not enough data | 7.1 (40 reviews) | 
| **Natural Language Interaction** | 7.9 (150 reviews) | Not enough data | Not enough data | 7.3 (40 reviews) | 
| **Proactive Assistance** | 8.1 (148 reviews) | Not enough data | Not enough data | 7.4 (39 reviews) | 
| **Decision Making** | 8.5 (155 reviews) | Not enough data | Not enough data | 7.8 (40 reviews) | 

#### Self Service 

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Calculated Fields** | 8.6 (910 reviews) | 8.8 (17 reviews) | Not enough data | 8.4 (626 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.9 (900 reviews) | 9.1 (17 reviews) | Not enough data | 8.6 (648 reviews) ✓ Verified | 
| **Data Discovery** | 8.7 (983 reviews) ✓ Verified | 8.7 (17 reviews) | Not enough data | 8.4 (616 reviews) ✓ Verified | 
| **Search** | 8.5 (857 reviews) | 8.2 (16 reviews) | Not enough data | 8.1 (617 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.4 (974 reviews) ✓ Verified | 7.5 (17 reviews) | Not enough data | 8.4 (594 reviews) ✓ Verified | 
| **Automodeling** | 8.2 (883 reviews) ✓ Verified | 8.7 (17 reviews) | Not enough data | 7.7 (503 reviews) ✓ Verified | 

#### Deployment & Integration - Analytics Platforms

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **No-code Dashboard Builder** | 8.9 (130 reviews) | Not enough data | Not enough data | 8.1 (40 reviews) | 
| **Report Scheduling and Automation** | 8.7 (137 reviews) | Not enough data | Not enough data | 8.4 (44 reviews) | 
| **Embedded Analytics and White-labeling** | 8.4 (116 reviews) | Not enough data | Not enough data | 7.7 (35 reviews) | 
| **Data Source Connectivity** | 9.2 (167 reviews) | Not enough data | Not enough data | 8.3 (50 reviews) | 

#### Advanced Analytics

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Predictive Analytics** | 8.3 (743 reviews) ✓ Verified | 9.4 (17 reviews) | Not enough data | 7.6 (430 reviews) ✓ Verified | 
| **Data Visualization** | 9.2 (1071 reviews) ✓ Verified | 8.2 (18 reviews) | Not enough data | 8.4 (646 reviews) ✓ Verified | 
| **Big Data Services** | 8.4 (767 reviews) ✓ Verified | 7.9 (17 reviews) | Not enough data | 8.0 (518 reviews) ✓ Verified | 

#### Performance & Scalability - Analytics Platforms

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Large data handling and Query Speed** | 7.6 (169 reviews) | Not enough data | Not enough data | 7.1 (56 reviews) | 
| **Concurrent User Support** | 8.6 (115 reviews) | Not enough data | Not enough data | 8.0 (36 reviews) | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Data Modeling and Governance** | 8.8 (123 reviews) | Not enough data | Not enough data | 8.2 (44 reviews) | 
| **Notebook and Script Integration** | 8.6 (115 reviews) | Not enough data | Not enough data | 7.1 (34 reviews) | 
| **Built-in Predictive and Statistical Models** | 8.4 (111 reviews) | Not enough data | Not enough data | 7.3 (35 reviews) | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Auto-generated Insights and Narratives** | 8.1 (110 reviews) | Not enough data | Not enough data | 7.1 (34 reviews) | 
| **Natural Language Queries** | 8.1 (117 reviews) | Not enough data | Not enough data | 7.5 (36 reviews) | 
| **Proactive KPI Monitoring and Alerts** | 8.3 (111 reviews) | Not enough data | Not enough data | 7.6 (35 reviews) | 
| **AI Agents for Analytical Follow-ups** | 7.9 (108 reviews) | Not enough data | Not enough data | 7.4 (35 reviews) | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 8.0 (111 reviews) | Not enough data | Not enough data | 7.6 (35 reviews) | 
| **Role-based Insight Personalization** | 8.3 (114 reviews) | Not enough data | Not enough data | 7.4 (37 reviews) | 
| **Conversational and Prompt-based Analytics** | 8.1 (112 reviews) | Not enough data | Not enough data | 7.6 (35 reviews) | 

#### Building Reports

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Data Transformation** | 8.8 (589 reviews) ✓ Verified | Not enough data | Not enough data | 8.3 (386 reviews) ✓ Verified | 
| **Data Modeling** | 8.7 (595 reviews) ✓ Verified | Not enough data | Not enough data | 8.3 (404 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.5 (517 reviews) ✓ Verified | Not enough data | Not enough data | 8.0 (358 reviews) ✓ Verified | 
| **Integration APIs** | 8.5 (506 reviews) ✓ Verified | Not enough data | Not enough data | 8.1 (332 reviews) ✓ Verified | 

