# NVivo, ATLAS.ti, Microsoft SQL Server vs Teradata Vantage Comparison

| | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Star Rating** | 4.0 out of 5 | 4.7 out of 5 | 4.4 out of 5 | 4.3 out of 5 | 
| **Total Reviews** | 138 | 60 | 2,280 | 375 | 
| **Largest Market Segment** | Small-Business (48.1% of reviews) | Small-Business (40.4% of reviews) | Enterprise (45.3% of reviews) | Enterprise (66.8% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | No pricing available | No pricing available | 

---
## Top Pros & Cons

### NVivo

Pros:
- Ease of Use (2 reviews)
- Efficiency Improvement (2 reviews)

Cons:
- Not User-Friendly (3 reviews)
- Poor Customer Support (3 reviews)

### ATLAS.ti

Pros:
- Ease of Use (3 reviews)
- Categorization (2 reviews)

Cons:
- Data Inaccuracy (1 reviews)
- Error Handling (1 reviews)

### Microsoft SQL Server

Pros:
- Ease of Use (29 reviews)
- Database Management (24 reviews)

Cons:
- Expensive (21 reviews)
- High Licensing Cost (12 reviews)

### Teradata Vantage

Pros:
- Performance (14 reviews)
- Analytics (11 reviews)

Cons:
- Learning Curve (9 reviews)
- Steep Learning Curve (5 reviews)

---
## Ratings Comparison
| Rating | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
  | **Meets Requirements** | 8.5 (99 reviews) | 9.3 (47 reviews) | 9.0 (1869 reviews) | 8.7 (289 reviews) | 
  | **Ease of Use** | 7.6 (102 reviews) | 9.1 (48 reviews) | 8.6 (1887 reviews) | 8.3 (292 reviews) | 
  | **Ease of Setup** | 7.2 (25 reviews) | 9.2 (16 reviews) | 8.1 (1009 reviews) | 8.0 (151 reviews) | 
  | **Ease of Admin** | 7.9 (19 reviews) | 9.2 (11 reviews) | 8.3 (953 reviews) | 8.0 (111 reviews) | 
  | **Quality of Support** | 7.7 (76 reviews) | 9.7 (43 reviews) | 8.3 (1663 reviews) | 8.3 (271 reviews) | 
  | **Has the product been a good partner in doing business?** | 7.5 (12 reviews) | 9.0 (10 reviews) | 8.4 (902 reviews) | 8.2 (113 reviews) | 
  | **Product Direction (% positive)** | 7.2 (99 reviews) | 8.6 (42 reviews) | 8.4 (1838 reviews) | 8.4 (289 reviews) | 

---
## Pricing

### NVivo

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### ATLAS.ti

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Microsoft SQL Server

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### Teradata Vantage

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **NVivo** | 7.0/10 | 31 |
| **ATLAS.ti** | 8.4/10 | 7 |
| **Microsoft SQL Server** | N/A | N/A |
| **Teradata Vantage** | N/A | N/A |

#### Reports

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Reports Interface** | 7.0 (22 reviews) ✓ Verified | 8.6 (6 reviews) | Not enough data | 7.7 (65 reviews) | 
| **Steps to Answer** | 6.7 (21 reviews) ✓ Verified | 8.9 (6 reviews) | Not enough data | 8.1 (63 reviews) | 
| **Graphs and Charts** | 7.3 (23 reviews) ✓ Verified | 8.3 (6 reviews) | Not enough data | 7.0 (61 reviews) | 
| **Score Cards** | 6.7 (17 reviews) ✓ Verified | Not enough data | Not enough data | 7.5 (61 reviews) | 
| **Dashboards** | 7.6 (19 reviews) ✓ Verified | 8.6 (6 reviews) | Not enough data | 7.4 (57 reviews) | 

#### Self Service 

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Calculated Fields** | Not enough data | Not enough data | Not enough data | 8.4 (60 reviews) | 
| **Data Column Filtering** | Not enough data | Not enough data | Not enough data | 8.5 (62 reviews) | 
| **Data Discovery** | Not enough data | Not enough data | Not enough data | 8.4 (62 reviews) | 
| **Search** | Not enough data | Not enough data | Not enough data | 8.1 (61 reviews) | 
| **Collaboration / Workflow** | Not enough data | Not enough data | Not enough data | 7.7 (61 reviews) | 
| **Automodeling** | Not enough data | Not enough data | Not enough data | 7.2 (57 reviews) | 

