# Looker, XGBoost, Sisense vs Spotfire Analytics Comparison

| | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Star Rating** | 4.4 out of 5 | 4.4 out of 5 | 4.2 out of 5 | 4.2 out of 5 | 
| **Total Reviews** | 1,643 | 13 | 1,062 | 362 | 
| **Largest Market Segment** | Mid-Market (60.6% of reviews) | Small-Business (50.0% of reviews) | Mid-Market (57.4% of reviews) | Enterprise (51.6% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | $399.00 Per Month | Free Trial | 

---
## Top Pros & Cons

### Looker

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

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

### XGBoost

**Not enough data**

### Sisense

Pros:
- Ease of Use (81 reviews)
- Data Visualization (50 reviews)

Cons:
- Learning Curve (37 reviews)
- Missing Features (27 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 | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
  | **Meets Requirements** | 8.7 (1128 reviews) | 9.2 (11 reviews) | 8.2 (832 reviews) | 8.6 (283 reviews) | 
  | **Ease of Use** | 8.3 (1134 reviews) | 8.9 (11 reviews) | 8.3 (843 reviews) | 8.1 (284 reviews) | 
  | **Ease of Setup** | 8.3 (610 reviews) | 8.5 (10 reviews) | 7.7 (528 reviews) | 7.7 (137 reviews) | 
  | **Ease of Admin** | 8.3 (430 reviews) | 8.3 (9 reviews) | 8.0 (523 reviews) | 7.8 (112 reviews) | 
  | **Quality of Support** | 8.6 (963 reviews) | 7.6 (9 reviews) | 8.3 (786 reviews) | 7.8 (248 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (409 reviews) | 8.3 (6 reviews) | 8.7 (511 reviews) | 8.4 (111 reviews) | 
  | **Product Direction (% positive)** | 8.7 (1056 reviews) | 6.5 (10 reviews) | 7.9 (807 reviews) | 7.9 (280 reviews) | 

---
## Pricing

### Looker

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### XGBoost

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### Sisense

#### Entry-Level Pricing

Plan: Launch

Price: $399.00 Per Month

Description: Launch your product with embedded analytics using Compose SDK.

Including: 
 20GB of storage
 20K credits
 2 designer seats
 50 viewer seats

Key Features:
-  Data connectivity & modeling (any source)
- Dashboards & Widgets
-  Sisense intelligence

[Browse all 3 editions](https://www.g2.com/products/sisense/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 |
|---|---|---|
| **Looker** | 8.3/10 | 781 |
| **XGBoost** | N/A | N/A |
| **Sisense** | 7.9/10 | 702 |
| **Spotfire Analytics** | 8.2/10 | 236 |

#### Reports

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Reports Interface** | 8.6 (681 reviews) ✓ Verified | Not enough data | 8.3 (553 reviews) ✓ Verified | 8.3 (192 reviews) ✓ Verified | 
| **Steps to Answer** | 8.2 (621 reviews) ✓ Verified | Not enough data | 7.7 (503 reviews) ✓ Verified | 7.9 (184 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.2 (674 reviews) ✓ Verified | Not enough data | 8.4 (567 reviews) ✓ Verified | 8.8 (209 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (530 reviews) ✓ Verified | Not enough data | 8.0 (455 reviews) ✓ Verified | 8.1 (170 reviews) ✓ Verified | 
| **Dashboards** | 8.7 (676 reviews) ✓ Verified | Not enough data | 8.6 (563 reviews) ✓ Verified | 8.7 (199 reviews) ✓ Verified | 

#### Self Service 

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Calculated Fields** | 8.4 (627 reviews) ✓ Verified | Not enough data | 8.0 (544 reviews) ✓ Verified | 8.5 (198 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.6 (647 reviews) ✓ Verified | Not enough data | 8.2 (544 reviews) ✓ Verified | 8.6 (204 reviews) ✓ Verified | 
| **Data Discovery** | 8.4 (616 reviews) ✓ Verified | Not enough data | 7.9 (522 reviews) ✓ Verified | 8.3 (186 reviews) ✓ Verified | 
| **Search** | 8.1 (617 reviews) ✓ Verified | Not enough data | 7.7 (493 reviews) ✓ Verified | 7.8 (179 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.4 (593 reviews) ✓ Verified | Not enough data | 7.5 (478 reviews) ✓ Verified | 7.8 (168 reviews) ✓ Verified | 
| **Automodeling** | 7.7 (502 reviews) ✓ Verified | Not enough data | Feature Not Available | 7.4 (140 reviews) ✓ Verified | 