### Embedded Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI** | N/A | N/A |
| **KNIME** | N/A | N/A |
| **Minitab Statistical Software** | N/A | N/A |
| **Looker** | 8.4/10 | 773 |

#### Reports

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Reports Interface** | 8.9 (1084 reviews) ✓ Verified | 8.2 (17 reviews) | Not enough data | 8.6 (681 reviews) ✓ Verified | 
| **Steps to Answer** | 8.4 (974 reviews) ✓ Verified | 8.3 (17 reviews) | Not enough data | 8.2 (620 reviews) ✓ Verified | 
| **Graphs and Charts** | 9.1 (1079 reviews) ✓ Verified | 8.3 (18 reviews) | Not enough data | 8.2 (675 reviews) ✓ Verified | 
| **Score Cards** | 8.8 (692 reviews) | 8.2 (16 reviews) | Not enough data | 8.3 (530 reviews) ✓ Verified | 
| **Dashboards** | 9.1 (1076 reviews) ✓ Verified | 8.2 (16 reviews) | Not enough data | 8.7 (676 reviews) ✓ Verified | 

#### Self Service 

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Calculated Fields** | 8.6 (910 reviews) | 8.8 (17 reviews) | Not enough data | 8.4 (626 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.9 (900 reviews) | 9.1 (17 reviews) | Not enough data | 8.6 (648 reviews) ✓ Verified | 
| **Data Discovery** | 8.7 (983 reviews) ✓ Verified | 8.7 (17 reviews) | Not enough data | 8.4 (616 reviews) ✓ Verified | 
| **Search** | 8.5 (857 reviews) | 8.2 (16 reviews) | Not enough data | 8.1 (617 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.4 (974 reviews) ✓ Verified | 7.5 (17 reviews) | Not enough data | 8.4 (594 reviews) ✓ Verified | 
| **Automodeling** | 8.2 (883 reviews) ✓ Verified | 8.7 (17 reviews) | Not enough data | 7.7 (503 reviews) ✓ Verified | 

#### Building Reports

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Data Transformation** | 8.8 (589 reviews) ✓ Verified | Not enough data | Not enough data | 8.3 (386 reviews) ✓ Verified | 
| **Data Modeling** | 8.7 (595 reviews) ✓ Verified | Not enough data | Not enough data | 8.3 (404 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.5 (517 reviews) ✓ Verified | Not enough data | Not enough data | 8.0 (358 reviews) ✓ Verified | 
| **Integration APIs** | 8.5 (506 reviews) ✓ Verified | Not enough data | Not enough data | 8.1 (332 reviews) ✓ Verified | 

### Digital Analytics

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI** | N/A | N/A |
| **KNIME** | N/A | N/A |
| **Minitab Statistical Software** | N/A | N/A |
| **Looker** | 8.4/10 | 324 |

#### Metrics

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Sessions - Digital Analytics** | Not enough data | Not enough data | Not enough data | 8.8 (238 reviews) | 
| **Engagement** | Not enough data | Not enough data | Not enough data | 8.7 (238 reviews) | 
| **Entry and Exit Pages** | Not enough data | Not enough data | Not enough data | 8.4 (224 reviews) | 
| **Standard Event Tracking** | Not enough data | Not enough data | Not enough data | 8.3 (226 reviews) | 
| **Custom Event Tracking** | Not enough data | Not enough data | Not enough data | 8.4 (215 reviews) | 
| **Retention** | Not enough data | Not enough data | Not enough data | 8.3 (224 reviews) | 
| **Return** | Not enough data | Not enough data | Not enough data | 8.4 (219 reviews) | 
| **Conversions** | Not enough data | Not enough data | Not enough data | 8.5 (230 reviews) | 
| **Funnels** | Not enough data | Not enough data | Not enough data | 8.3 (223 reviews) | 

#### Reporting

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Real-Time Reporting** | Not enough data | Not enough data | Not enough data | 8.4 (242 reviews) | 
| **Trending** | Not enough data | Not enough data | Not enough data | Feature Not Available | 
| **Retroactive Reporting** | Not enough data | Not enough data | Not enough data | 8.6 (242 reviews) | 
| **Segmentation** | Not enough data | Not enough data | Not enough data | 8.5 (245 reviews) | 
| **Mobile Reporting** | Not enough data | Not enough data | Not enough data | 8.1 (199 reviews) | 
| **Unification Across Devices** | Not enough data | Not enough data | Not enough data | 8.4 (205 reviews) | 
| **Custom Reports and Dashboards** | Not enough data | Not enough data | Not enough data | 9.0 (254 reviews) | 