#### Advanced Analytics

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Predictive Analytics** | Not enough data | Not enough data | Not enough data | 7.9 (62 reviews) | 
| **Data Visualization** | Not enough data | Not enough data | Not enough data | 7.0 (62 reviews) | 
| **Big Data Services** | Not enough data | Not enough data | Not enough data | 8.3 (60 reviews) | 

#### Building Reports

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | Not enough data | 8.5 (91 reviews) | 
| **Data Modeling** | Not enough data | Not enough data | Not enough data | 8.4 (87 reviews) | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | Not enough data | 7.2 (79 reviews) | 
| **Integration APIs** | Not enough data | Not enough data | Not enough data | 7.8 (82 reviews) | 

#### Platform

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **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 |
|---|---|---|
| **NVivo** | 7.0/10 | 32 |
| **ATLAS.ti** | 8.4/10 | 7 |
| **Microsoft SQL Server** | N/A | N/A |
| **Teradata Vantage** | N/A | N/A |

#### Reports

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Reports Interface** | 7.0 (22 reviews) ✓ Verified | 8.6 (6 reviews) | Not enough data | 7.7 (65 reviews) | 
| **Steps to Answer** | 6.7 (21 reviews) ✓ Verified | 8.9 (6 reviews) | Not enough data | 8.1 (63 reviews) | 
| **Graphs and Charts** | 7.3 (23 reviews) ✓ Verified | 8.3 (6 reviews) | Not enough data | 7.0 (61 reviews) | 
| **Score Cards** | 6.7 (17 reviews) ✓ Verified | Not enough data | Not enough data | 7.5 (61 reviews) | 
| **Dashboards** | 7.6 (19 reviews) ✓ Verified | 8.6 (6 reviews) | Not enough data | 7.4 (57 reviews) | 

#### Reports

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Reports Interface** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Share Reports** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Steps to Answer** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **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 | 

#### Visualization

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Graphs and Charts** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Score Cards** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Dashboards** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Formats** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Data Updates

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Historical Snapshots** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Real-Time Updating** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Collaboration

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Sharing** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Co-Editing** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Devices** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Data Updates

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Historical Snapshots** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Real-Time Updating** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Email Reports** | Not enough data | Not enough data | Not enough data | Not enough data | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **NVivo** | N/A | N/A |
| **ATLAS.ti** | N/A | N/A |
| **Microsoft SQL Server** | N/A | N/A |
| **Teradata Vantage** | 7.8/10 | 103 |

#### Reports

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Reports Interface** | 7.0 (22 reviews) ✓ Verified | 8.6 (6 reviews) | Not enough data | 7.7 (65 reviews) | 
| **Steps to Answer** | 6.7 (21 reviews) ✓ Verified | 8.9 (6 reviews) | Not enough data | 8.1 (63 reviews) | 
| **Graphs and Charts** | 7.3 (23 reviews) ✓ Verified | 8.3 (6 reviews) | Not enough data | 7.0 (61 reviews) | 
| **Score Cards** | 6.7 (17 reviews) ✓ Verified | Not enough data | Not enough data | 7.5 (61 reviews) | 
| **Dashboards** | 7.6 (19 reviews) ✓ Verified | 8.6 (6 reviews) | Not enough data | 7.4 (57 reviews) | 

#### Data Preparation

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Connectors** | Not enough data | Not enough data | Not enough data | 8.3 (52 reviews) | 
| **Data Governance** | Not enough data | Not enough data | Not enough data | 8.2 (51 reviews) | 

#### Data Modeling and Blending

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Data Querying** | Not enough data | Not enough data | Not enough data | 9.0 (46 reviews) | 
| **Data Filtering** | Not enough data | Not enough data | Not enough data | 8.8 (45 reviews) | 
| **Data Blending** | Not enough data | Not enough data | Not enough data | 8.2 (45 reviews) | 

#### Generative AI

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 6.5 (39 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 6.4 (38 reviews) | 

#### Agentic AI - Analytics Platforms

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **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 | 

#### Self Service 

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Calculated Fields** | Not enough data | Not enough data | Not enough data | 8.4 (60 reviews) | 
| **Data Column Filtering** | Not enough data | Not enough data | Not enough data | 8.5 (62 reviews) | 
| **Data Discovery** | Not enough data | Not enough data | Not enough data | 8.4 (62 reviews) | 
| **Search** | Not enough data | Not enough data | Not enough data | 8.1 (61 reviews) | 
| **Collaboration / Workflow** | Not enough data | Not enough data | Not enough data | 7.7 (61 reviews) | 
| **Automodeling** | Not enough data | Not enough data | Not enough data | 7.2 (57 reviews) | 