#### Advanced Analytics

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Predictive Analytics** | 7.6 (430 reviews) ✓ Verified | Not enough data | 6.9 (286 reviews) ✓ Verified | 8.0 (156 reviews) ✓ Verified | 
| **Data Visualization** | 8.4 (644 reviews) ✓ Verified | Not enough data | 8.5 (539 reviews) ✓ Verified | 8.9 (203 reviews) ✓ Verified | 
| **Big Data Services** | 8.0 (516 reviews) ✓ Verified | Not enough data | 7.6 (416 reviews) ✓ Verified | 8.1 (156 reviews) ✓ Verified | 

#### Building Reports

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Transformation** | 8.3 (386 reviews) ✓ Verified | Not enough data | Feature Not Available | 8.5 (113 reviews) ✓ Verified | 
| **Data Modeling** | 8.3 (403 reviews) ✓ Verified | Not enough data | Feature Not Available | 8.2 (105 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (357 reviews) ✓ Verified | Not enough data | 7.9 (355 reviews) ✓ Verified | 8.0 (84 reviews) ✓ Verified | 
| **Integration APIs** | 8.1 (331 reviews) ✓ Verified | Not enough data | 7.7 (344 reviews) ✓ Verified | 8.0 (85 reviews) ✓ Verified | 

#### Platform

| Feature | Looker | XGBoost | Sisense | 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 |
|---|---|---|
| **Looker** | 8.2/10 | 747 |
| **XGBoost** | N/A | N/A |
| **Sisense** | 7.5/10 | 615 |
| **Spotfire Analytics** | 8.3/10 | 233 |

#### Reports

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Reports Interface** | 8.6 (681 reviews) ✓ Verified | Not enough data | 8.3 (553 reviews) ✓ Verified | 8.3 (192 reviews) ✓ Verified | 
| **Steps to Answer** | 8.2 (621 reviews) ✓ Verified | Not enough data | 7.7 (503 reviews) ✓ Verified | 7.9 (184 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.2 (674 reviews) ✓ Verified | Not enough data | 8.4 (567 reviews) ✓ Verified | 8.8 (209 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (530 reviews) ✓ Verified | Not enough data | 8.0 (455 reviews) ✓ Verified | 8.1 (170 reviews) ✓ Verified | 
| **Dashboards** | 8.7 (676 reviews) ✓ Verified | Not enough data | 8.6 (563 reviews) ✓ Verified | 8.7 (199 reviews) ✓ Verified | 

#### Reports

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Reports Interface** | 8.5 (112 reviews) | Not enough data | 7.7 (15 reviews) | 8.6 (6 reviews) | 
| **Share Reports** | 8.5 (109 reviews) | Not enough data | 7.1 (14 reviews) | 8.1 (6 reviews) | 
| **Steps to Answer** | 8.0 (103 reviews) | Not enough data | 6.7 (13 reviews) | 7.8 (6 reviews) | 

#### Generative AI

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **AI Text Generation** | 7.0 (100 reviews) | Not enough data | 6.0 (10 reviews) | 8.3 (6 reviews) | 
| **AI Text Summarization** | 7.1 (100 reviews) | Not enough data | 5.6 (9 reviews) | 8.1 (6 reviews) | 

#### Visualization

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Graphs and Charts** | 8.5 (115 reviews) | Not enough data | 8.1 (19 reviews) | 8.1 (6 reviews) | 
| **Score Cards** | 8.4 (110 reviews) | Not enough data | 7.8 (13 reviews) | 8.3 (6 reviews) | 
| **Dashboards** | 8.7 (115 reviews) | Not enough data | 7.9 (18 reviews) | 8.3 (6 reviews) | 
| **Formats** | 8.3 (109 reviews) | Not enough data | 7.6 (15 reviews) | 8.3 (6 reviews) | 

