# Lightdash vs Sigma Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Sigma excels in providing instant access to critical information, which users find invaluable for validating processes and account details. The ability to analyze data directly within dashboards is highlighted as a significant advantage, making it easier to transform large datasets into actionable insights.
- **Users say** that Lightdash stands out for its intuitive design, allowing team members to create their own dashboards with minimal training. This user-friendly approach has been described as a gamechanger, effectively bridging the gap between business-driven insights and data team outputs.
- **According to verified reviews** , Sigma's ongoing updates and new feature additions, such as seamless integration with Snowflake, keep the platform relevant and powerful for users who need robust data modeling capabilities.
- **Reviewers mention** that while Lightdash is simple to get started with, it also offers a strong separation of dashboards and charts, which enhances usability and ensures that users can easily navigate their BI needs without confusion.
- **G2 reviewers highlight** that Sigma's quality of support is notably high, with users appreciating the responsive assistance they receive, which contributes to a smoother overall experience when using the platform.
- **Users report** that while Lightdash has a strong focus on the semantic layer of BI tools, some users feel it may lack depth in certain advanced features compared to Sigma, particularly in areas like data blending and predictive analytics.



| | Lightdash | Sigma | 
|---|---|---|
| **Star Rating** | 4.9 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 19 | 558 | 
| **Largest Market Segment** | Mid-Market (57.9% of reviews) | Mid-Market (59.2% of reviews) | 
| **Entry Level Price** | $800.00 Per Month | No pricing available | 

---
## Top Pros & Cons

### Lightdash

**Not enough data**

### Sigma

Pros:
- Ease of Use (68 reviews)
- User Interface (28 reviews)

Cons:
- Slow Loading (23 reviews)
- Slow Performance (22 reviews)

---
## Ratings Comparison
| Rating | Lightdash | Sigma | 
|---|---|---|
  | **Meets Requirements** | 9.0 (15 reviews) | 8.6 (442 reviews) | 
  | **Ease of Use** | 9.3 (15 reviews) | 8.5 (451 reviews) | 
  | **Ease of Setup** | 9.6 (12 reviews) | 8.9 (269 reviews) | 
  | **Ease of Admin** | 9.0 (10 reviews) | 8.5 (157 reviews) | 
  | **Quality of Support** | 9.9 (13 reviews) | 9.1 (395 reviews) | 
  | **Has the product been a good partner in doing business?** | 10.0 (10 reviews) | 9.1 (157 reviews) | 
  | **Product Direction (% positive)** | 10.0 (15 reviews) | 9.3 (428 reviews) | 

---
## Pricing

### Lightdash

#### Entry-Level Pricing

Plan: Lightdash Cloud Starter 

Price: $800.00 Per Month

Key Features:
- Unlimited users
- Native dbt integration
- Scheduled dashboard deliveries to Slack, Email

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

#### Free Trial

Yes

### Sigma

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Lightdash** | N/A | N/A |
| **Sigma** | 8.2/10 | 350 |

#### Reports

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Reports Interface** | 9.4 (11 reviews) | 8.6 (293 reviews) ✓ Verified | 
| **Steps to Answer** | 8.1 (9 reviews) | 8.4 (282 reviews) ✓ Verified | 
| **Graphs and Charts** | 9.5 (11 reviews) | 8.4 (300 reviews) ✓ Verified | 
| **Score Cards** | 8.8 (10 reviews) | 8.4 (265 reviews) ✓ Verified | 
| **Dashboards** | 9.7 (11 reviews) | 8.8 (294 reviews) ✓ Verified | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Marketing Reports** | Not enough data | Not enough data | 
| **Sales Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Interactive Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 