#### Deployment & Integration - Analytics Platforms

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **No-code Dashboard Builder** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Report Scheduling and Automation** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Embedded Analytics and White-labeling** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Data Source Connectivity** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Predictive Analytics** | Not enough data | Not enough data | Not enough data | 7.9 (62 reviews) | 
| **Data Visualization** | Not enough data | Not enough data | Not enough data | 7.0 (62 reviews) | 
| **Big Data Services** | Not enough data | Not enough data | Not enough data | 8.3 (60 reviews) | 

#### Performance & Scalability - Analytics Platforms

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Large data handling and Query Speed** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Concurrent User Support** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Data Modeling and Governance** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Notebook and Script Integration** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Built-in Predictive and Statistical Models** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Natural Language Queries** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **AI Agents for Analytical Follow-ups** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Role-based Insight Personalization** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Conversational and Prompt-based Analytics** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Building Reports

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | Not enough data | 8.5 (91 reviews) | 
| **Data Modeling** | Not enough data | Not enough data | Not enough data | 8.4 (87 reviews) | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | Not enough data | 7.2 (79 reviews) | 
| **Integration APIs** | Not enough data | Not enough data | Not enough data | 7.8 (82 reviews) | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **NVivo** | N/A | N/A |
| **ATLAS.ti** | N/A | N/A |
| **Microsoft SQL Server** | N/A | N/A |
| **Teradata Vantage** | 8.0/10 | 25 |

#### Administration

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Data Modelling** | Not enough data | Not enough data | Not enough data | 8.7 (21 reviews) | 
| **Recommendations** | Not enough data | Not enough data | Not enough data | 8.2 (20 reviews) | 
| **Workflow Management** | Not enough data | Not enough data | Not enough data | 8.1 (19 reviews) | 
| **Dashboards and Visualizations** | Not enough data | Not enough data | Not enough data | 7.0 (19 reviews) | 

#### Management

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Business Glossary** | Not enough data | Not enough data | Not enough data | 8.0 (20 reviews) | 
| **Data Discovery** | Not enough data | Not enough data | Not enough data | 8.2 (19 reviews) | 
| **Data Profililng** | Not enough data | Not enough data | Not enough data | 7.9 (21 reviews) | 
| **Reporting and Visualization** | Not enough data | Not enough data | Not enough data | 7.7 (20 reviews) | 
| **Data Lineage** | Not enough data | Not enough data | Not enough data | 7.1 (20 reviews) | 

#### Compliance

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Sensitive Data Compliance** | Not enough data | Not enough data | Not enough data | 8.5 (22 reviews) | 
| **Training and Guidelines** | Not enough data | Not enough data | Not enough data | 8.3 (21 reviews) | 
| **Policy Enforcement** | Not enough data | Not enough data | Not enough data | 8.8 (20 reviews) | 
| **Compliance Monitoring** | Not enough data | Not enough data | Not enough data | 8.7 (19 reviews) | 

#### Security

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Access Control** | Not enough data | Not enough data | Not enough data | 8.8 (20 reviews) | 
| **Roles Management** | Not enough data | Not enough data | Not enough data | 8.8 (20 reviews) | 
| **Compliance Management** | Not enough data | Not enough data | Not enough data | 8.1 (19 reviews) | 

#### Data Quality

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Data Preparation** | Not enough data | Not enough data | Not enough data | 8.7 (21 reviews) | 
| **Data Distribution** | Not enough data | Not enough data | Not enough data | 8.9 (21 reviews) | 
| **Data Unification** | Not enough data | Not enough data | Not enough data | 8.5 (20 reviews) | 

#### Maintainence

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Data Quality Management** | Not enough data | Not enough data | Not enough data | 8.4 (19 reviews) | 
| **Policy Management** | Not enough data | Not enough data | Not enough data | 8.0 (19 reviews) | 

#### Generative AI

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 5.6 (18 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 5.6 (18 reviews) | 

#### Agentic AI - Data Governance

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **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 | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **NVivo** | N/A | N/A |
| **ATLAS.ti** | N/A | N/A |
| **Microsoft SQL Server** | N/A | N/A |
| **Teradata Vantage** | 8.0/10 | 8 |

#### System

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | Not enough data | Not enough data | 8.7 (5 reviews) | 

#### Model Development

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Language Support** | Not enough data | Not enough data | Not enough data | 8.6 (7 reviews) | 
| **Drag and Drop** | Not enough data | Not enough data | Not enough data | 8.0 (5 reviews) | 
| **Pre-Built Algorithms** | Not enough data | Not enough data | Not enough data | 7.7 (5 reviews) | 
| **Model Training** | Not enough data | Not enough data | Not enough data | 8.3 (5 reviews) | 