#### Data Updates

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Historical Snapshots** | 8.1 (107 reviews) | Not enough data | 7.4 (12 reviews) | 8.3 (6 reviews) | 
| **Real-Time Updating** | 8.3 (106 reviews) | Not enough data | 8.1 (14 reviews) | 8.6 (6 reviews) | 

#### Collaboration

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Sharing** | 8.4 (108 reviews) | Not enough data | 7.6 (15 reviews) | 8.6 (7 reviews) | 
| **Co-Editing** | 8.0 (106 reviews) | Not enough data | 6.8 (15 reviews) | 7.3 (5 reviews) | 
| **Devices** | 8.0 (102 reviews) | Not enough data | 6.9 (14 reviews) | 8.1 (6 reviews) | 

#### Data Updates

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Historical Snapshots** | 7.8 (137 reviews) | Not enough data | 6.8 (16 reviews) | 8.3 (6 reviews) | 
| **Real-Time Updating** | 8.0 (143 reviews) | Not enough data | 8.0 (19 reviews) | 8.1 (6 reviews) | 
| **Email Reports** | 8.5 (145 reviews) | Not enough data | 6.9 (19 reviews) | 8.6 (6 reviews) | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Looker** | 7.9/10 | 803 |
| **XGBoost** | N/A | N/A |
| **Sisense** | 6.8/10 | 774 |
| **Spotfire Analytics** | 8.2/10 | 236 |

#### Reports

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Reports Interface** | 8.6 (681 reviews) ✓ Verified | Not enough data | 8.3 (553 reviews) ✓ Verified | 8.3 (192 reviews) ✓ Verified | 
| **Steps to Answer** | 8.2 (621 reviews) ✓ Verified | Not enough data | 7.7 (503 reviews) ✓ Verified | 7.9 (184 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.2 (674 reviews) ✓ Verified | Not enough data | 8.4 (567 reviews) ✓ Verified | 8.8 (209 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (530 reviews) ✓ Verified | Not enough data | 8.0 (455 reviews) ✓ Verified | 8.1 (170 reviews) ✓ Verified | 
| **Dashboards** | 8.7 (676 reviews) ✓ Verified | Not enough data | 8.6 (563 reviews) ✓ Verified | 8.7 (199 reviews) ✓ Verified | 

#### Data Preparation

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Connectors** | 8.3 (293 reviews) ✓ Verified | Not enough data | 7.8 (329 reviews) ✓ Verified | 8.4 (71 reviews) ✓ Verified | 
| **Data Governance** | 8.3 (264 reviews) ✓ Verified | Not enough data | 7.5 (304 reviews) ✓ Verified | 7.8 (65 reviews) ✓ Verified | 

#### Data Modeling and Blending

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Querying** | 8.5 (313 reviews) ✓ Verified | Not enough data | 7.9 (343 reviews) ✓ Verified | 8.5 (77 reviews) ✓ Verified | 
| **Data Filtering** | 8.7 (334 reviews) ✓ Verified | Not enough data | 8.1 (351 reviews) ✓ Verified | 8.4 (81 reviews) ✓ Verified | 
| **Data Blending** | 8.4 (310 reviews) ✓ Verified | Not enough data | 7.8 (337 reviews) ✓ Verified | 8.4 (75 reviews) ✓ Verified | 

#### Generative AI

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **AI Text Generation** | 7.1 (88 reviews) | Not enough data | 6.1 (144 reviews) | 7.4 (31 reviews) | 
| **AI Text Summarization** | 7.1 (86 reviews) | Not enough data | 6.2 (144 reviews) | 7.1 (32 reviews) | 

#### Agentic AI - Analytics Platforms

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Autonomous Task Execution** | 7.2 (40 reviews) | Not enough data | 3.7 (5 reviews) | Not enough data | 
| **Multi-step Planning** | 7.4 (39 reviews) | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | 7.3 (40 reviews) | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | 7.1 (40 reviews) | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | 7.3 (40 reviews) | Not enough data | 4.7 (5 reviews) | Not enough data | 
| **Proactive Assistance** | 7.4 (39 reviews) | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | 7.7 (39 reviews) | Not enough data | Not enough data | Not enough data | 

