# Looker, Sisense, Domo vs Spotfire Analytics Comparison

| | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Star Rating** | 4.4 out of 5 | 4.2 out of 5 | 4.3 out of 5 | 4.2 out of 5 | 
| **Total Reviews** | 1,644 | 1,063 | 1,005 | 362 | 
| **Largest Market Segment** | Mid-Market (60.6% of reviews) | Mid-Market (57.4% of reviews) | Mid-Market (54.2% of reviews) | Enterprise (51.6% of reviews) | 
| **Entry Level Price** | No pricing available | $399.00 Per Month | Free Trial | Free Trial | 

---
## Top Pros & Cons

### Looker

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

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

### Sisense

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

Cons:
- Learning Curve (37 reviews)
- Missing Features (27 reviews)

### Domo

Pros:
- Ease of Use (247 reviews)
- Data Visualization (116 reviews)

Cons:
- Learning Curve (66 reviews)
- Missing Features (59 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 | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
  | **Meets Requirements** | 8.7 (1129 reviews) | 8.2 (833 reviews) | 8.4 (863 reviews) | 8.6 (283 reviews) | 
  | **Ease of Use** | 8.3 (1135 reviews) | 8.3 (844 reviews) | 8.3 (879 reviews) | 8.1 (284 reviews) | 
  | **Ease of Setup** | 8.3 (611 reviews) | 7.7 (529 reviews) | 7.8 (561 reviews) | 7.7 (137 reviews) | 
  | **Ease of Admin** | 8.3 (430 reviews) | 8.0 (523 reviews) | 8.1 (471 reviews) | 7.8 (112 reviews) | 
  | **Quality of Support** | 8.6 (964 reviews) | 8.3 (787 reviews) | 8.1 (750 reviews) | 7.8 (248 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (409 reviews) | 8.7 (511 reviews) | 8.8 (469 reviews) | 8.4 (111 reviews) | 
  | **Product Direction (% positive)** | 8.7 (1057 reviews) | 7.9 (808 reviews) | 8.6 (857 reviews) | 7.9 (280 reviews) | 

---
## Pricing

### Looker

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### 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 &amp; modeling (any source)
- Dashboards &amp; Widgets
-  Sisense intelligence

[Browse all 3 editions](https://www.g2.com/products/sisense/pricing)

#### Free Trial

Yes

### Domo

#### Entry-Level Pricing

Plan: Free

Price: Free Trial

Description: Try out the Domo platform for 30 days. No credit card required.

Key Features:
- Full Platform
- Unlimited users
- Onboarding support

[Browse all 2 editions](https://www.g2.com/products/domo/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 |
| **Sisense** | 7.9/10 | 703 |
| **Domo** | 8.1/10 | 737 |
| **Spotfire Analytics** | 8.2/10 | 236 |

#### Reports

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Reports Interface** | 8.6 (681 reviews) ✓ Verified | 8.3 (553 reviews) ✓ Verified | 8.5 (669 reviews) ✓ Verified | 8.3 (192 reviews) ✓ Verified | 
| **Steps to Answer** | 8.2 (620 reviews) ✓ Verified | 7.7 (503 reviews) ✓ Verified | 7.9 (602 reviews) ✓ Verified | 7.9 (184 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.2 (675 reviews) ✓ Verified | 8.4 (568 reviews) ✓ Verified | 8.8 (670 reviews) ✓ Verified | 8.8 (209 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (530 reviews) ✓ Verified | 8.0 (455 reviews) ✓ Verified | 8.3 (591 reviews) ✓ Verified | 8.1 (170 reviews) ✓ Verified | 
| **Dashboards** | 8.7 (676 reviews) ✓ Verified | 8.6 (564 reviews) ✓ Verified | 8.7 (666 reviews) ✓ Verified | 8.7 (199 reviews) ✓ Verified | 

#### Self Service 

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Calculated Fields** | 8.4 (626 reviews) ✓ Verified | 8.0 (544 reviews) ✓ Verified | 8.2 (602 reviews) ✓ Verified | 8.5 (198 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.6 (648 reviews) ✓ Verified | 8.2 (544 reviews) ✓ Verified | 8.3 (614 reviews) ✓ Verified | 8.6 (204 reviews) ✓ Verified | 
| **Data Discovery** | 8.4 (616 reviews) ✓ Verified | 7.9 (522 reviews) ✓ Verified | 8.1 (579 reviews) ✓ Verified | 8.3 (186 reviews) ✓ Verified | 
| **Search** | 8.1 (617 reviews) ✓ Verified | 7.7 (493 reviews) ✓ Verified | 7.8 (583 reviews) ✓ Verified | 7.8 (179 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.4 (594 reviews) ✓ Verified | 7.5 (479 reviews) ✓ Verified | 7.9 (572 reviews) ✓ Verified | 7.8 (168 reviews) ✓ Verified | 
| **Automodeling** | 7.7 (503 reviews) ✓ Verified | Feature Not Available | 7.0 (467 reviews) | 7.4 (140 reviews) ✓ Verified | 