#### Model Development

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Feature Engineering** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Machine/Deep Learning Services

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Computer Vision** | Not enough data | Not enough data | Not enough data | 7.7 (5 reviews) | 
| **Natural Language Processing** | Not enough data | Not enough data | Not enough data | 7.7 (5 reviews) | 
| **Natural Language Generation** | Not enough data | Not enough data | Not enough data | 7.7 (5 reviews) | 
| **Artificial Neural Networks** | Not enough data | Not enough data | Not enough data | 8.0 (5 reviews) | 

#### Machine/Deep Learning Services

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Natural Language Understanding** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Deep Learning** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Deployment

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Managed Service** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Application** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **AI Text-to-Image** | Not enough data | Not enough data | Not enough data | Not enough data | 

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

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **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 | 

### Customer Journey Analytics

| Product | Score | Reviews |
|---|---|---|
| **NVivo** | N/A | N/A |
| **ATLAS.ti** | N/A | N/A |
| **Microsoft SQL Server** | N/A | N/A |
| **Teradata Vantage** | 8.8/10 | 18 |

#### Platform Basics

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Dynamic Segmentation** | Not enough data | Not enough data | Not enough data | 9.0 (14 reviews) | 
| **Journey Optimization** | Not enough data | Not enough data | Not enough data | 9.0 (13 reviews) | 

#### Platform Data

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Journey Reporting** | Not enough data | Not enough data | Not enough data | 9.0 (12 reviews) | 
| **Trends Reporting** | Not enough data | Not enough data | Not enough data | 8.7 (13 reviews) | 
| **Dashboards** | Not enough data | Not enough data | Not enough data | 8.5 (14 reviews) | 
| **Advanced Data Filtering** | Not enough data | Not enough data | Not enough data | 8.7 (13 reviews) | 

#### Platform Additional Functionality

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Journey Mapping** | Not enough data | Not enough data | Not enough data | 8.3 (13 reviews) | 
| **Integrations** | Not enough data | Not enough data | Not enough data | 8.8 (14 reviews) | 
| **Automated Alerts** | Not enough data | Not enough data | Not enough data | 8.8 (14 reviews) | 

#### Agentic AI - Customer Journey Analytics

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | Not enough data | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **NVivo** | N/A | N/A |
| **ATLAS.ti** | N/A | N/A |
| **Microsoft SQL Server** | N/A | N/A |
| **Teradata Vantage** | 7.8/10 | 88 |

#### Data Management

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Data Integration** | Not enough data | Not enough data | Not enough data | 8.3 (69 reviews) ✓ Verified | 
| **Data Compression** | Not enough data | Not enough data | Not enough data | 8.3 (67 reviews) ✓ Verified | 
| **Data Quality** | Not enough data | Not enough data | Not enough data | 8.3 (63 reviews) ✓ Verified | 
| **Built-In Data Analytics** | Not enough data | Not enough data | Not enough data | 8.2 (64 reviews) ✓ Verified | 
| **In-Database Machine Learning** | Not enough data | Not enough data | Not enough data | 7.1 (52 reviews) ✓ Verified | 
| **Data Lake Analytics** | Not enough data | Not enough data | Not enough data | 7.3 (49 reviews) ✓ Verified | 

#### Integration

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **AI/ ML Integration** | Not enough data | Not enough data | Not enough data | 7.2 (63 reviews) ✓ Verified | 
| **BI Tool Integration** | Not enough data | Not enough data | Not enough data | 8.2 (64 reviews) ✓ Verified | 
| **Data lake Integration** | Not enough data | Not enough data | Not enough data | 8.0 (59 reviews) ✓ Verified | 

#### Deployment

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **On-Premise** | Not enough data | Not enough data | Not enough data | 8.4 (66 reviews) ✓ Verified | 
| **Cloud** | Not enough data | Not enough data | Not enough data | 7.9 (63 reviews) ✓ Verified | 

#### Performance 

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Scalability** | Not enough data | Not enough data | Not enough data | 8.6 (72 reviews) ✓ Verified | 

#### Security

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Data Governance** | Not enough data | Not enough data | Not enough data | 7.9 (60 reviews) ✓ Verified | 
| **Data Security** | Not enough data | Not enough data | Not enough data | 8.2 (54 reviews) ✓ Verified | 