#### Self Service 

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Calculated Fields** | 8.4 (627 reviews) ✓ Verified | Not enough data | 8.0 (544 reviews) ✓ Verified | 8.5 (198 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.6 (647 reviews) ✓ Verified | Not enough data | 8.2 (544 reviews) ✓ Verified | 8.6 (204 reviews) ✓ Verified | 
| **Data Discovery** | 8.4 (616 reviews) ✓ Verified | Not enough data | 7.9 (522 reviews) ✓ Verified | 8.3 (186 reviews) ✓ Verified | 
| **Search** | 8.1 (617 reviews) ✓ Verified | Not enough data | 7.7 (493 reviews) ✓ Verified | 7.8 (179 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.4 (593 reviews) ✓ Verified | Not enough data | 7.5 (478 reviews) ✓ Verified | 7.8 (168 reviews) ✓ Verified | 
| **Automodeling** | 7.7 (502 reviews) ✓ Verified | Not enough data | Feature Not Available | 7.4 (140 reviews) ✓ Verified | 

#### Deployment & Integration - Analytics Platforms

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **No-code Dashboard Builder** | 8.0 (39 reviews) | Not enough data | 6.0 (5 reviews) | Not enough data | 
| **Report Scheduling and Automation** | 8.4 (44 reviews) | Not enough data | 6.7 (5 reviews) | Not enough data | 
| **Embedded Analytics and White-labeling** | 7.7 (35 reviews) | Not enough data | 5.7 (5 reviews) | Not enough data | 
| **Data Source Connectivity** | 8.3 (50 reviews) | Not enough data | 7.6 (7 reviews) | Not enough data | 

#### Advanced Analytics

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Predictive Analytics** | 7.6 (430 reviews) ✓ Verified | Not enough data | 6.9 (286 reviews) ✓ Verified | 8.0 (156 reviews) ✓ Verified | 
| **Data Visualization** | 8.4 (644 reviews) ✓ Verified | Not enough data | 8.5 (539 reviews) ✓ Verified | 8.9 (203 reviews) ✓ Verified | 
| **Big Data Services** | 8.0 (516 reviews) ✓ Verified | Not enough data | 7.6 (416 reviews) ✓ Verified | 8.1 (156 reviews) ✓ Verified | 

#### Performance & Scalability - Analytics Platforms

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Large data handling and Query Speed** | 7.1 (56 reviews) | Not enough data | 6.9 (6 reviews) | Not enough data | 
| **Concurrent User Support** | 8.0 (36 reviews) | Not enough data | 7.2 (6 reviews) | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Modeling and Governance** | 8.1 (43 reviews) | Not enough data | 6.7 (5 reviews) | Not enough data | 
| **Notebook and Script Integration** | 7.1 (34 reviews) | Not enough data | 6.1 (6 reviews) | Not enough data | 
| **Built-in Predictive and Statistical Models** | 7.3 (35 reviews) | Not enough data | Not enough data | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Auto-generated Insights and Narratives** | 7.1 (34 reviews) | Not enough data | 3.7 (5 reviews) | Not enough data | 
| **Natural Language Queries** | 7.5 (36 reviews) | Not enough data | 5.3 (5 reviews) | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | 7.6 (35 reviews) | Not enough data | 4.7 (5 reviews) | Not enough data | 
| **AI Agents for Analytical Follow-ups** | 7.4 (35 reviews) | Not enough data | Not enough data | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 7.5 (34 reviews) | Not enough data | 3.7 (5 reviews) | Not enough data | 
| **Role-based Insight Personalization** | 7.3 (36 reviews) | Not enough data | 4.7 (6 reviews) | Not enough data | 
| **Conversational and Prompt-based Analytics** | 7.5 (34 reviews) | Not enough data | 3.7 (5 reviews) | Not enough data | 

#### Building Reports

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Transformation** | 8.3 (386 reviews) ✓ Verified | Not enough data | Feature Not Available | 8.5 (113 reviews) ✓ Verified | 
| **Data Modeling** | 8.3 (403 reviews) ✓ Verified | Not enough data | Feature Not Available | 8.2 (105 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (357 reviews) ✓ Verified | Not enough data | 7.9 (355 reviews) ✓ Verified | 8.0 (84 reviews) ✓ Verified | 
| **Integration APIs** | 8.1 (331 reviews) ✓ Verified | Not enough data | 7.7 (344 reviews) ✓ Verified | 8.0 (85 reviews) ✓ Verified | 