#### Advanced Analytics

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Predictive Analytics** | 7.6 (430 reviews) ✓ Verified | 6.9 (286 reviews) ✓ Verified | 6.8 (440 reviews) ✓ Verified | 8.0 (156 reviews) ✓ Verified | 
| **Data Visualization** | 8.4 (646 reviews) ✓ Verified | 8.5 (540 reviews) ✓ Verified | 8.7 (625 reviews) ✓ Verified | 8.9 (203 reviews) ✓ Verified | 
| **Big Data Services** | 8.0 (518 reviews) ✓ Verified | 7.6 (416 reviews) ✓ Verified | 8.0 (475 reviews) ✓ Verified | 8.1 (156 reviews) ✓ Verified | 

#### Building Reports

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Transformation** | 8.3 (386 reviews) ✓ Verified | Feature Not Available | 8.5 (444 reviews) ✓ Verified | 8.5 (113 reviews) ✓ Verified | 
| **Data Modeling** | 8.3 (404 reviews) ✓ Verified | Feature Not Available | 8.1 (319 reviews) | 8.2 (105 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (358 reviews) ✓ Verified | 7.9 (355 reviews) ✓ Verified | 8.0 (335 reviews) ✓ Verified | 8.0 (84 reviews) ✓ Verified | 
| **Integration APIs** | 8.1 (332 reviews) ✓ Verified | 7.7 (344 reviews) ✓ Verified | 7.9 (385 reviews) ✓ Verified | 8.0 (85 reviews) ✓ Verified | 

#### Platform

| Feature | Looker | Sisense | Domo | 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 |
| **Sisense** | 7.5/10 | 616 |
| **Domo** | 8.4/10 | 723 |
| **Spotfire Analytics** | 8.3/10 | 233 |

#### Reports

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Reports Interface** | 8.6 (681 reviews) ✓ Verified | 8.3 (553 reviews) ✓ Verified | 8.5 (669 reviews) ✓ Verified | 8.3 (192 reviews) ✓ Verified | 
| **Steps to Answer** | 8.2 (620 reviews) ✓ Verified | 7.7 (503 reviews) ✓ Verified | 7.9 (602 reviews) ✓ Verified | 7.9 (184 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.2 (675 reviews) ✓ Verified | 8.4 (568 reviews) ✓ Verified | 8.8 (670 reviews) ✓ Verified | 8.8 (209 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (530 reviews) ✓ Verified | 8.0 (455 reviews) ✓ Verified | 8.3 (591 reviews) ✓ Verified | 8.1 (170 reviews) ✓ Verified | 
| **Dashboards** | 8.7 (676 reviews) ✓ Verified | 8.6 (564 reviews) ✓ Verified | 8.7 (666 reviews) ✓ Verified | 8.7 (199 reviews) ✓ Verified | 

#### Reports

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Reports Interface** | 8.5 (112 reviews) | 7.7 (15 reviews) | 8.6 (25 reviews) | 8.6 (6 reviews) | 
| **Share Reports** | 8.5 (109 reviews) | 7.1 (14 reviews) | 8.8 (23 reviews) | 8.1 (6 reviews) | 
| **Steps to Answer** | 8.0 (103 reviews) | 6.7 (13 reviews) | 8.3 (22 reviews) | 7.8 (6 reviews) | 

#### Generative AI

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **AI Text Generation** | 7.0 (100 reviews) | 6.0 (10 reviews) | 7.5 (17 reviews) | 8.3 (6 reviews) | 
| **AI Text Summarization** | 7.1 (100 reviews) | 5.6 (9 reviews) | 7.5 (17 reviews) | 8.1 (6 reviews) | 

#### Visualization

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Graphs and Charts** | 8.5 (116 reviews) | 8.1 (19 reviews) | 8.5 (24 reviews) | 8.1 (6 reviews) | 
| **Score Cards** | 8.4 (111 reviews) | 7.8 (13 reviews) | 8.3 (23 reviews) | 8.3 (6 reviews) | 
| **Dashboards** | 8.7 (116 reviews) | 7.9 (18 reviews) | 8.3 (24 reviews) | 8.3 (6 reviews) | 
| **Formats** | 8.3 (109 reviews) | 7.6 (15 reviews) | 8.6 (22 reviews) | 8.3 (6 reviews) | 