#### Generative AI

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 5.5 (40 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 5.5 (41 reviews) | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **NVivo** | N/A | N/A |
| **ATLAS.ti** | N/A | N/A |
| **Microsoft SQL Server** | 9.0/10 | 174 |
| **Teradata Vantage** | 8.5/10 | 18 |

#### Management

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Data dictionary** | Not enough data | Not enough data | 8.9 (155 reviews) | 7.9 (16 reviews) | 
| **Data Replication** | Not enough data | Not enough data | 8.8 (153 reviews) | 7.8 (15 reviews) | 
| **Query Language** | Not enough data | Not enough data | 9.2 (161 reviews) | 9.2 (17 reviews) | 
| **Data Modeling** | Not enough data | Not enough data | 8.9 (155 reviews) | 8.4 (15 reviews) | 
| **Performance Analysis** | Not enough data | Not enough data | 8.9 (159 reviews) | 8.7 (14 reviews) | 

#### Maintenance

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Data Migration** | Not enough data | Not enough data | 8.9 (158 reviews) | 8.6 (16 reviews) | 
| **Backup and Recovery** | Not enough data | Not enough data | 9.0 (162 reviews) | 7.9 (15 reviews) | 
| **Multi-User Environment** | Not enough data | Not enough data | 9.1 (155 reviews) | 8.9 (16 reviews) | 

#### Security

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | 8.9 (153 reviews) | 8.6 (13 reviews) | 
| **User Access Control** | Not enough data | Not enough data | 9.1 (155 reviews) | 9.0 (16 reviews) | 

### Relational Databases

| Product | Score | Reviews |
|---|---|---|
| **NVivo** | N/A | N/A |
| **ATLAS.ti** | N/A | N/A |
| **Microsoft SQL Server** | 8.8/10 | 1465 |
| **Teradata Vantage** | 8.7/10 | 141 |

#### Management 

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Data Schema** | Not enough data | Not enough data | 9.1 (152 reviews) | 8.9 (32 reviews) | 
| **Query Language** | Not enough data | Not enough data | 9.2 (156 reviews) | 8.8 (31 reviews) | 
| **ACID - Complaint** | Not enough data | Not enough data | 8.8 (141 reviews) | 8.7 (30 reviews) | 
| **Data Replication** | Not enough data | Not enough data | 8.8 (141 reviews) | 8.7 (28 reviews) | 

#### Support 

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Text Search** | Not enough data | Not enough data | 8.5 (144 reviews) | 8.3 (30 reviews) | 
| **Data Types** | Not enough data | Not enough data | 9.0 (150 reviews) | 8.6 (32 reviews) | 
| **Languages** | Not enough data | Not enough data | 8.6 (144 reviews) | 8.5 (32 reviews) | 
| **Operating Systems** | Not enough data | Not enough data | 8.3 (154 reviews) | 8.8 (28 reviews) | 

#### Security

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Database Locking** | Not enough data | Not enough data | 8.8 (149 reviews) | 8.7 (31 reviews) | 
| **Access Control** | Not enough data | Not enough data | 9.0 (151 reviews) | 8.6 (32 reviews) | 
| **Encryption** | Not enough data | Not enough data | 8.8 (146 reviews) | 8.6 (30 reviews) | 
| **Authentication** | Not enough data | Not enough data | 9.0 (149 reviews) | 8.8 (30 reviews) | 

#### Performance 

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Disaster Recovery** | Not enough data | Not enough data | 8.7 (149 reviews) | 8.7 (29 reviews) | 
| **Data Concurrency** | Not enough data | Not enough data | 8.8 (142 reviews) | 8.5 (31 reviews) | 
| **Workload Management** | Not enough data | Not enough data | 8.7 (151 reviews) | 8.9 (33 reviews) | 
| **Advanced Indexing** | Not enough data | Not enough data | 8.6 (146 reviews) | 8.9 (30 reviews) | 
| **Query Optimizer** | Not enough data | Not enough data | 8.8 (149 reviews) | 8.6 (35 reviews) | 

#### Database Features

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Storage** | Not enough data | Not enough data | 8.9 (1296 reviews) | 9.0 (115 reviews) | 
| **Availability** | Not enough data | Not enough data | 9.0 (1300 reviews) | 9.2 (117 reviews) | 
| **Stability** | Not enough data | Not enough data | 8.9 (1312 reviews) | 8.9 (118 reviews) | 
| **Scalability** | Not enough data | Not enough data | 8.7 (1278 reviews) | 8.7 (115 reviews) | 
| **Security** | Not enough data | Not enough data | 8.8 (1277 reviews) | 8.6 (117 reviews) | 
| **Data Manipulation** | Not enough data | Not enough data | 8.8 (1279 reviews) | 8.8 (116 reviews) | 
| **Query Language** | Not enough data | Not enough data | 9.1 (1299 reviews) | 8.8 (118 reviews) | 