### Embedded Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Looker** | 8.4/10 | 773 |
| **XGBoost** | N/A | N/A |
| **Sisense** | 8.0/10 | 701 |
| **Spotfire Analytics** | 8.1/10 | 236 |

#### Reports

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Reports Interface** | 8.6 (681 reviews) ✓ Verified | Not enough data | 8.3 (553 reviews) ✓ Verified | 8.3 (192 reviews) ✓ Verified | 
| **Steps to Answer** | 8.2 (621 reviews) ✓ Verified | Not enough data | 7.7 (503 reviews) ✓ Verified | 7.9 (184 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.2 (674 reviews) ✓ Verified | Not enough data | 8.4 (567 reviews) ✓ Verified | 8.8 (209 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (530 reviews) ✓ Verified | Not enough data | 8.0 (455 reviews) ✓ Verified | 8.1 (170 reviews) ✓ Verified | 
| **Dashboards** | 8.7 (676 reviews) ✓ Verified | Not enough data | 8.6 (563 reviews) ✓ Verified | 8.7 (199 reviews) ✓ Verified | 

#### Self Service 

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Calculated Fields** | 8.4 (627 reviews) ✓ Verified | Not enough data | 8.0 (544 reviews) ✓ Verified | 8.5 (198 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.6 (647 reviews) ✓ Verified | Not enough data | 8.2 (544 reviews) ✓ Verified | 8.6 (204 reviews) ✓ Verified | 
| **Data Discovery** | 8.4 (616 reviews) ✓ Verified | Not enough data | 7.9 (522 reviews) ✓ Verified | 8.3 (186 reviews) ✓ Verified | 
| **Search** | 8.1 (617 reviews) ✓ Verified | Not enough data | 7.7 (493 reviews) ✓ Verified | 7.8 (179 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.4 (593 reviews) ✓ Verified | Not enough data | 7.5 (478 reviews) ✓ Verified | 7.8 (168 reviews) ✓ Verified | 
| **Automodeling** | 7.7 (502 reviews) ✓ Verified | Not enough data | Feature Not Available | 7.4 (140 reviews) ✓ Verified | 

#### Building Reports

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Transformation** | 8.3 (386 reviews) ✓ Verified | Not enough data | Feature Not Available | 8.5 (113 reviews) ✓ Verified | 
| **Data Modeling** | 8.3 (403 reviews) ✓ Verified | Not enough data | Feature Not Available | 8.2 (105 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (357 reviews) ✓ Verified | Not enough data | 7.9 (355 reviews) ✓ Verified | 8.0 (84 reviews) ✓ Verified | 
| **Integration APIs** | 8.1 (331 reviews) ✓ Verified | Not enough data | 7.7 (344 reviews) ✓ Verified | 8.0 (85 reviews) ✓ Verified | 

### Digital Analytics

| Product | Score | Reviews |
|---|---|---|
| **Looker** | 8.4/10 | 324 |
| **XGBoost** | N/A | N/A |
| **Sisense** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |

#### Metrics

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Sessions - Digital Analytics** | 8.8 (238 reviews) | Not enough data | Not enough data | Not enough data | 
| **Engagement** | 8.7 (238 reviews) | Not enough data | Not enough data | Not enough data | 
| **Entry and Exit Pages** | 8.4 (224 reviews) | Not enough data | Not enough data | Not enough data | 
| **Standard Event Tracking** | 8.3 (226 reviews) | Not enough data | Not enough data | Not enough data | 
| **Custom Event Tracking** | 8.4 (215 reviews) | Not enough data | Not enough data | Not enough data | 
| **Retention** | 8.3 (224 reviews) | Not enough data | Not enough data | Not enough data | 
| **Return** | 8.4 (219 reviews) | Not enough data | Not enough data | Not enough data | 
| **Conversions** | 8.5 (230 reviews) | Not enough data | Not enough data | Not enough data | 
| **Funnels** | 8.3 (223 reviews) | Not enough data | Not enough data | Not enough data | 