#### Data Updates

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Historical Snapshots** | 8.1 (107 reviews) | 7.4 (12 reviews) | 8.3 (21 reviews) | 8.3 (6 reviews) | 
| **Real-Time Updating** | 8.3 (107 reviews) | 8.1 (14 reviews) | 9.0 (21 reviews) | 8.6 (6 reviews) | 

#### Collaboration

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Sharing** | 8.4 (109 reviews) | 7.6 (15 reviews) | 8.5 (21 reviews) | 8.6 (7 reviews) | 
| **Co-Editing** | 8.0 (106 reviews) | 6.8 (15 reviews) | 8.3 (21 reviews) | 7.3 (5 reviews) | 
| **Devices** | 8.0 (102 reviews) | 6.9 (14 reviews) | 8.5 (21 reviews) | 8.1 (6 reviews) | 

#### Data Updates

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Historical Snapshots** | 7.8 (137 reviews) | 6.8 (16 reviews) | 8.5 (25 reviews) | 8.3 (6 reviews) | 
| **Real-Time Updating** | 8.0 (143 reviews) | 8.0 (19 reviews) | 8.7 (26 reviews) | 8.1 (6 reviews) | 
| **Email Reports** | 8.5 (145 reviews) | 6.9 (19 reviews) | 7.9 (27 reviews) | 8.6 (6 reviews) | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Looker** | 7.9/10 | 803 |
| **Sisense** | 6.8/10 | 775 |
| **Domo** | 7.7/10 | 763 |
| **Spotfire Analytics** | 8.2/10 | 236 |

#### Reports

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Reports Interface** | 8.6 (681 reviews) ✓ Verified | 8.3 (553 reviews) ✓ Verified | 8.5 (669 reviews) ✓ Verified | 8.3 (192 reviews) ✓ Verified | 
| **Steps to Answer** | 8.2 (620 reviews) ✓ Verified | 7.7 (503 reviews) ✓ Verified | 7.9 (602 reviews) ✓ Verified | 7.9 (184 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.2 (675 reviews) ✓ Verified | 8.4 (568 reviews) ✓ Verified | 8.8 (670 reviews) ✓ Verified | 8.8 (209 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (530 reviews) ✓ Verified | 8.0 (455 reviews) ✓ Verified | 8.3 (591 reviews) ✓ Verified | 8.1 (170 reviews) ✓ Verified | 
| **Dashboards** | 8.7 (676 reviews) ✓ Verified | 8.6 (564 reviews) ✓ Verified | 8.7 (666 reviews) ✓ Verified | 8.7 (199 reviews) ✓ Verified | 

#### Data Preparation

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Connectors** | 8.3 (293 reviews) ✓ Verified | 7.8 (329 reviews) ✓ Verified | 8.3 (266 reviews) ✓ Verified | 8.4 (71 reviews) ✓ Verified | 
| **Data Governance** | 8.3 (264 reviews) ✓ Verified | 7.5 (304 reviews) ✓ Verified | 8.0 (256 reviews) ✓ Verified | 7.8 (65 reviews) ✓ Verified | 

#### Data Modeling and Blending

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Querying** | 8.5 (313 reviews) ✓ Verified | 7.9 (343 reviews) ✓ Verified | 8.2 (260 reviews) ✓ Verified | 8.5 (77 reviews) ✓ Verified | 
| **Data Filtering** | 8.7 (334 reviews) ✓ Verified | 8.1 (351 reviews) ✓ Verified | 8.4 (260 reviews) ✓ Verified | 8.4 (81 reviews) ✓ Verified | 
| **Data Blending** | 8.4 (310 reviews) ✓ Verified | 7.8 (337 reviews) ✓ Verified | 8.4 (255 reviews) ✓ Verified | 8.4 (75 reviews) ✓ Verified | 

#### Generative AI

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **AI Text Generation** | 7.1 (88 reviews) | 6.1 (144 reviews) | 6.5 (146 reviews) | 7.4 (31 reviews) | 
| **AI Text Summarization** | 7.1 (86 reviews) | 6.2 (144 reviews) | 6.4 (146 reviews) | 7.1 (32 reviews) | 

#### Agentic AI - Analytics Platforms

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Autonomous Task Execution** | 7.2 (40 reviews) | 3.7 (5 reviews) | 7.1 (51 reviews) | Not enough data | 
| **Multi-step Planning** | 7.4 (39 reviews) | Not enough data | 7.1 (51 reviews) | Not enough data | 
| **Cross-system Integration** | 7.3 (40 reviews) | Not enough data | 7.4 (51 reviews) | Not enough data | 
| **Adaptive Learning** | 7.1 (40 reviews) | Not enough data | 7.2 (50 reviews) | Not enough data | 
| **Natural Language Interaction** | 7.3 (40 reviews) | 4.7 (5 reviews) | 7.1 (50 reviews) | Not enough data | 
| **Proactive Assistance** | 7.4 (39 reviews) | Not enough data | 7.0 (49 reviews) | Not enough data | 
| **Decision Making** | 7.8 (40 reviews) | Not enough data | 7.2 (51 reviews) | Not enough data | 