#### Other

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **User Data** | Not enough data | Not enough data | Not enough data | 8.7 (226 reviews) | 
| **Site Search Reporting** | Not enough data | Not enough data | Not enough data | 8.6 (209 reviews) | 
| **Load Time Monitoring** | Not enough data | Not enough data | Not enough data | 8.4 (201 reviews) | 
| **Campaign Tracking** | Not enough data | Not enough data | Not enough data | 8.7 (215 reviews) | 
| **E-Commerce** | Not enough data | Not enough data | Not enough data | 8.7 (207 reviews) | 
| **Promotional Messages** | Not enough data | Not enough data | Not enough data | 8.2 (179 reviews) | 
| **Administration Alerts** | Not enough data | Not enough data | Not enough data | 8.3 (191 reviews) | 

#### Agentic AI - Digital Analytics

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 7.4 (15 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 7.8 (15 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 7.8 (16 reviews) | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 7.9 (16 reviews) | 

#### Administration

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **API / Integrations** | Not enough data | Not enough data | Not enough data | 8.4 (218 reviews) | 
| **QA Testing** | Not enough data | Not enough data | Not enough data | 8.3 (193 reviews) | 
| **Performance and Reliability** | Not enough data | Not enough data | Not enough data | 8.5 (245 reviews) | 
| **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | 8.6 (239 reviews) | 

### Data Preparation

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI** | N/A | N/A |
| **KNIME** | N/A | N/A |
| **Minitab Statistical Software** | N/A | N/A |
| **Looker** | N/A | N/A |

#### Data Source Access

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **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 | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **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 | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **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 | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | Not enough data | 

### Statistical Analysis

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI** | N/A | N/A |
| **KNIME** | 8.5/10 | 30 |
| **Minitab Statistical Software** | 8.1/10 | 158 |
| **Looker** | N/A | N/A |

#### Administration

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Quality Control** | Not enough data | 8.4 (25 reviews) | 8.2 (142 reviews) | Not enough data | 
| **Data Sampling** | Not enough data | 8.8 (27 reviews) | 8.4 (145 reviews) | Not enough data | 
| **Collaboration** | Not enough data | 8.6 (26 reviews) | 8.1 (136 reviews) | Not enough data | 

#### Capabilities

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Data Visualization** | Not enough data | 8.6 (27 reviews) | 8.7 (149 reviews) | Not enough data | 
| **Survival Analysis** | Not enough data | 8.5 (24 reviews) | 8.3 (135 reviews) | Not enough data | 
| **Risk Data Attributes** | Not enough data | 8.6 (24 reviews) | 8.1 (130 reviews) | Not enough data | 
| **Cost Analysis** | Not enough data | 8.0 (22 reviews) | 7.6 (129 reviews) | Not enough data | 

#### Methodology

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **ANOVA Support** | Not enough data | 8.3 (22 reviews) | 8.9 (140 reviews) | Not enough data | 
| **Regression** | Not enough data | 8.7 (26 reviews) | 8.9 (140 reviews) | Not enough data | 
| **Time Series Analysis** | Not enough data | 8.5 (25 reviews) | 8.8 (132 reviews) | Not enough data | 

#### Generative AI

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 6.4 (34 reviews) | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 6.3 (34 reviews) | Not enough data | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI** | N/A | N/A |
| **KNIME** | N/A | N/A |
| **Minitab Statistical Software** | N/A | N/A |
| **Looker** | N/A | N/A |

#### Management

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **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 | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Extraction** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Transformation** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Loading** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Automation** | 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 | 

### Spreadsheets

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI** | N/A | N/A |
| **KNIME** | N/A | N/A |
| **Minitab Statistical Software** | 8.6/10 | 38 |
| **Looker** | N/A | N/A |

#### Calculating

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Functions** | Not enough data | Not enough data | 8.7 (36 reviews) | Not enough data | 
| **Auto Recalculation** | Not enough data | Not enough data | 8.9 (32 reviews) | Not enough data | 

#### Insights

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Charts and Graphs** | Not enough data | Not enough data | 9.1 (36 reviews) | Not enough data | 
| **Tables** | Not enough data | Not enough data | 9.2 (36 reviews) | Not enough data | 

#### Editing

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Templates** | Not enough data | Not enough data | 8.4 (33 reviews) | Not enough data | 
| **Collaborative Editing** | Not enough data | Not enough data | Feature Not Available | Not enough data | 
| **Filtering** | Not enough data | Not enough data | 8.5 (33 reviews) | Not enough data | 