#### Reporting

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Real-Time Reporting** | 8.4 (242 reviews) | Not enough data | Not enough data | Not enough data | 
| **Trending** | Feature Not Available | Not enough data | Not enough data | Not enough data | 
| **Retroactive Reporting** | 8.6 (242 reviews) | Not enough data | Not enough data | Not enough data | 
| **Segmentation** | 8.5 (245 reviews) | Not enough data | Not enough data | Not enough data | 
| **Mobile Reporting** | 8.1 (199 reviews) | Not enough data | Not enough data | Not enough data | 
| **Unification Across Devices** | 8.4 (205 reviews) | Not enough data | Not enough data | Not enough data | 
| **Custom Reports and Dashboards** | 9.0 (254 reviews) | Not enough data | Not enough data | Not enough data | 

#### Other

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **User Data** | 8.7 (226 reviews) | Not enough data | Not enough data | Not enough data | 
| **Site Search Reporting** | 8.6 (209 reviews) | Not enough data | Not enough data | Not enough data | 
| **Load Time Monitoring** | 8.4 (201 reviews) | Not enough data | Not enough data | Not enough data | 
| **Campaign Tracking** | 8.7 (215 reviews) | Not enough data | Not enough data | Not enough data | 
| **E-Commerce** | 8.7 (207 reviews) | Not enough data | Not enough data | Not enough data | 
| **Promotional Messages** | 8.2 (179 reviews) | Not enough data | Not enough data | Not enough data | 
| **Administration Alerts** | 8.3 (191 reviews) | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - Digital Analytics

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Autonomous Task Execution** | 7.4 (15 reviews) | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | 7.8 (15 reviews) | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | 7.8 (16 reviews) | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | 7.9 (16 reviews) | Not enough data | Not enough data | Not enough data | 

#### Administration

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **API / Integrations** | 8.4 (218 reviews) | Not enough data | Not enough data | Not enough data | 
| **QA Testing** | 8.3 (193 reviews) | Not enough data | Not enough data | Not enough data | 
| **Performance and Reliability** | 8.5 (245 reviews) | Not enough data | Not enough data | Not enough data | 
| **User, Role, and Access Management** | 8.6 (239 reviews) | Not enough data | Not enough data | Not enough data | 

### Data Virtualization

| Product | Score | Reviews |
|---|---|---|
| **Looker** | N/A | N/A |
| **XGBoost** | N/A | N/A |
| **Sisense** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |

#### Administration

| Feature | Looker | XGBoost | Sisense | 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 | Looker | XGBoost | Sisense | 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 | Looker | XGBoost | Sisense | 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 |
|---|---|---|
| **Looker** | N/A | N/A |
| **XGBoost** | N/A | N/A |
| **Sisense** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |

#### Administration

| Feature | Looker | XGBoost | Sisense | 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 | Looker | XGBoost | Sisense | 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 | Looker | XGBoost | Sisense | 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 | Looker | XGBoost | Sisense | 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 |
|---|---|---|
| **Looker** | N/A | N/A |
| **XGBoost** | N/A | N/A |
| **Sisense** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |

#### System

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Model Development

| Feature | Looker | XGBoost | Sisense | 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 | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Feature Engineering** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Looker | XGBoost | Sisense | 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 | Looker | XGBoost | Sisense | 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 | Looker | XGBoost | Sisense | 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 | Looker | XGBoost | Sisense | 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 | Looker | XGBoost | Sisense | 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 |
|---|---|---|
| **Looker** | N/A | N/A |
| **XGBoost** | N/A | N/A |
| **Sisense** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |

#### Integration - Machine Learning

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Integration** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Learning - Machine Learning

| Feature | Looker | XGBoost | Sisense | 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 |
|---|---|---|
| **Looker** | N/A | N/A |
| **XGBoost** | N/A | N/A |
| **Sisense** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |

#### Agentic AI - AWS Marketplace

| Feature | Looker | XGBoost | Sisense | 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 | 

### Sales Analytics

| Product | Score | Reviews |
|---|---|---|
| **Looker** | 8.1/10 | 260 |
| **XGBoost** | N/A | N/A |
| **Sisense** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |

#### Agentic AI - Sales Analytics

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Autonomous Task Execution** | 7.0 (11 reviews) | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | 7.6 (11 reviews) | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | 6.7 (11 reviews) | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | 7.4 (12 reviews) | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | 7.3 (11 reviews) | Not enough data | Not enough data | Not enough data | 