### Text Analysis

| Product | Score | Reviews |
|---|---|---|
| **NVivo** | 4.5/10 | 6 |
| **ATLAS.ti** | 8.7/10 | 5 |
| **Microsoft SQL Server** | N/A | N/A |
| **Teradata Vantage** | N/A | N/A |

#### Setup

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Integration** | 4.3 (5 reviews) | 8.7 (5 reviews) | Not enough data | Not enough data | 
| **Maintenance** | 2.5 (6 reviews) | Not enough data | Not enough data | Not enough data | 
| **No-Code** | 5.3 (5 reviews) | 8.7 (5 reviews) | Not enough data | Not enough data | 

#### Data

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Security** | 6.0 (5 reviews) | Not enough data | Not enough data | Not enough data | 
| **Data Visualization** | 5.7 (5 reviews) | Not enough data | Not enough data | Not enough data | 

#### Analysis

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Automation** | 5.0 (5 reviews) | Not enough data | Not enough data | Not enough data | 
| **Named entity recognition** | 5.0 (5 reviews) | Not enough data | Not enough data | Not enough data | 
| **Keyphrase Extraction** | 2.3 (5 reviews) | Not enough data | Not enough data | Not enough data | 
| **Topic Analysis** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Sentiment Analysis** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Language Identification** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Syntax/Part of Speech Parsing** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Customization

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Pre-Built Parameterization** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Custom Extension** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Compositionality** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **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 | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **NVivo** | N/A | N/A |
| **ATLAS.ti** | N/A | N/A |
| **Microsoft SQL Server** | 8.4/10 | 62 |
| **Teradata Vantage** | 8.4/10 | 31 |

#### Database

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Real-Time Data Collection** | Not enough data | Not enough data | 8.6 (58 reviews) | 7.9 (26 reviews) | 
| **Data Distribution** | Not enough data | Not enough data | 8.8 (57 reviews) | 8.8 (25 reviews) | 
| **Data Lake** | Not enough data | Not enough data | 8.4 (54 reviews) | 8.2 (26 reviews) | 

#### Integrations

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Hadoop Integration** | Not enough data | Not enough data | 7.8 (45 reviews) | 7.9 (24 reviews) | 
| **Spark Integration** | Not enough data | Not enough data | 8.2 (46 reviews) | 8.1 (25 reviews) | 

#### Platform

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Machine Scaling** | Not enough data | Not enough data | 8.2 (50 reviews) | 8.8 (28 reviews) | 
| **Data Preparation** | Not enough data | Not enough data | 8.5 (54 reviews) | 9.0 (27 reviews) | 
| **Spark Integration** | Not enough data | Not enough data | 8.2 (46 reviews) | 8.1 (25 reviews) | 

#### Processing

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Cloud Processing** | Not enough data | Not enough data | 8.6 (53 reviews) | 8.6 (23 reviews) | 
| **Workload Processing** | Not enough data | Not enough data | 8.5 (56 reviews) | 8.8 (27 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **NVivo** | N/A | N/A |
| **ATLAS.ti** | N/A | N/A |
| **Microsoft SQL Server** | N/A | N/A |
| **Teradata Vantage** | 7.8/10 | 41 |

#### Data Transformation

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Real-Time Analytics** | Not enough data | Not enough data | Not enough data | 8.2 (36 reviews) | 
| **Data Querying** | Not enough data | Not enough data | Not enough data | 9.0 (37 reviews) | 

#### Connectivity

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Hadoop Integration** | Not enough data | Not enough data | Not enough data | 7.4 (34 reviews) | 
| **Spark Integration** | Not enough data | Not enough data | Not enough data | 7.5 (34 reviews) | 
| **Multi-Source Analysis** | Not enough data | Not enough data | Not enough data | 7.9 (37 reviews) | 
| **Data Lake** | Not enough data | Not enough data | Not enough data | 8.0 (36 reviews) | 

#### Operations

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Data Visualization** | Not enough data | Not enough data | Not enough data | 7.7 (35 reviews) | 
| **Data Workflow** | Not enough data | Not enough data | Not enough data | 7.8 (35 reviews) | 
| **Governed Discovery** | Not enough data | Not enough data | Not enough data | 7.7 (34 reviews) | 
| **Embedded Analytics** | Not enough data | Not enough data | Not enough data | 7.3 (37 reviews) | 
| **Notebooks** | Not enough data | Not enough data | Not enough data | 7.5 (34 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **NVivo** | N/A | N/A |
| **ATLAS.ti** | N/A | N/A |
| **Microsoft SQL Server** | N/A | N/A |
| **Teradata Vantage** | 8.1/10 | 93 |