#### Functionality

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Addons** | Not enough data | Not enough data | 8.3 (30 reviews) | Not enough data | 
| **Multi Device Functionality** | Not enough data | Not enough data | 8.0 (32 reviews) | Not enough data | 
| **Importing and Exporting** | Not enough data | Not enough data | 8.5 (35 reviews) | Not enough data | 
| **Autosave** | Not enough data | Not enough data | 8.7 (33 reviews) | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI** | N/A | N/A |
| **KNIME** | 8.2/10 | 28 |
| **Minitab Statistical Software** | N/A | N/A |
| **Looker** | N/A | N/A |

#### System

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | 9.0 (19 reviews) | Not enough data | Not enough data | 

#### Model Development

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Language Support** | Not enough data | 8.5 (17 reviews) | Not enough data | Not enough data | 
| **Drag and Drop** | Not enough data | 9.2 (19 reviews) | Not enough data | Not enough data | 
| **Pre-Built Algorithms** | Not enough data | 8.3 (16 reviews) | Not enough data | Not enough data | 
| **Model Training** | Not enough data | 8.3 (15 reviews) | Not enough data | Not enough data | 

#### Model Development

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Feature Engineering** | Not enough data | 8.3 (17 reviews) | Not enough data | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Computer Vision** | Not enough data | 7.7 (11 reviews) | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | 8.5 (14 reviews) | Not enough data | Not enough data | 
| **Natural Language Generation** | Not enough data | 8.1 (12 reviews) | Not enough data | Not enough data | 
| **Artificial Neural Networks** | Not enough data | 7.6 (12 reviews) | Not enough data | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Natural Language Understanding** | Not enough data | 8.1 (15 reviews) | Not enough data | Not enough data | 
| **Deep Learning** | Not enough data | 8.0 (14 reviews) | Not enough data | Not enough data | 

#### Deployment

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Managed Service** | Not enough data | 8.3 (15 reviews) | Not enough data | Not enough data | 
| **Application** | Not enough data | 8.8 (16 reviews) | Not enough data | Not enough data | 
| **Scalability** | Not enough data | 8.5 (19 reviews) | Not enough data | Not enough data | 

#### Generative AI

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | 7.7 (5 reviews) | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | 7.7 (5 reviews) | Not enough data | Not enough data | 
| **AI Text-to-Image** | Not enough data | 6.7 (5 reviews) | Not enough data | Not enough data | 

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

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | 8.3 (6 reviews) | 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 | 

### AI Agents For Business Operations

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI** | N/A | N/A |
| **KNIME** | N/A | N/A |
| **Minitab Statistical Software** | N/A | N/A |
| **Looker** | N/A | N/A |

#### Responses

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Personalization** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Route To Human** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Natural Language Understanding (NLU)** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Automation - AI Agents

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Sales Follow-Up** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Customer Interaction Automation** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Lead Generation** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Document Processing** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Feedback Collection** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Platform

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Conversation Editor** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Integration** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Human-In-The-Loop** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Autonomy -  AI Agents

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Independent Decision Making** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Adaptive Responses** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Task Execution** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Problem Solving** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **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 | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI** | N/A | N/A |
| **KNIME** | N/A | N/A |
| **Minitab Statistical Software** | 9.7/10 | 5 |
| **Looker** | N/A | N/A |

#### Integration - Machine Learning

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Integration** | Not enough data | Not enough data | 9.7 (5 reviews) | Not enough data | 

#### Learning - Machine Learning

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Training Data** | Not enough data | Not enough data | 9.7 (5 reviews) | Not enough data | 
| **Actionable Insights** | Not enough data | Not enough data | 9.7 (5 reviews) | Not enough data | 
| **Algorithm** | Not enough data | Not enough data | 9.7 (5 reviews) | Not enough data | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI** | N/A | N/A |
| **KNIME** | N/A | N/A |
| **Minitab Statistical Software** | N/A | N/A |
| **Looker** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Natural Language Configuration** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Tone Customization** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Security Guardrails** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Functionality - AI Agent Builders

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Omni-channel Support** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Agent Branding** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Proactive Response Capabilities** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Seamless Human Escalation** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Data and Analytics - AI Agent Builders

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Analytics & Reporting** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Contextual Awareness** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Data Privacy Compliance** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Integration - AI Agent Builders

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Workflow Automation** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **API Usage** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Platform Interoperability** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **CRM Data Integration** | Not enough data | Not enough data | Not enough data | Not enough data | 

### Sales Analytics

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI** | N/A | N/A |
| **KNIME** | N/A | N/A |
| **Minitab Statistical Software** | N/A | N/A |
| **Looker** | 8.1/10 | 260 |

#### Agentic AI - Sales Analytics

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 7.0 (11 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 7.6 (11 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 6.7 (11 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 7.4 (12 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 7.3 (11 reviews) | 