#### Self Service 

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Calculated Fields** | 8.3 (13 reviews) | 8.7 (288 reviews) ✓ Verified | 
| **Data Column Filtering** | 9.4 (11 reviews) | 8.8 (294 reviews) ✓ Verified | 
| **Data Discovery** | 8.6 (11 reviews) | 8.6 (282 reviews) ✓ Verified | 
| **Search** | 8.3 (9 reviews) | 8.3 (281 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 9.4 (9 reviews) | 8.4 (286 reviews) ✓ Verified | 
| **Automodeling** | 3.1 (6 reviews) | 7.4 (251 reviews) ✓ Verified | 
| **Natural Language Search** | Not enough data | Not enough data | 
| **Visual Discovery** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Predictive Analytics** | 3.1 (9 reviews) | 7.3 (248 reviews) | 
| **Data Visualization** | 8.8 (13 reviews) | 8.4 (292 reviews) ✓ Verified | 
| **Big Data Services** | 6.5 (9 reviews) | 8.3 (267 reviews) ✓ Verified | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 

#### Building Reports

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Data Transformation** | 5.6 (9 reviews) | 8.1 (111 reviews) ✓ Verified | 
| **Data Modeling** | 7.1 (11 reviews) | 7.8 (111 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 7.4 (9 reviews) | 8.2 (99 reviews) ✓ Verified | 
| **Integration APIs** | 6.9 (9 reviews) | 7.7 (94 reviews) | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Platform

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | 
| **Mobile Access** | Not enough data | Not enough data | 
| **Metadata Management** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Customizable Branding** | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **Publishing/Sharing** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Strategic Planning** | Not enough data | Not enough data | 
| **Self Service Data Preparation** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Text Analysis** | Not enough data | Not enough data | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Widgets** | Not enough data | Not enough data | 
| **Benchmarking** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Trend/Problem Indicators** | Not enough data | Not enough data | 
| **Customizable Templates** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Profitability Analysis** | Not enough data | Not enough data | 
| **OLAP** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Key Performance Indicators** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 
| **Role-Based Permissions** | Not enough data | Not enough data | 
| **Data Mining** | Not enough data | Not enough data | 
| **Forecasting** | Not enough data | Not enough data | 
| **Ad hoc Query** | Not enough data | Not enough data | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Lightdash** | 7.4/10 | 14 |
| **Sigma** | 8.1/10 | 399 |

#### Reports

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Reports Interface** | 9.4 (11 reviews) | 8.6 (293 reviews) ✓ Verified | 
| **Steps to Answer** | 8.1 (9 reviews) | 8.4 (282 reviews) ✓ Verified | 
| **Graphs and Charts** | 9.5 (11 reviews) | 8.4 (300 reviews) ✓ Verified | 
| **Score Cards** | 8.8 (10 reviews) | 8.4 (265 reviews) ✓ Verified | 
| **Dashboards** | 9.7 (11 reviews) | 8.8 (294 reviews) ✓ Verified | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Marketing Reports** | Not enough data | Not enough data | 
| **Sales Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Interactive Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 

#### Data Preparation

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Connectors** | 8.3 (9 reviews) | 8.3 (273 reviews) ✓ Verified | 
| **Data Governance** | 8.8 (8 reviews) | 8.3 (259 reviews) ✓ Verified | 

#### Data Modeling and Blending

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Data Querying** | 9.6 (8 reviews) | 8.5 (290 reviews) ✓ Verified | 
| **Data Filtering** | 9.6 (8 reviews) | 8.6 (293 reviews) ✓ Verified | 
| **Data Blending** | 6.7 (6 reviews) | 8.4 (275 reviews) ✓ Verified | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Lightdash | Sigma | 
|---|---|---|
| **AI Text Generation** | 1.9 (6 reviews) | Feature Not Available | 
| **AI Text Summarization** | 2.5 (6 reviews) | Feature Not Available | 
| **Generative AI** | Not enough data | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 7.6 (30 reviews) | 
| **Multi-step Planning** | Not enough data | 7.7 (30 reviews) | 
| **Cross-system Integration** | Not enough data | 7.8 (29 reviews) | 
| **Adaptive Learning** | Not enough data | 7.4 (30 reviews) | 
| **Natural Language Interaction** | Not enough data | 8.0 (31 reviews) | 
| **Proactive Assistance** | Feature Not Available | 7.2 (30 reviews) | 
| **Decision Making** | Not enough data | 7.5 (30 reviews) | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Self Service 