#### Self Service 

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Calculated Fields** | 8.4 (626 reviews) ✓ Verified | 8.0 (544 reviews) ✓ Verified | 8.2 (602 reviews) ✓ Verified | 8.5 (198 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.6 (648 reviews) ✓ Verified | 8.2 (544 reviews) ✓ Verified | 8.3 (614 reviews) ✓ Verified | 8.6 (204 reviews) ✓ Verified | 
| **Data Discovery** | 8.4 (616 reviews) ✓ Verified | 7.9 (522 reviews) ✓ Verified | 8.1 (579 reviews) ✓ Verified | 8.3 (186 reviews) ✓ Verified | 
| **Search** | 8.1 (617 reviews) ✓ Verified | 7.7 (493 reviews) ✓ Verified | 7.8 (583 reviews) ✓ Verified | 7.8 (179 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.4 (594 reviews) ✓ Verified | 7.5 (479 reviews) ✓ Verified | 7.9 (572 reviews) ✓ Verified | 7.8 (168 reviews) ✓ Verified | 
| **Automodeling** | 7.7 (503 reviews) ✓ Verified | Feature Not Available | 7.0 (467 reviews) | 7.4 (140 reviews) ✓ Verified | 

#### Deployment &amp; Integration - Analytics Platforms

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **No-code Dashboard Builder** | 8.1 (40 reviews) | 6.0 (5 reviews) | 8.3 (62 reviews) | Not enough data | 
| **Report Scheduling and Automation** | 8.4 (44 reviews) | 6.7 (5 reviews) | 8.2 (59 reviews) | Not enough data | 
| **Embedded Analytics and White-labeling** | 7.7 (35 reviews) | 5.7 (5 reviews) | 8.0 (50 reviews) | Not enough data | 
| **Data Source Connectivity** | 8.3 (50 reviews) | 7.6 (7 reviews) | 8.4 (56 reviews) | Not enough data | 

#### Advanced Analytics

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Predictive Analytics** | 7.6 (430 reviews) ✓ Verified | 6.9 (286 reviews) ✓ Verified | 6.8 (440 reviews) ✓ Verified | 8.0 (156 reviews) ✓ Verified | 
| **Data Visualization** | 8.4 (646 reviews) ✓ Verified | 8.5 (540 reviews) ✓ Verified | 8.7 (625 reviews) ✓ Verified | 8.9 (203 reviews) ✓ Verified | 
| **Big Data Services** | 8.0 (518 reviews) ✓ Verified | 7.6 (416 reviews) ✓ Verified | 8.0 (475 reviews) ✓ Verified | 8.1 (156 reviews) ✓ Verified | 

#### Performance &amp; Scalability - Analytics Platforms

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Large data handling and Query Speed** | 7.1 (56 reviews) | 6.9 (6 reviews) | 7.9 (56 reviews) | Not enough data | 
| **Concurrent User Support** | 8.0 (36 reviews) | 7.2 (6 reviews) | 8.2 (52 reviews) | Not enough data | 

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

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Modeling and Governance** | 8.2 (44 reviews) | 6.7 (5 reviews) | 7.8 (50 reviews) | Not enough data | 
| **Notebook and Script Integration** | 7.1 (34 reviews) | 6.1 (6 reviews) | 7.8 (50 reviews) | Not enough data | 
| **Built-in Predictive and Statistical Models** | 7.3 (35 reviews) | Not enough data | 7.4 (49 reviews) | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Auto-generated Insights and Narratives** | 7.1 (34 reviews) | 3.7 (5 reviews) | 7.0 (48 reviews) | Not enough data | 
| **Natural Language Queries** | 7.5 (36 reviews) | 5.3 (5 reviews) | 7.1 (47 reviews) | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | 7.6 (35 reviews) | 4.7 (5 reviews) | 7.5 (50 reviews) | Not enough data | 
| **AI Agents for Analytical Follow-ups** | 7.4 (35 reviews) | Not enough data | 6.9 (48 reviews) | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 7.6 (35 reviews) | 3.7 (5 reviews) | 6.9 (48 reviews) | Not enough data | 
| **Role-based Insight Personalization** | 7.4 (37 reviews) | 4.7 (6 reviews) | 6.9 (48 reviews) | Not enough data | 
| **Conversational and Prompt-based Analytics** | 7.6 (35 reviews) | 3.7 (5 reviews) | 6.9 (48 reviews) | Not enough data | 