#### Data Sourcing

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Data Sourcing** | Not enough data | Not enough data | Not enough data | 8.8 (203 reviews) | 
| **Exporting & Sharing Data** | Not enough data | Not enough data | Not enough data | 8.8 (221 reviews) | 
| **Multi-Device Data Visualization** | Not enough data | Not enough data | Not enough data | 8.6 (188 reviews) | 
| **Interactive Dashboards** | Not enough data | Not enough data | Not enough data | 8.8 (225 reviews) | 
| **Data Segmentation** | Not enough data | Not enough data | Not enough data | 8.7 (209 reviews) | 

#### Predictive Analytics

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Lead Scoring** | Not enough data | Not enough data | Not enough data | 8.3 (153 reviews) | 
| **Opportunity Scoring** | Not enough data | Not enough data | Not enough data | 8.2 (149 reviews) | 
| **Risk Analysis** | Not enough data | Not enough data | Not enough data | 8.2 (147 reviews) | 
| **Live Forecasting** | Not enough data | Not enough data | Not enough data | 8.0 (164 reviews) | 

#### Sales Management

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Live Pipeline Management** | Not enough data | Not enough data | Not enough data | 8.4 (161 reviews) | 
| **Sales Gamification** | Not enough data | Not enough data | Not enough data | 8.2 (140 reviews) | 
| **Account-Based Analytics** | Not enough data | Not enough data | Not enough data | 8.6 (170 reviews) | 
| **Activity Tracking** | Not enough data | Not enough data | Not enough data | 8.7 (168 reviews) | 

### Low-Code Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI** | N/A | N/A |
| **KNIME** | N/A | N/A |
| **Minitab Statistical Software** | N/A | N/A |
| **Looker** | N/A | N/A |

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

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **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 | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **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 | 

### Semantic Layer Tools

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI** | 8.4/10 | 9 |
| **KNIME** | N/A | N/A |
| **Minitab Statistical Software** | N/A | N/A |
| **Looker** | N/A | N/A |

#### Deployment & Integration - Semantic Layer Tools

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Multi-Environment & Multi-Cloud Support** | 9.0 (7 reviews) | Not enough data | Not enough data | Not enough data | 
| **Open API & SDK Integration** | 8.8 (7 reviews) | Not enough data | Not enough data | Not enough data | 

#### Data Connectivity & Federation - Semantic Layer Tools

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Cross-Source Query Federation** | 9.4 (8 reviews) | Not enough data | Not enough data | Not enough data | 
| **Dynamic Schema & Metadata Adaptation** | 9.0 (7 reviews) | Not enough data | Not enough data | Not enough data | 

#### Data Modeling & Metrics - Semantic Layer Tools

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Derived & Calculated Metrics** | 9.4 (8 reviews) | Not enough data | Not enough data | Not enough data | 
| **Time Intelligence Functions** | 9.4 (8 reviews) | Not enough data | Not enough data | Not enough data | 

#### Performance Optimization - Semantic Layer Tools

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Query Caching & Acceleration** | 8.3 (7 reviews) | Not enough data | Not enough data | Not enough data | 
| **Adaptive Query Optimization** | 8.3 (8 reviews) | Not enough data | Not enough data | Not enough data | 

#### Governance - Semantic Layer Tools

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **AI Governance & Observability** | 7.7 (8 reviews) | Not enough data | Not enough data | Not enough data | 
| **Metric Lineage for AI Training Data** | 7.9 (7 reviews) | Not enough data | Not enough data | Not enough data | 
| **Version Control & Change Impact Analysis** | 7.7 (8 reviews) | Not enough data | Not enough data | Not enough data | 

#### Advanced Intelligence - Semantic Layer Tools

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Natural Language Query Interface** | 8.1 (8 reviews) | Not enough data | Not enough data | Not enough data | 
| **Semantic Layer for AI/ML Models** | 7.9 (7 reviews) | Not enough data | Not enough data | Not enough data | 
| **Recommendation Engine** | 8.3 (7 reviews) | Not enough data | Not enough data | Not enough data | 

#### Agentic AI Enablement - Semantic Layer Tools

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Agentic Query Orchestration** | 7.6 (7 reviews) | Not enough data | Not enough data | Not enough data | 
| **Contextual Reasoning Layer** | 7.6 (7 reviews) | Not enough data | Not enough data | Not enough data | 
| **Workflow Automation via Semantic Agents** | 8.1 (8 reviews) | Not enough data | Not enough data | Not enough data | 

### Agentic Analytics

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI** | N/A | N/A |
| **KNIME** | N/A | N/A |
| **Minitab Statistical Software** | N/A | N/A |
| **Looker** | N/A | N/A |