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Calculated Fields** | 8.3 (13 reviews) | 8.7 (288 reviews) ✓ Verified | 
| **Data Column Filtering** | 9.4 (11 reviews) | 8.8 (294 reviews) ✓ Verified | 
| **Data Discovery** | 8.6 (11 reviews) | 8.6 (282 reviews) ✓ Verified | 
| **Search** | 8.3 (9 reviews) | 8.3 (281 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 9.4 (9 reviews) | 8.4 (286 reviews) ✓ Verified | 
| **Automodeling** | 3.1 (6 reviews) | 7.4 (251 reviews) ✓ Verified | 
| **Natural Language Search** | Not enough data | Not enough data | 
| **Visual Discovery** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 

#### Deployment & Integration - Analytics Platforms

| Feature | Lightdash | Sigma | 
|---|---|---|
| **No-code Dashboard Builder** | Not enough data | 7.9 (29 reviews) | 
| **Report Scheduling and Automation** | Not enough data | 8.2 (30 reviews) | 
| **Embedded Analytics and White-labeling** | Not enough data | 8.1 (30 reviews) | 
| **Data Source Connectivity** | Not enough data | 9.1 (35 reviews) | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Query Builder** | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Predictive Analytics** | 3.1 (9 reviews) | 7.3 (248 reviews) | 
| **Data Visualization** | 8.8 (13 reviews) | 8.4 (292 reviews) ✓ Verified | 
| **Big Data Services** | 6.5 (9 reviews) | 8.3 (267 reviews) ✓ Verified | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 

#### Performance & Scalability - Analytics Platforms

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Large data handling and Query Speed** | Not enough data | 7.9 (38 reviews) | 
| **Concurrent User Support** | Not enough data | 8.5 (28 reviews) | 
| **Database Support** | Not enough data | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Data Modeling and Governance** | Not enough data | 8.1 (27 reviews) | 
| **Notebook and Script Integration** | Not enough data | 8.0 (28 reviews) | 
| **Built-in Predictive and Statistical Models** | Not enough data | 8.3 (29 reviews) | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | 7.7 (27 reviews) | 
| **Natural Language Queries** | Not enough data | 7.8 (29 reviews) | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | 7.8 (27 reviews) | 
| **AI Agents for Analytical Follow-ups** | Not enough data | 7.7 (25 reviews) | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | Not enough data | 7.0 (28 reviews) | 
| **Role-based Insight Personalization** | Not enough data | 7.7 (27 reviews) | 
| **Conversational and Prompt-based Analytics** | Not enough data | 8.0 (27 reviews) | 
| **Ad hoc Query** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 