#### Data Sourcing

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Sourcing** | 8.8 (203 reviews) | Not enough data | Not enough data | Not enough data | 
| **Exporting & Sharing Data** | 8.8 (221 reviews) | Not enough data | Not enough data | Not enough data | 
| **Multi-Device Data Visualization** | 8.6 (188 reviews) | Not enough data | Not enough data | Not enough data | 
| **Interactive Dashboards** | 8.8 (225 reviews) | Not enough data | Not enough data | Not enough data | 
| **Data Segmentation** | 8.7 (209 reviews) | Not enough data | Not enough data | Not enough data | 

#### Predictive Analytics

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Lead Scoring** | 8.3 (153 reviews) | Not enough data | Not enough data | Not enough data | 
| **Opportunity Scoring** | 8.2 (149 reviews) | Not enough data | Not enough data | Not enough data | 
| **Risk Analysis** | 8.2 (147 reviews) | Not enough data | Not enough data | Not enough data | 
| **Live Forecasting** | 8.0 (164 reviews) | Not enough data | Not enough data | Not enough data | 

#### Sales Management

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Live Pipeline Management** | 8.4 (161 reviews) | Not enough data | Not enough data | Not enough data | 
| **Sales Gamification** | 8.2 (140 reviews) | Not enough data | Not enough data | Not enough data | 
| **Account-Based Analytics** | 8.6 (170 reviews) | Not enough data | Not enough data | Not enough data | 
| **Activity Tracking** | 8.7 (168 reviews) | Not enough data | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Looker** | N/A | N/A |
| **XGBoost** | N/A | N/A |
| **Sisense** | N/A | N/A |
| **Spotfire Analytics** | 8.5/10 | 13 |

#### Statistical Tool

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Scripting** | Not enough data | Not enough data | Not enough data | 6.9 (6 reviews) | 
| **Data Mining** | Not enough data | Not enough data | Not enough data | 8.6 (7 reviews) | 
| **Algorithms** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Data Analysis

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Analysis** | Not enough data | Not enough data | Not enough data | 8.9 (9 reviews) | 
| **Data Interaction** | Not enough data | Not enough data | Not enough data | 8.9 (9 reviews) | 

#### Decision Making

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Modeling** | Not enough data | Not enough data | Not enough data | 8.3 (8 reviews) | 
| **Data Visualizations** | Not enough data | Not enough data | Not enough data | 9.0 (8 reviews) | 
| **Report Generation** | Not enough data | Not enough data | Not enough data | 9.5 (10 reviews) | 
| **Data Unification** | Not enough data | Not enough data | Not enough data | 7.9 (8 reviews) | 

#### Generative AI

| Feature | Looker | XGBoost | Sisense | 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 | 

### Marketing Analytics

| Product | Score | Reviews |
|---|---|---|
| **Looker** | 8.2/10 | 312 |
| **XGBoost** | N/A | N/A |
| **Sisense** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |

#### Marketing Operations

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **ROI Tracking** | 8.6 (221 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | 
| **Data Collection** | 8.7 (241 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | 
| **Customer Insights** | 8.5 (228 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | 
| **Multi-User Access** | 8.9 (244 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | 
| **Spend Management** | 8.3 (129 reviews) | Not enough data | Not enough data | Not enough data | 
| **White Label** | Feature Not Available | Not enough data | Not enough data | Not enough data | 

#### Campaign Activity

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Campaign Insights** | 8.6 (230 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | 
| **Reports and Dashboards** | 8.8 (260 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | 
| **Campaign Stickiness** | 8.5 (212 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | 
| **Multichannel Tracking** | 8.5 (213 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | 
| **Brand Optimization** | 8.4 (199 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | 
| **Predictive Analytics** | 7.9 (120 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - Marketing Analytics

| Feature | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Autonomous Task Execution** | 6.8 (14 reviews) | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | 7.5 (14 reviews) | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | 7.3 (14 reviews) | Not enough data | Not enough data | Not enough data | 

---
## Categories

**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)

**Unique to XGBoost (1):** [Machine Learning Software](https://www.g2.com/categories/machine-learning)

**Unique to Sisense (3):** [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Data Visualization Tools](https://www.g2.com/categories/data-visualization-tools)