#### Data Connectivity and Prep - Agentic Analytics

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **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 | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **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 | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **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 | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **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** | N/A | N/A |
| **KNIME** | 8.1/10 | 46 |
| **Minitab Statistical Software** | 8.3/10 | 69 |
| **Looker** | N/A | N/A |

#### Statistical Tool

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Scripting** | Not enough data | 8.0 (38 reviews) | 8.1 (61 reviews) | Not enough data | 
| **Data Mining** | Not enough data | 8.3 (43 reviews) | 8.1 (63 reviews) | Not enough data | 
| **Algorithms** | Not enough data | 8.2 (41 reviews) | 8.3 (62 reviews) | Not enough data | 

#### Data Analysis

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Analysis** | Not enough data | 8.4 (35 reviews) | 8.8 (66 reviews) | Not enough data | 
| **Data Interaction** | Not enough data | 8.4 (44 reviews) | 8.8 (64 reviews) | Not enough data | 

#### Decision Making

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Modeling** | Not enough data | 8.3 (32 reviews) | 8.8 (64 reviews) | Not enough data | 
| **Data Visualizations** | Not enough data | 8.1 (42 reviews) | 8.8 (66 reviews) | Not enough data | 
| **Report Generation** | Not enough data | 8.0 (40 reviews) | 8.7 (65 reviews) | Not enough data | 
| **Data Unification** | Not enough data | 8.4 (41 reviews) | 8.3 (62 reviews) | Not enough data | 

#### Generative AI

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | 7.6 (7 reviews) | 7.3 (16 reviews) | Not enough data | 
| **AI Text Summarization** | Not enough data | 7.6 (7 reviews) | 7.4 (16 reviews) | Not enough data | 

### Marketing Analytics

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI** | N/A | N/A |
| **KNIME** | N/A | N/A |
| **Minitab Statistical Software** | N/A | N/A |
| **Looker** | 8.2/10 | 312 |

#### Marketing Operations

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **ROI Tracking** | Not enough data | Not enough data | Not enough data | 8.6 (221 reviews) ✓ Verified | 
| **Data Collection** | Not enough data | Not enough data | Not enough data | 8.7 (242 reviews) ✓ Verified | 
| **Customer Insights** | Not enough data | Not enough data | Not enough data | 8.5 (229 reviews) ✓ Verified | 
| **Multi-User Access** | Not enough data | Not enough data | Not enough data | 8.9 (244 reviews) ✓ Verified | 
| **Spend Management** | Not enough data | Not enough data | Not enough data | 8.4 (130 reviews) | 
| **White Label** | Not enough data | Not enough data | Not enough data | Feature Not Available | 

#### Campaign Activity

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Campaign Insights** | Not enough data | Not enough data | Not enough data | 8.6 (231 reviews) ✓ Verified | 
| **Reports and Dashboards** | Not enough data | Not enough data | Not enough data | 8.8 (260 reviews) ✓ Verified | 
| **Campaign Stickiness** | Not enough data | Not enough data | Not enough data | 8.5 (212 reviews) ✓ Verified | 
| **Multichannel Tracking** | Not enough data | Not enough data | Not enough data | 8.5 (213 reviews) ✓ Verified | 
| **Brand Optimization** | Not enough data | Not enough data | Not enough data | 8.4 (199 reviews) ✓ Verified | 
| **Predictive Analytics** | Not enough data | Not enough data | Not enough data | 7.9 (120 reviews) ✓ Verified | 

#### Agentic AI - Marketing Analytics

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 6.8 (14 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 7.5 (14 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 7.3 (14 reviews) | 

### AI Agents

| Product | Score | Reviews |
|---|---|---|
| **Microsoft Power BI** | N/A | N/A |
| **KNIME** | N/A | N/A |
| **Minitab Statistical Software** | N/A | N/A |
| **Looker** | N/A | N/A |

#### Agentic AI - AI Agents

| Feature | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **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 | 

---
## Categories

**Unique to Microsoft Power BI (2):** [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Semantic Layer Tools](https://www.g2.com/categories/semantic-layer-tools)

**Unique to KNIME (10):** [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Statistical Analysis Software](https://www.g2.com/categories/statistical-analysis), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Agentic Analytics Software](https://www.g2.com/categories/agentic-analytics), [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders), [AI Agents For Business Operations](https://www.g2.com/categories/ai-agents-for-business-operations), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Data Preparation Software](https://www.g2.com/categories/data-preparation), [ETL Tools](https://www.g2.com/categories/etl-tools)

**Unique to Minitab Statistical Software (5):** [Statistical Analysis Software](https://www.g2.com/categories/statistical-analysis), [Spreadsheets Software](https://www.g2.com/categories/spreadsheets), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Machine Learning Software](https://www.g2.com/categories/machine-learning), [Time Series Intelligence Software](https://www.g2.com/categories/time-series-intelligence)