#### Building Reports

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Data Transformation** | 5.6 (9 reviews) | 8.1 (111 reviews) ✓ Verified | 
| **Data Modeling** | 7.1 (11 reviews) | 7.8 (111 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 7.4 (9 reviews) | 8.2 (99 reviews) ✓ Verified | 
| **Integration APIs** | 6.9 (9 reviews) | 7.7 (94 reviews) | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Drag & Drop** | Not enough data | Not enough data | 
| **Secure Data Storage** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Customizable Branding** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **Metadata Management** | Not enough data | Not enough data | 
| **Forecasting** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Not enough data | 
| **Ad hoc Analysis** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Data Migration** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Self Service Data Preparation** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Sentiment Analysis** | Not enough data | Not enough data | 
| **User Management** | Not enough data | Not enough data | 
| **Sales Trend Analysis** | Not enough data | Not enough data | 
| **Charting** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Widgets** | Not enough data | Not enough data | 
| **Storytelling** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Financing Management** | Not enough data | Not enough data | 
| **Self-service Analytics** | Not enough data | Not enough data | 
| **KPI Monitoring** | Not enough data | Not enough data | 
| **Dashboard** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Data Integration** | Not enough data | Not enough data | 
| **Scorecards** | Not enough data | Not enough data | 
| **Data Management** | Not enough data | Not enough data | 
| **Task Management** | Not enough data | Not enough data | 
| **Progress Tracking** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Profitability Analysis** | Not enough data | Not enough data | 
| **Project Tracking** | Not enough data | Not enough data | 
| **Strategic Planning** | Not enough data | Not enough data | 
| **Goal Setting/Tracking** | Not enough data | Not enough data | 
| **Publishing/Sharing** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 
| **Templates** | Not enough data | Not enough data | 
| **Mobile Access** | Not enough data | Not enough data | 
| **Customizable Templates** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Financial Reporting** | Not enough data | Not enough data | 
| **Audit Management** | Not enough data | Not enough data | 
| **OLAP** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 

### Embedded Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Lightdash** | N/A | N/A |
| **Sigma** | 8.3/10 | 347 |

#### Reports

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Reports Interface** | 9.4 (11 reviews) | 8.6 (293 reviews) ✓ Verified | 
| **Steps to Answer** | 8.1 (9 reviews) | 8.4 (282 reviews) ✓ Verified | 
| **Graphs and Charts** | 9.5 (11 reviews) | 8.4 (300 reviews) ✓ Verified | 
| **Score Cards** | 8.8 (10 reviews) | 8.4 (265 reviews) ✓ Verified | 
| **Dashboards** | 9.7 (11 reviews) | 8.8 (294 reviews) ✓ Verified | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Marketing Reports** | Not enough data | Not enough data | 
| **Sales Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Interactive Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 

#### Self Service 

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Calculated Fields** | 8.3 (13 reviews) | 8.7 (288 reviews) ✓ Verified | 
| **Data Column Filtering** | 9.4 (11 reviews) | 8.8 (294 reviews) ✓ Verified | 
| **Data Discovery** | 8.6 (11 reviews) | 8.6 (282 reviews) ✓ Verified | 
| **Search** | 8.3 (9 reviews) | 8.3 (281 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 9.4 (9 reviews) | 8.4 (286 reviews) ✓ Verified | 
| **Automodeling** | 3.1 (6 reviews) | 7.4 (251 reviews) ✓ Verified | 
| **Natural Language Search** | Not enough data | Not enough data | 
| **Visual Discovery** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 

#### Building Reports

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Data Transformation** | 5.6 (9 reviews) | 8.1 (111 reviews) ✓ Verified | 
| **Data Modeling** | 7.1 (11 reviews) | 7.8 (111 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 7.4 (9 reviews) | 8.2 (99 reviews) ✓ Verified | 
| **Integration APIs** | 6.9 (9 reviews) | 7.7 (94 reviews) | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Generative AI** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Mobile Reporting** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Forecasting** | Not enough data | Not enough data | 
| **Customizable Branding** | Not enough data | Not enough data | 
| **Charting** | Not enough data | Not enough data | 
| **Customization** | Not enough data | Not enough data | 
| **Role-Based Permissions** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Ad hoc Query** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Application Development** | Not enough data | Not enough data | 
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Geographic Maps** | Not enough data | Not enough data | 
| **Widgets** | Not enough data | Not enough data | 
| **SSL Security** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Self-service Analytics** | Not enough data | Not enough data | 
| **Ad hoc Analysis** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **Integration into Third Party Applications** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Visual Workflow Management** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Benchmarking** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Streaming Analytics** | Not enough data | Not enough data | 
| **Mobile Access** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 