#### Building Reports

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Transformation** | 8.3 (386 reviews) ✓ Verified | Feature Not Available | 8.5 (444 reviews) ✓ Verified | 8.5 (113 reviews) ✓ Verified | 
| **Data Modeling** | 8.3 (404 reviews) ✓ Verified | Feature Not Available | 8.1 (319 reviews) | 8.2 (105 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (358 reviews) ✓ Verified | 7.9 (355 reviews) ✓ Verified | 8.0 (335 reviews) ✓ Verified | 8.0 (84 reviews) ✓ Verified | 
| **Integration APIs** | 8.1 (332 reviews) ✓ Verified | 7.7 (344 reviews) ✓ Verified | 7.9 (385 reviews) ✓ Verified | 8.0 (85 reviews) ✓ Verified | 

### Embedded Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Looker** | 8.4/10 | 773 |
| **Sisense** | 8.0/10 | 702 |
| **Domo** | 8.2/10 | 734 |
| **Spotfire Analytics** | 8.1/10 | 236 |

#### Reports

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Reports Interface** | 8.6 (681 reviews) ✓ Verified | 8.3 (553 reviews) ✓ Verified | 8.5 (669 reviews) ✓ Verified | 8.3 (192 reviews) ✓ Verified | 
| **Steps to Answer** | 8.2 (620 reviews) ✓ Verified | 7.7 (503 reviews) ✓ Verified | 7.9 (602 reviews) ✓ Verified | 7.9 (184 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.2 (675 reviews) ✓ Verified | 8.4 (568 reviews) ✓ Verified | 8.8 (670 reviews) ✓ Verified | 8.8 (209 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (530 reviews) ✓ Verified | 8.0 (455 reviews) ✓ Verified | 8.3 (591 reviews) ✓ Verified | 8.1 (170 reviews) ✓ Verified | 
| **Dashboards** | 8.7 (676 reviews) ✓ Verified | 8.6 (564 reviews) ✓ Verified | 8.7 (666 reviews) ✓ Verified | 8.7 (199 reviews) ✓ Verified | 

#### Self Service 

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Calculated Fields** | 8.4 (626 reviews) ✓ Verified | 8.0 (544 reviews) ✓ Verified | 8.2 (602 reviews) ✓ Verified | 8.5 (198 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.6 (648 reviews) ✓ Verified | 8.2 (544 reviews) ✓ Verified | 8.3 (614 reviews) ✓ Verified | 8.6 (204 reviews) ✓ Verified | 
| **Data Discovery** | 8.4 (616 reviews) ✓ Verified | 7.9 (522 reviews) ✓ Verified | 8.1 (579 reviews) ✓ Verified | 8.3 (186 reviews) ✓ Verified | 
| **Search** | 8.1 (617 reviews) ✓ Verified | 7.7 (493 reviews) ✓ Verified | 7.8 (583 reviews) ✓ Verified | 7.8 (179 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.4 (594 reviews) ✓ Verified | 7.5 (479 reviews) ✓ Verified | 7.9 (572 reviews) ✓ Verified | 7.8 (168 reviews) ✓ Verified | 
| **Automodeling** | 7.7 (503 reviews) ✓ Verified | Feature Not Available | 7.0 (467 reviews) | 7.4 (140 reviews) ✓ Verified | 

#### Building Reports

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Transformation** | 8.3 (386 reviews) ✓ Verified | Feature Not Available | 8.5 (444 reviews) ✓ Verified | 8.5 (113 reviews) ✓ Verified | 
| **Data Modeling** | 8.3 (404 reviews) ✓ Verified | Feature Not Available | 8.1 (319 reviews) | 8.2 (105 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (358 reviews) ✓ Verified | 7.9 (355 reviews) ✓ Verified | 8.0 (335 reviews) ✓ Verified | 8.0 (84 reviews) ✓ Verified | 
| **Integration APIs** | 8.1 (332 reviews) ✓ Verified | 7.7 (344 reviews) ✓ Verified | 7.9 (385 reviews) ✓ Verified | 8.0 (85 reviews) ✓ Verified | 

### Digital Analytics

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

#### Metrics

| Feature | Looker | Sisense | Domo | 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 | Sisense | Domo | 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 | Sisense | Domo | 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 | Sisense | Domo | 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 | Sisense | Domo | 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 Preparation

| Product | Score | Reviews |
|---|---|---|
| **Looker** | N/A | N/A |
| **Sisense** | N/A | N/A |
| **Domo** | 8.0/10 | 41 |
| **Spotfire Analytics** | N/A | N/A |