**Unique to Looker (6):** [Sales Analytics Software](https://www.g2.com/categories/sales-analytics), [Marketing Analytics Software](https://www.g2.com/categories/marketing-analytics), [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Digital Analytics Software](https://www.g2.com/categories/digital-analytics), [Data Visualization Tools](https://www.g2.com/categories/data-visualization-tools)


---
## Reviewer Demographics

### By Company Size

| Segment | Microsoft Power BI | KNIME | Minitab Statistical Software | Looker | 
|---|---|---|---|---|
| **Small-Business** | 20.9% | 24.4% | 19.8% | 19.3% | 
| **Mid-Market** | 36.8% | 32.9% | 32.5% | 60.6% | 
| **Enterprise** | 42.3% | 42.7% | 47.6% | 20.1% | 

### By Industry

#### Microsoft Power BI

- **Information Technology and Services:** 16.3%
- **Computer Software:** 6.8%
- **Financial Services:** 4.7%
- **Telecommunications:** 3.2%
- **Hospital & Health Care:** 3.2%
- **Marketing and Advertising:** 2.8%
- **Education Management:** 2.5%
- **Retail:** 2.4%
- **Automotive:** 2.4%
- **Construction:** 2.4%
- **Other:** 53.4%

#### KNIME

- **Information Technology and Services:** 28.7%
- **Higher Education:** 10.0%
- **Research:** 5.0%
- **Financial Services:** 5.0%
- **Accounting:** 3.8%
- **Banking:** 3.8%
- **E-Learning:** 3.8%
- **Internet:** 2.5%
- **Insurance:** 2.5%
- **Hospital & Health Care:** 2.5%
- **Other:** 32.5%

#### Minitab Statistical Software

- **Automotive:** 10.9%
- **Manufacturing:** 10.4%
- **Medical Devices:** 7.6%
- **Research:** 5.2%
- **Information Technology and Services:** 5.2%
- **Education Management:** 4.7%
- **Mechanical or Industrial Engineering:** 3.8%
- **Chemicals:** 3.3%
- **Electrical/Electronic Manufacturing:** 3.3%
- **Pharmaceuticals:** 3.3%
- **Other:** 42.2%

#### Looker

- **Computer Software:** 11.5%
- **Information Technology and Services:** 11.1%
- **Marketing and Advertising:** 8.3%
- **Financial Services:** 7.4%
- **Internet:** 6.1%
- **Retail:** 5.0%
- **Food & Beverages:** 2.3%
- **Consumer Goods:** 2.1%
- **Health, Wellness and Fitness:** 2.1%
- **Hospital & Health Care:** 2.1%
- **Other:** 41.9%

---
## Alternatives

### Alternatives to Microsoft Power BI

- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3657 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 (333 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1063 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [SAP Analytics Cloud](https://www.g2.com/products/sap-analytics-cloud/reviews) — 4.2/5 stars (911 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews)
- [Amazon QuickSight](https://www.g2.com/products/amazon-quicksight/reviews) — 4.3/5 stars (694 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)

### Alternatives to KNIME

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (521 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (201 reviews)
- [Posit Team](https://www.g2.com/products/posit-team/reviews) — 4.5/5 stars (570 reviews)
- [IBM SPSS Statistics](https://www.g2.com/products/ibm-spss-statistics/reviews) — 4.2/5 stars (928 reviews)
- [IBM SPSS Modeler](https://www.g2.com/products/ibm-spss-modeler/reviews) — 4.0/5 stars (148 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3657 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [JMP](https://www.g2.com/products/jmp/reviews) — 4.5/5 stars (213 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)

### Alternatives to Minitab Statistical Software

- [IBM SPSS Statistics](https://www.g2.com/products/ibm-spss-statistics/reviews) — 4.2/5 stars (928 reviews)
- [JMP](https://www.g2.com/products/jmp/reviews) — 4.5/5 stars (213 reviews)
- [OriginPro](https://www.g2.com/products/originpro/reviews) — 4.7/5 stars (142 reviews)
- [Posit Team](https://www.g2.com/products/posit-team/reviews) — 4.5/5 stars (570 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3657 reviews)
- [Google Workspace](https://www.g2.com/products/google-workspace/reviews) — 4.6/5 stars (48058 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [Stata](https://www.g2.com/products/stata/reviews) — 4.3/5 stars (166 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (521 reviews)
- [SAP Analytics Cloud](https://www.g2.com/products/sap-analytics-cloud/reviews) — 4.2/5 stars (911 reviews)