**Unique to Spotfire Analytics (10):** [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), [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [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 | Looker | XGBoost | Sisense | Spotfire Analytics | 
|---|---|---|---|---|
| **Small-Business** | 19.3% | 50.0% | 23.9% | 23.0% | 
| **Mid-Market** | 60.6% | 16.7% | 57.4% | 25.5% | 
| **Enterprise** | 20.1% | 33.3% | 18.7% | 51.6% | 

### By Industry

#### Looker

- **Computer Software:** 11.4%
- **Information Technology and Services:** 11.0%
- **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%

#### XGBoost

- **Computer Software:** 25.0%
- **Financial Services:** 16.7%
- **Research:** 8.3%
- **Marketing and Advertising:** 8.3%
- **Information Technology and Services:** 8.3%
- **Higher Education:** 8.3%
- **Consumer Goods:** 8.3%
- **Consumer Electronics:** 8.3%
- **Building Materials:** 8.3%

#### Sisense

- **Information Technology and Services:** 12.8%
- **Computer Software:** 12.0%
- **Financial Services:** 8.3%
- **Marketing and Advertising:** 6.4%
- **Hospital & Health Care:** 4.4%
- **Internet:** 3.9%
- **Retail:** 2.8%
- **Insurance:** 2.0%
- **Logistics and Supply Chain:** 1.9%
- **Real Estate:** 1.8%
- **Other:** 43.8%

#### 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 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)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Grow.com](https://www.g2.com/products/grow-com/reviews) — 4.3/5 stars (274 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 (3653 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 (692 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.2/5 stars (600 reviews)

### Alternatives to XGBoost

- [Weka](https://www.g2.com/products/weka/reviews) — 4.3/5 stars (13 reviews)
- [Google Cloud TPU](https://www.g2.com/products/google-cloud-tpu/reviews) — 4.5/5 stars (33 reviews)
- [scikit-learn](https://www.g2.com/products/scikit-learn/reviews) — 4.8/5 stars (60 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (657 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (810 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (798 reviews)
- [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) — 4.5/5 stars (5561 reviews)
- [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (1947 reviews)
- [Phrase](https://www.g2.com/products/phrase-phrase/reviews) — 4.5/5 stars (1282 reviews)

### Alternatives to Sisense

- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Zoho Analytics](https://www.g2.com/products/zoho-analytics/reviews) — 4.2/5 stars (287 reviews)
- [Grow.com](https://www.g2.com/products/grow-com/reviews) — 4.3/5 stars (274 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3653 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [Amazon QuickSight](https://www.g2.com/products/amazon-quicksight/reviews) — 4.3/5 stars (692 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/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 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)
- [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 (3653 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 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)
- [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews)

---
## Top Discussions

### 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..."

### XGBoost

No discussions available for this product.

### Sisense

- Title: [Can i use for fashion designing](https://www.g2.com/discussions/44191-can-i-use-for-fashion-designing) — 3 comments, 1 upvote
  > **Top comment:** "You got me interested. I'm just looking for information that would help me in preparing the presentation of my fashion project. A cool fashion designer..."
- Title: [What is Sisense used for?](https://www.g2.com/discussions/what-is-sisense-used-for) — 2 comments
  > **Top comment:** "Data Analysis and Data Visualization"
- Title: [Is it possible to let more than one user manage an individual report?](https://www.g2.com/discussions/27533-is-it-possible-to-let-more-than-one-user-manage-an-individual-report) — 2 comments
  > **Top comment:** "You can have a second Admin account to manage reports but you have to transfer ownership of the dashboard.  "
- Title: [What is Sisense used for?](https://www.g2.com/discussions/sisense-what-is-sisense-used-for) — 1 comment
  > **Top comment:** "Sisense is a modern analytics platform that turns raw data into trustworthy, interactive insights for both internal teams and external users. You connect..."
- Title: [Who uses Sisense?](https://www.g2.com/discussions/who-uses-sisense) — 1 comment
  > **Top comment:** "Sidense can be used by any industry looking for visualizations that will revolutionize data analytics!"

### 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/looker-vs-xgboost-vs-sisense-vs-spotfire-analytics)