### Artificial Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Lightdash** | N/A | N/A |
| **Sigma** | N/A | N/A |

#### Additional Functionality

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Tagging** | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Multi-Language** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Speech Recognition** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Not enough data | 
| **Virtual Personal Assistant (VPA)** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Customer Segmentation** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **For eCommerce** | Not enough data | Not enough data | 
| **Role-Based Permissions** | Not enough data | Not enough data | 
| **Customizable Branding** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Document Management** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Machine Learning** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Alerts/Escalation** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Mobile App** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **For Sales Teams/Organizations** | Not enough data | Not enough data | 
| **Sentiment Analysis** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Chatbot** | Not enough data | Not enough data | 
| **Workflow Automation** | Not enough data | Not enough data | 

### Generative AI

| Product | Score | Reviews |
|---|---|---|
| **Lightdash** | N/A | N/A |
| **Sigma** | N/A | N/A |

#### Additional Functionality

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Code Generation** | Not enough data | Not enough data | 
| **Text to Image** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | 
| **Virtual Characters and Avatars** | Not enough data | Not enough data | 
| **Content Generation** | Not enough data | Not enough data | 
| **Personalization and Recommendation** | Not enough data | Not enough data | 
| **Conditional Generation** | Not enough data | Not enough data | 
| **Transformer Model** | Not enough data | Not enough data | 
| **Automated Image & Video Editing** | Not enough data | Not enough data | 
| **Interactive and Co-Creative Systems** | Not enough data | Not enough data | 
| **Text Summarization** | Not enough data | Not enough data | 
| **Data Augmentation** | Not enough data | Not enough data | 
| **Variation Autoencoder Models** | Not enough data | Not enough data | 
| **Adversarial Training** | Not enough data | Not enough data | 
| **Transfer Learning and Fine-tuning** | Not enough data | Not enough data | 
| **Simulation and Scenario Generation** | Not enough data | Not enough data | 
| **Creative Design** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Prompt Engineering** | Not enough data | Not enough data | 
| **Foundation Model** | Not enough data | Not enough data | 

### AI App Builder

| Product | Score | Reviews |
|---|---|---|
| **Lightdash** | N/A | N/A |
| **Sigma** | N/A | N/A |

#### Third-Party Integration

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Third-Party Integration** | Not enough data | Not enough data | 

#### Scalability

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Scalability** | Not enough data | Not enough data | 

#### Iteration Management

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Iteration Management** | Not enough data | Not enough data | 

#### Backend Logic Creation

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Backend Logic Creation** | Not enough data | Not enough data | 

#### Prompt Understanding

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Prompt Understanding** | Not enough data | Not enough data | 

#### Application Development

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Application Development** | Not enough data | Not enough data | 

#### Full-Stack Output

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Full-Stack Output** | Not enough data | Not enough data | 

#### API Integration

| Feature | Lightdash | Sigma | 
|---|---|---|
| **API Integration** | Not enough data | Not enough data | 

#### Contextual Guidance

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Contextual Guidance** | Not enough data | Not enough data | 

#### Customizable User Interface

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Customizable User Interface** | Not enough data | Not enough data | 

#### Design Customization

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Design Customization** | Not enough data | Not enough data | 

#### Out-of-the-Box Functionality

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Out-of-the-Box Functionality** | Not enough data | Not enough data | 

#### Generation and Interpretation - AI App Builder

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Prompt Understanding** | Not enough data | Not enough data | 
| **Backend Logic Creation** | Not enough data | Not enough data | 
| **UI Generation** | Not enough data | Not enough data | 
| **Context Awareness** | Not enough data | Not enough data | 

#### Generated Application Quality - AI App Builder

| Feature | Lightdash | Sigma | 
|---|---|---|
| **Scalability** | Not enough data | Not enough data | 
| **Out-of-the-Box Functionality** | Not enough data | Not enough data | 
| **Design Customization** | Not enough data | Not enough data | 
| **Data & API Integration** | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (1):** [Analytics Platforms](https://www.g2.com/categories/analytics-platforms)