#### Data Source Access

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Breadth of Data Sources** | Not enough data | Not enough data | 8.6 (37 reviews) | Not enough data | 
| **Ease of Data Connectivity** | Not enough data | Not enough data | 8.6 (37 reviews) | Not enough data | 
| **API Connectivity** | Not enough data | Not enough data | 8.0 (35 reviews) | Not enough data | 

#### Data Interaction

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Profiling and Classification** | Not enough data | Not enough data | 7.6 (32 reviews) | Not enough data | 
| **Metadata Management** | Not enough data | Not enough data | 7.1 (32 reviews) | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | 7.5 (31 reviews) | Not enough data | 
| **Data Joining** | Not enough data | Not enough data | 8.9 (33 reviews) | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 8.8 (32 reviews) | Not enough data | 
| **Data Quality and Cleansing** | Not enough data | Not enough data | 8.0 (33 reviews) | Not enough data | 
| **Data Sharing** | Not enough data | Not enough data | 8.3 (33 reviews) | Not enough data | 
| **Data Governance** | Not enough data | Not enough data | 8.0 (33 reviews) | Not enough data | 

#### Data Exporting

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Breadth of Integrations** | Not enough data | Not enough data | 8.2 (35 reviews) | Not enough data | 
| **Ease of Integrations** | Not enough data | Not enough data | 8.1 (34 reviews) | Not enough data | 
| **Data Workflows** | Not enough data | Not enough data | 8.1 (33 reviews) | Not enough data | 

#### Generative AI

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 6.3 (27 reviews) | Not enough data | 

### Data Virtualization

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

#### Administration

| Feature | Looker | Sisense | Domo | 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 | Sisense | Domo | 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 | Sisense | Domo | 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 | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Looker** | N/A | N/A |
| **Sisense** | N/A | N/A |
| **Domo** | 7.5/10 | 30 |
| **Spotfire Analytics** | N/A | N/A |

#### Administration

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Modelling** | Not enough data | Not enough data | 7.8 (29 reviews) | Not enough data | 
| **Recommendations** | Not enough data | Not enough data | 7.3 (30 reviews) | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 7.7 (30 reviews) | Not enough data | 
| **Dashboards and Visualizations** | Not enough data | Not enough data | 8.6 (30 reviews) | Not enough data | 

#### Management

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Business Glossary** | Not enough data | Not enough data | 6.8 (24 reviews) | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | 6.7 (25 reviews) | Not enough data | 
| **Data Profililng** | Not enough data | Not enough data | 6.7 (24 reviews) | Not enough data | 
| **Reporting and Visualization** | Not enough data | Not enough data | 8.2 (25 reviews) | Not enough data | 
| **Data Lineage** | Not enough data | Not enough data | 8.2 (25 reviews) | Not enough data | 

#### Compliance

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Sensitive Data Compliance** | Not enough data | Not enough data | 8.0 (29 reviews) | Not enough data | 
| **Training and Guidelines** | Not enough data | Not enough data | 7.7 (29 reviews) | Not enough data | 
| **Policy Enforcement** | Not enough data | Not enough data | 7.9 (30 reviews) | Not enough data | 
| **Compliance Monitoring** | Not enough data | Not enough data | 7.8 (29 reviews) | Not enough data | 

#### Security

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Access Control** | Not enough data | Not enough data | 8.3 (26 reviews) | Not enough data | 
| **Roles Management** | Not enough data | Not enough data | 7.9 (26 reviews) | Not enough data | 
| **Compliance Management** | Not enough data | Not enough data | 7.8 (25 reviews) | Not enough data | 

#### Data Quality

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Preparation** | Not enough data | Not enough data | 8.3 (28 reviews) | Not enough data | 
| **Data Distribution** | Not enough data | Not enough data | 8.5 (26 reviews) | Not enough data | 
| **Data Unification** | Not enough data | Not enough data | 8.5 (28 reviews) | Not enough data | 

#### Maintainence

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Quality Management** | Not enough data | Not enough data | 7.4 (25 reviews) | Not enough data | 
| **Policy Management** | Not enough data | Not enough data | 7.5 (24 reviews) | Not enough data | 

#### Generative AI

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 6.5 (25 reviews) | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 6.2 (25 reviews) | Not enough data | 

#### Agentic AI - Data Governance

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 6.9 (16 reviews) | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 7.1 (16 reviews) | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 7.1 (15 reviews) | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 7.1 (15 reviews) | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 6.8 (15 reviews) | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 7.2 (16 reviews) | Not enough data | 

### Statistical Analysis

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

#### Administration

| Feature | Looker | Sisense | Domo | 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 | Sisense | Domo | 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 | Sisense | Domo | 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 | Sisense | Domo | 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 | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Looker** | N/A | N/A |
| **Sisense** | N/A | N/A |
| **Domo** | 8.0/10 | 44 |
| **Spotfire Analytics** | N/A | N/A |