### Alternatives to Looker

- [Mode](https://www.g2.com/products/mode-mode/reviews) — 4.5/5 stars (330 reviews)
- [Zoho Analytics](https://www.g2.com/products/zoho-analytics/reviews) — 4.2/5 stars (287 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1063 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [Grow.com](https://www.g2.com/products/grow-com/reviews) — 4.3/5 stars (276 reviews)
- [Toucan](https://www.g2.com/products/toucan/reviews) — 4.7/5 stars (182 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3657 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [Amazon QuickSight](https://www.g2.com/products/amazon-quicksight/reviews) — 4.3/5 stars (694 reviews)

---
## Top Discussions

### Microsoft Power BI

- Title: [Is Power BI a Microsoft tool?](https://www.g2.com/discussions/is-power-bi-a-microsoft-tool) — 5 comments, 3 upvotes
  > **Top comment:** "Yes it is"
- Title: [What is Microsoft Power BI Desktop used for?](https://www.g2.com/discussions/what-is-microsoft-power-bi-desktop-used-for) — 4 comments, 1 upvote
  > **Top comment:** "Microsoft Power BI Desktop is a data visualization tool, creating interactive reports and dashboards. It connects to diverse data sources, facilitating..."
- Title: [What are some of the top features of Microsoft BI?](https://www.g2.com/discussions/what-are-some-of-the-top-features-of-microsoft-bi) — 3 comments
  > **Top comment:** "Data Visualization: Microsoft Power BI excels in creating interactive and visually compelling data dashboards and reports, making ramified data easy to..."
- Title: [HOW DO I START MY CAREER IN IT?](https://www.g2.com/discussions/how-do-i-start-my-career-in-it) — 2 comments, 1 upvote
  > **Top comment:** "-Research roles and positions. The IT field is a diverse industry with many specialties.
-Create a short list.
-Learn to code.
-Work on an open-source..."
- Title: [What can Microsoft Power BI do?](https://www.g2.com/discussions/what-can-microsoft-power-bi-do) — 2 comments, 2 upvotes
  > **Top comment:** "Power BI has an excellent query engine with Power Query that provides a great way to transform, mine, aggregate, and perform analyses that would typically be..."

### KNIME

- Title: [Is Knime easy to use?](https://www.g2.com/discussions/is-knime-easy-to-use) — 1 comment
  > **Top comment:** "Not as easy as Alteryx but a lot of its components are customizable and it vastly extends the use cases that could be built with it. This trumps the easy to..."

### Minitab Statistical Software

- Title: [Is Minitab free for students?](https://www.g2.com/discussions/minitab-statistical-software-is-minitab-free-for-students) — 2 comments
  > **Top comment:** "They provide one month Free trail for students."
- Title: [What is Minitab Statistical Software used for?](https://www.g2.com/discussions/what-is-minitab-statistical-software-used-for) — 1 comment
  > **Top comment:** "It is a statistical software package for data analysis, visualization, and process improvement, used across industries like business, healthcare, and..."
- Title: [What is Minitab software used for?](https://www.g2.com/discussions/minitab-statistical-software-what-is-minitab-software-used-for) — 1 comment
  > **Top comment:** "I use Minitab for our Process and Product Continiuos Improvements."

### Looker

- Title: [Is looker an ETL tool?](https://www.g2.com/discussions/is-looker-an-etl-tool) — 3 comments
  > **Top comment:** "After so many attempts in getting my funds back which I lost to a fake platform called mycoinbanking.com I lost the total of $348.000.  I needed the profit..."
- Title: [Best way to start on visualizations?](https://www.g2.com/discussions/24831-best-way-to-start-on-visualizations) — 2 comments, 1 upvote
  > **Top comment:** "Looker has a built-in set of visualizations that you can automatically apply to any dataset that they work with. Once you setup your initial connection to a..."
- Title: [What is Looker used for?](https://www.g2.com/discussions/what-is-looker-used-for) — 1 comment
  > **Top comment:** "Looker is used to explore, analyze, and visualize data. It helps create dashboards and reports to understand business performance and make better decisions...."
- Title: [How do I know where in my SQL errors are?](https://www.g2.com/discussions/how-do-i-know-where-in-my-sql-errors-are) — 1 comment, 1 upvote
  > **Top comment:** "Hey Carlos! 

I'm Izzy, the Looker Community manager. Yeah, especially in huge SQL queries it can be hard to figure out exactly where the issue lies. That..."
- Title: [Multi-brand implementation](https://www.g2.com/discussions/multi-brand-implementation) — 1 comment, 1 upvote
  > **Top comment:** "Hey Brian! 

I'm Izzy, the Looker Community manager. 

There's 2 components here (well, a few more, but 2 high-level ones). Folder/content access and..."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/microsoft-microsoft-power-bi-vs-knime-analytics-platform-vs-minitab-statistical-software-vs-looker)