**Unique to Sigma (2):** [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence), [AI App Builder Software](https://www.g2.com/categories/ai-app-builder)


---
## Reviewer Demographics

### By Company Size

| Segment | Lightdash | Sigma | 
|---|---|---|
| **Small-Business** | 21.1% | 20.2% | 
| **Mid-Market** | 57.9% | 59.2% | 
| **Enterprise** | 21.1% | 20.6% | 

### By Industry

#### Lightdash

- **Information Technology and Services:** 23.5%
- **Retail:** 11.8%
- **Real Estate:** 11.8%
- **Online Media:** 11.8%
- **Utilities:** 5.9%
- **Telecommunications:** 5.9%
- **Music:** 5.9%
- **Financial Services:** 5.9%
- **Consumer Goods:** 5.9%
- **Consumer Electronics:** 5.9%
- **Other:** 5.9%

#### Sigma

- **Information Technology and Services:** 15.6%
- **Computer Software:** 11.6%
- **Financial Services:** 9.5%
- **Marketing and Advertising:** 4.7%
- **Consumer Services:** 4.4%
- **Real Estate:** 3.6%
- **Logistics and Supply Chain:** 3.2%
- **Food & Beverages:** 2.8%
- **Hospital & Health Care:** 2.7%
- **Health, Wellness and Fitness:** 2.7%
- **Other:** 39.3%

---
## Alternatives

### Alternatives to Lightdash

- [Metabase](https://www.g2.com/products/metabase/reviews) — 4.4/5 stars (147 reviews)
- [Apache Superset](https://www.g2.com/products/apache-superset/reviews) — 4.4/5 stars (53 reviews)
- [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1656 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3784 reviews)
- [Hex](https://www.g2.com/products/hex-tech-hex/reviews) — 4.5/5 stars (403 reviews)
- [Amazon QuickSight](https://www.g2.com/products/amazon-quicksight/reviews) — 4.3/5 stars (696 reviews)
- [Microsoft Power BI](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews) — 4.5/5 stars (1656 reviews)
- [ThoughtSpot](https://www.g2.com/products/thoughtspot/reviews) — 4.4/5 stars (340 reviews)
- [Mode](https://www.g2.com/products/mode-mode/reviews) — 4.5/5 stars (330 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1063 reviews)

### Alternatives to Sigma

- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3784 reviews)
- [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1656 reviews)
- [ThoughtSpot](https://www.g2.com/products/thoughtspot/reviews) — 4.4/5 stars (340 reviews)
- [Mode](https://www.g2.com/products/mode-mode/reviews) — 4.5/5 stars (330 reviews)
- [Omni Analytics](https://www.g2.com/products/omni-analytics-inc-omni-analytics/reviews) — 4.8/5 stars (65 reviews)
- [Amazon QuickSight](https://www.g2.com/products/amazon-quicksight/reviews) — 4.3/5 stars (696 reviews)
- [Microsoft Power BI](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews) — 4.5/5 stars (1656 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1063 reviews)
- [Metabase](https://www.g2.com/products/metabase/reviews) — 4.4/5 stars (147 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1066 reviews)

---
## Top Discussions

### Lightdash

No discussions available for this product.

### Sigma

- Title: [What is Sigma used for?](https://www.g2.com/discussions/what-is-sigma-used-for) — 1 comment
  > **Top comment:** "Sigma is a cloud-based business intelligence (BI) and analytics platform. It's primarily used for data exploration, visualization, and building applications,..."
- Title: [What is the best way to use SQL queries that you previously had?](https://www.g2.com/discussions/what-is-the-best-way-to-use-sql-queries-that-you-previously-had) — 1 comment, 2 upvotes
  > **Top comment:** "One possible way to solve this would be to create Datasets with SQL - you can merely copy the SQL to form the new dataset.  

Once you have created the..."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/lightdash-vs-sigma-computing-sigma)