#### Management

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Reporting** | Not enough data | Not enough data | 8.4 (41 reviews) | Not enough data | 
| **Auditing** | Not enough data | Not enough data | 7.2 (39 reviews) | Not enough data | 

#### Functionality

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Extraction** | Not enough data | Not enough data | 8.0 (40 reviews) | Not enough data | 
| **Transformation** | Not enough data | Not enough data | 8.4 (40 reviews) | Not enough data | 
| **Loading** | Not enough data | Not enough data | 7.8 (39 reviews) | Not enough data | 
| **Automation** | Not enough data | Not enough data | 8.5 (41 reviews) | Not enough data | 
| **Scalability** | Not enough data | Not enough data | 7.9 (38 reviews) | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Looker** | N/A | N/A |
| **Sisense** | N/A | N/A |
| **Domo** | 6.2/10 | 25 |
| **Spotfire Analytics** | N/A | N/A |

#### System

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Ingestion &amp; Wrangling** | Not enough data | Not enough data | 7.6 (20 reviews) | Not enough data | 

#### Model Development

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Language Support** | Not enough data | Not enough data | 7.5 (24 reviews) | Not enough data | 
| **Drag and Drop** | Not enough data | Not enough data | 7.7 (24 reviews) | Not enough data | 
| **Pre-Built Algorithms** | Not enough data | Not enough data | 6.3 (24 reviews) | Not enough data | 
| **Model Training** | Not enough data | Not enough data | Feature Not Available | Feature Not Available | 

#### Model Development

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Feature Engineering** | Not enough data | Not enough data | 6.3 (19 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Computer Vision** | Not enough data | Not enough data | Feature Not Available | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | 6.2 (22 reviews) | Not enough data | 
| **Natural Language Generation** | Not enough data | Not enough data | 6.2 (22 reviews) | Not enough data | 
| **Artificial Neural Networks** | Not enough data | Not enough data | Feature Not Available | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Natural Language Understanding** | Not enough data | Not enough data | 5.8 (18 reviews) | Not enough data | 
| **Deep Learning** | Not enough data | Not enough data | 5.8 (18 reviews) | Not enough data | 

#### Deployment

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Managed Service** | Not enough data | Not enough data | 6.6 (22 reviews) | Not enough data | 
| **Application** | Not enough data | Not enough data | 6.4 (23 reviews) | Not enough data | 
| **Scalability** | Not enough data | Not enough data | 7.0 (24 reviews) | Not enough data | 

#### Generative AI

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 6.0 (12 reviews) | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 4.3 (12 reviews) | Not enough data | 
| **AI Text-to-Image** | Not enough data | Not enough data | 4.0 (10 reviews) | Not enough data | 

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

| Feature | Looker | Sisense | Domo | 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 |
| **Sisense** | N/A | N/A |
| **Domo** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |

#### Integration - Machine Learning

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

#### Learning - Machine Learning

| Feature | Looker | Sisense | Domo | 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 | 

### AI Agent Builders

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

#### Customization - AI Agent Builders

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **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 | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **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 | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Analytics &amp; 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 | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **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 | 

### AWS Marketplace

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

#### Agentic AI - AWS Marketplace

| Feature | Looker | Sisense | Domo | 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 |
| **Sisense** | N/A | N/A |
| **Domo** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |

#### Agentic AI - Sales Analytics

| Feature | Looker | Sisense | Domo | 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 | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Data Sourcing** | 8.8 (203 reviews) | Not enough data | Not enough data | Not enough data | 
| **Exporting &amp; 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 | Sisense | Domo | 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 | Sisense | Domo | 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 | 

### Agentic Analytics

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

#### Data Connectivity and Prep - Agentic Analytics

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **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 | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **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 &amp; Prescriptive Analytics** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Interaction and Workflow - Agentic Analytics

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Natural Language Query and Conversational Analytics** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Action Triggering &amp; Workflow Orchestration** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Explainability &amp; Audit Trails** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### AI Agent Management - Agentic Analytics

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Agent Configuration &amp; Goals** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Continuous Learning &amp; Feedback** | Not enough data | Not enough data | Not enough data | Not enough data | 

### Predictive Analytics

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

#### Statistical Tool

| Feature | Looker | Sisense | Domo | 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 | Sisense | Domo | 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 | Sisense | Domo | 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 | Sisense | Domo | 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 |
| **Sisense** | N/A | N/A |
| **Domo** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |

#### Marketing Operations

| Feature | Looker | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **ROI Tracking** | 8.6 (221 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | 
| **Data Collection** | 8.7 (242 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | 
| **Customer Insights** | 8.5 (229 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** | 8.4 (130 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 | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Campaign Insights** | 8.6 (231 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 | Sisense | Domo | 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
**Shared Categories (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 Looker (3):** [Sales Analytics Software](https://www.g2.com/categories/sales-analytics), [Marketing Analytics Software](https://www.g2.com/categories/marketing-analytics), [Digital Analytics Software](https://www.g2.com/categories/digital-analytics)


**Unique to Domo (6):** [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [Data Preparation Software](https://www.g2.com/categories/data-preparation), [ETL Tools](https://www.g2.com/categories/etl-tools), [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)

**Unique to Spotfire Analytics (7):** [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), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [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 | Sisense | Domo | Spotfire Analytics | 
|---|---|---|---|---|
| **Small-Business** | 19.3% | 23.9% | 13.5% | 23.0% | 
| **Mid-Market** | 60.6% | 57.4% | 54.2% | 25.5% | 
| **Enterprise** | 20.1% | 18.8% | 32.3% | 51.6% | 

### By Industry

#### 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 &amp; Beverages:** 2.3%
- **Consumer Goods:** 2.1%
- **Health, Wellness and Fitness:** 2.1%
- **Hospital &amp; Health Care:** 2.1%
- **Other:** 41.9%

#### Sisense

- **Information Technology and Services:** 12.8%
- **Computer Software:** 12.0%
- **Financial Services:** 8.3%
- **Marketing and Advertising:** 6.4%
- **Hospital &amp; Health Care:** 4.4%
- **Internet:** 3.9%
- **Retail:** 2.8%
- **Insurance:** 2.0%
- **Logistics and Supply Chain:** 1.9%
- **Real Estate:** 1.7%
- **Other:** 43.8%

#### Domo

- **Computer Software:** 9.6%
- **Marketing and Advertising:** 7.4%
- **Information Technology and Services:** 6.1%
- **Hospital &amp; Health Care:** 5.4%
- **Financial Services:** 4.5%
- **Retail:** 3.7%
- **Internet:** 3.5%
- **Telecommunications:** 3.0%
- **Consumer Goods:** 2.4%
- **Staffing and Recruiting:** 2.1%
- **Other:** 52.4%

#### Spotfire Analytics

- **Oil &amp; 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)
- [Grow.com](https://www.g2.com/products/grow-com/reviews) — 4.3/5 stars (275 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 (3658 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)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.3/5 stars (607 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)
- [Sigma](https://www.g2.com/products/sigma-computing-sigma/reviews) — 4.4/5 stars (557 reviews)

### Alternatives to Sisense

- [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 (275 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3658 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)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.3/5 stars (607 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)
- [IBM Cognos Analytics](https://www.g2.com/products/ibm-cognos-analytics/reviews) — 4.1/5 stars (479 reviews)
- [Yellowfin BI](https://www.g2.com/products/yellowfin-bi/reviews) — 4.4/5 stars (422 reviews)
- [ThoughtSpot](https://www.g2.com/products/thoughtspot/reviews) — 4.4/5 stars (333 reviews)

### Alternatives to Domo

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3658 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.3/5 stars (607 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 (275 reviews)
- [ThoughtSpot](https://www.g2.com/products/thoughtspot/reviews) — 4.4/5 stars (333 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (756 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 Spotfire Analytics

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews)
- [IBM Cognos Analytics](https://www.g2.com/products/ibm-cognos-analytics/reviews) — 4.1/5 stars (479 reviews)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.3/5 stars (607 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3658 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 Team](https://www.g2.com/products/posit-team/reviews) — 4.5/5 stars (570 reviews)
- [Zoho Analytics](https://www.g2.com/products/zoho-analytics/reviews) — 4.2/5 stars (287 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&#39;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&#39;m Izzy, the Looker Community manager. 

There&#39;s 2 components here (well, a few more, but 2 high-level ones). Folder/content access and..."

### 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&#39;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!"

### Domo

- Title: [What is Domo used for?](https://www.g2.com/discussions/what-is-domo-used-for) — 1 comment
  > **Top comment:** "&lt;p&gt;Domo is used for business intelligence and data analytics.&lt;/p&gt;"
- Title: [What is Domo?](https://www.g2.com/discussions/what-is-domo) — 1 comment, 2 upvotes *(includes official response)*
  > **Top comment:** "Domo brings your business and all its data together in one intuitive platform. With Domo, it’s easy to see the information you care about in one place and..."

### 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&#39;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 &quot;What&#39;s New&quot; page on the Spotfire community:..."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/looker-vs-sisense-vs-domo-vs-spotfire-analytics)