#### Building Reports

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | Not enough data | 8.5 (91 reviews) | 
| **Data Modeling** | Not enough data | Not enough data | Not enough data | 8.4 (87 reviews) | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | Not enough data | 7.2 (79 reviews) | 
| **Integration APIs** | Not enough data | Not enough data | Not enough data | 7.8 (82 reviews) | 

#### Platform

| Feature | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | Not enough data | 

---
## Categories

**Unique to NVivo (2):** [Text Analysis Software](https://www.g2.com/categories/text-analysis), [Data Visualization Tools](https://www.g2.com/categories/data-visualization-tools)

**Unique to ATLAS.ti (2):** [Data Visualization Tools](https://www.g2.com/categories/data-visualization-tools), [Text Analysis Software](https://www.g2.com/categories/text-analysis)

**Unique to Microsoft SQL Server (4):** [Relational Databases](https://www.g2.com/categories/relational-databases), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [On-Premise Data Integration Software](https://www.g2.com/categories/on-premise-data-integration)

**Unique to Teradata Vantage (9):** [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [Customer Journey Analytics Software](https://www.g2.com/categories/customer-journey-analytics), [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [Relational Databases](https://www.g2.com/categories/relational-databases), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms)


---
## Reviewer Demographics

### By Company Size

| Segment | NVivo | ATLAS.ti | Microsoft SQL Server | Teradata Vantage | 
|---|---|---|---|---|
| **Small-Business** | 48.1% | 40.4% | 18.3% | 11.3% | 
| **Mid-Market** | 19.5% | 33.3% | 36.5% | 22.0% | 
| **Enterprise** | 32.3% | 26.3% | 45.3% | 66.8% | 

### By Industry

#### NVivo

- **Higher Education:** 30.1%
- **Research:** 28.6%
- **Education Management:** 13.5%
- **Hospital & Health Care:** 3.8%
- **Market Research:** 3.0%
- **Management Consulting:** 2.3%
- **Professional Training & Coaching:** 1.5%
- **Primary/Secondary Education:** 1.5%
- **Government Administration:** 1.5%
- **Information Technology and Services:** 0.8%
- **Other:** 13.5%

#### ATLAS.ti

- **Higher Education:** 42.1%
- **Research:** 21.1%
- **Education Management:** 15.8%
- **E-Learning:** 3.5%
- **Retail:** 1.8%
- **Mental Health Care:** 1.8%
- **Market Research:** 1.8%
- **Individual & Family Services:** 1.8%
- **Hospital & Health Care:** 1.8%
- **Government Administration:** 1.8%
- **Other:** 7.0%

#### Microsoft SQL Server

- **Information Technology and Services:** 24.1%
- **Computer Software:** 13.7%
- **Hospital & Health Care:** 5.4%
- **Financial Services:** 4.3%
- **Higher Education:** 2.9%
- **Education Management:** 2.6%
- **Banking:** 2.5%
- **Government Administration:** 2.4%
- **Insurance:** 2.4%
- **Telecommunications:** 2.2%
- **Other:** 37.4%

#### Teradata Vantage

- **Information Technology and Services:** 17.2%
- **Financial Services:** 13.8%
- **Banking:** 11.2%
- **Retail:** 6.9%
- **Telecommunications:** 6.6%
- **Computer Software:** 6.0%
- **Insurance:** 4.3%
- **Hospital & Health Care:** 4.0%
- **Internet:** 3.4%
- **Computer & Network Security:** 1.7%
- **Other:** 24.7%

---
## Alternatives

### Alternatives to NVivo

- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [MAXQDA](https://www.g2.com/products/maxqda/reviews) — 4.5/5 stars (38 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)
- [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1643 reviews)
- [Canva](https://www.g2.com/products/canva/reviews) — 4.7/5 stars (7505 reviews)
- [Data Studio](https://www.g2.com/products/data-studio/reviews) — 4.4/5 stars (475 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1062 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [Visme](https://www.g2.com/products/visme/reviews) — 4.5/5 stars (483 reviews)

### Alternatives to ATLAS.ti

- [MAXQDA](https://www.g2.com/products/maxqda/reviews) — 4.5/5 stars (38 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [Data Studio](https://www.g2.com/products/data-studio/reviews) — 4.4/5 stars (475 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)
- [Canva](https://www.g2.com/products/canva/reviews) — 4.7/5 stars (7505 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1643 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1062 reviews)
- [AgencyAnalytics](https://www.g2.com/products/agencyanalytics/reviews) — 4.7/5 stars (447 reviews)
- [SAP Analytics Cloud](https://www.g2.com/products/sap-analytics-cloud/reviews) — 4.2/5 stars (908 reviews)

### Alternatives to Microsoft SQL Server

- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)
- [Google Cloud SQL](https://www.g2.com/products/google-cloud-sql/reviews) — 4.5/5 stars (366 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (754 reviews)
- [MySQL](https://www.g2.com/products/mysql/reviews) — 4.4/5 stars (1675 reviews)
- [Oracle Database](https://www.g2.com/products/oracle-database/reviews) — 4.3/5 stars (1010 reviews)
- [Amazon Relational Database Service (RDS)](https://www.g2.com/products/amazon-relational-database-service-rds/reviews) — 4.5/5 stars (907 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 reviews)
- [PostgreSQL](https://www.g2.com/products/postgresql/reviews) — 4.4/5 stars (679 reviews)
- [Amazon Aurora](https://www.g2.com/products/amazon-aurora/reviews) — 4.5/5 stars (457 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1227 reviews)

### Alternatives to Teradata Vantage

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (783 reviews)
- [Cloudera Data Platform](https://www.g2.com/products/cloudera-cloudera-data-platform/reviews) — 4.1/5 stars (136 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (754 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1227 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 reviews)
- [Oracle Database](https://www.g2.com/products/oracle-database/reviews) — 4.3/5 stars (1010 reviews)
- [PostgreSQL](https://www.g2.com/products/postgresql/reviews) — 4.4/5 stars (679 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (402 reviews)
- [MySQL](https://www.g2.com/products/mysql/reviews) — 4.4/5 stars (1675 reviews)

---
## Top Discussions

### NVivo

- Title: [What is NVivo used for?](https://www.g2.com/discussions/what-is-nvivo-used-for) — 1 comment
  > **Top comment:** "NVivo is used for qualitative data analysis, helping researchers organize, analyze, and visualize unstructured data such as interviews, surveys, focus..."
- Title: [What is NVivo software used for?](https://www.g2.com/discussions/what-is-nvivo-software-used-for) — 1 comment
  > **Top comment:** "Qualitative interviews coding"

### ATLAS.ti

- Title: [How do I make the process of coding easier?](https://www.g2.com/discussions/30122-how-do-i-make-the-process-of-coding-easier) — 2 comments, 1 upvote
  > **Top comment:** "Extremely easy to use, it has various shortcuts and possibilities. From quick shortcuts, right-clicking, or dragging the code to the selected area,"

### Microsoft SQL Server

- Title: [How can I work on the same query if the connection is lost (timeout) and then I reconnect?](https://www.g2.com/discussions/15675-how-can-i-work-on-the-same-query-if-the-connection-is-lost-timeout-and-then-i-reconnect) — 4 comments, 2 upvotes
  > **Top comment:** "You can change the timeout for the query:

In the object explorer, right click a server and select properties. 
Go to Remote server connections, look for ..."
- Title: [How could I make much easier the experience with the order of my database?](https://www.g2.com/discussions/13520-how-could-i-make-much-easier-the-experience-with-the-order-of-my-database) — 4 comments, 1 upvote
  > **Top comment:** "If you have SQL knowledge you can generate queries to obtain the specific data you're looking for based on selected criteria."
- Title: [What is the best way to save your queries?](https://www.g2.com/discussions/12127-what-is-the-best-way-to-save-your-queries) — 4 comments, 1 upvote
  > **Top comment:** "I recommend that you use the saved querys in plain text or .sql or txt format you can use the same sql server query creator or a notepad +++ tool, they are..."
- Title: [Is there a free version of Microsoft SQL Server?](https://www.g2.com/discussions/is-there-a-free-version-of-microsoft-sql-server) — 3 comments
  > **Top comment:** "yes, SQL Server Express offers it as a free edition. It provides service, albeit in a limited framework."
- Title: [how did you import a MySQL database?](https://www.g2.com/discussions/how-did-you-import-a-mysql-database) — 3 comments, 2 upvotes
  > **Top comment:** "You can use the LinkedServer feature to mySQL database using the provider.
Check here for further..."

### Teradata Vantage

No discussions available for this product.

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/nvivo-vs-atlas-ti-vs-microsoft-sql-server-vs-teradata-teradata-vantage)