# Azure Data Factory, Postman vs dbt Comparison

| | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.6 out of 5 | 4.7 out of 5 | 
| **Total Reviews** | 100 | 1,772 | 206 | 
| **Largest Market Segment** | Enterprise (59.6% of reviews) | Mid-Market (36.4% of reviews) | Mid-Market (56.7% of reviews) | 
| **Entry Level Price** | No pricing available | Free | No pricing available | 

---
## Top Pros & Cons

### Azure Data Factory

Pros:
- Data Integration (7 reviews)
- Ease of Use (7 reviews)

Cons:
- Debugging Difficulty (5 reviews)
- Difficult Debugging (4 reviews)

### Postman

Pros:
- Ease of Use (467 reviews)
- API Testing (401 reviews)

Cons:
- Slow Performance (222 reviews)
- Performance Issues (203 reviews)

### dbt

Pros:
- Ease of Use (38 reviews)
- Features (22 reviews)

Cons:
- Limited Functionality (14 reviews)
- Dependency Issues (12 reviews)

---
## Ratings Comparison
| Rating | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
  | **Meets Requirements** | 9.1 (77 reviews) | 9.3 (1383 reviews) | 9.2 (152 reviews) | 
  | **Ease of Use** | 8.9 (79 reviews) | 9.1 (1402 reviews) | 9.0 (154 reviews) | 
  | **Ease of Setup** | 9.0 (44 reviews) | 9.3 (653 reviews) | 8.6 (93 reviews) | 
  | **Ease of Admin** | 8.7 (31 reviews) | 8.9 (185 reviews) | 8.5 (59 reviews) | 
  | **Quality of Support** | 8.8 (72 reviews) | 8.7 (1146 reviews) | 8.8 (123 reviews) | 
  | **Has the product been a good partner in doing business?** | 9.1 (30 reviews) | 9.0 (157 reviews) | 8.6 (53 reviews) | 
  | **Product Direction (% positive)** | 9.8 (73 reviews) | 9.2 (1338 reviews) | 9.6 (138 reviews) | 

---
## Pricing

### Azure Data Factory

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### Postman

#### Entry-Level Pricing

Plan: Free Plan

Price: Free

Description: For individuals or a small team of 3 or less to start testing APIs.

Key Features:
- Up to 3 collaborators
- Access to API Client
- 3 Packages

[Browse all 4 editions](https://www.g2.com/products/postman/pricing)

#### Free Trial

Yes

### dbt

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **Postman** | N/A | N/A |
| **dbt** | N/A | N/A |

#### Reports

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Reports Interface** | Not enough data | Not enough data | Not enough data | 
| **Steps to Answer** | Not enough data | Not enough data | Not enough data | 
| **Graphs and Charts** | Not enough data | Not enough data | Not enough data | 
| **Score Cards** | Not enough data | Not enough data | Not enough data | 
| **Dashboards** | Not enough data | Not enough data | Not enough data | 

#### Self Service 

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Calculated Fields** | Not enough data | Not enough data | Not enough data | 
| **Data Column Filtering** | Not enough data | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | Not enough data | 
| **Search** | Not enough data | Not enough data | Not enough data | 
| **Collaboration / Workflow** | Not enough data | Not enough data | Not enough data | 
| **Automodeling** | Not enough data | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Predictive Analytics** | Not enough data | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | Not enough data | 
| **Big Data Services** | Not enough data | Not enough data | Not enough data | 

#### Building Reports

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | Not enough data | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | Not enough data | 
| **Integration APIs** | Not enough data | Not enough data | Not enough data | 

#### Platform

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | 

### Data Preparation

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **Postman** | N/A | N/A |
| **dbt** | 8.7/10 | 58 |

#### Data Source Access

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Breadth of Data Sources** | Not enough data | Not enough data | 8.8 (47 reviews) | 
| **Ease of Data Connectivity** | Not enough data | Not enough data | 9.2 (51 reviews) | 
| **API Connectivity** | Not enough data | Not enough data | 8.6 (42 reviews) | 

#### Data Interaction

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Profiling and Classification** | Not enough data | Not enough data | 8.3 (41 reviews) | 
| **Metadata Management** | Not enough data | Not enough data | 8.6 (45 reviews) | 
| **Data Modeling** | Not enough data | Not enough data | 9.0 (51 reviews) | 
| **Data Joining** | Not enough data | Not enough data | 9.1 (49 reviews) | 
| **Data Blending** | Not enough data | Not enough data | 9.1 (43 reviews) | 
| **Data Quality and Cleansing** | Not enough data | Not enough data | 9.4 (49 reviews) | 
| **Data Sharing** | Not enough data | Not enough data | 8.7 (48 reviews) | 
| **Data Governance** | Not enough data | Not enough data | 8.7 (46 reviews) | 

#### Data Exporting

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Breadth of Integrations** | Not enough data | Not enough data | 8.5 (42 reviews) | 
| **Ease of Integrations** | Not enough data | Not enough data | 8.7 (45 reviews) | 
| **Data Workflows** | Not enough data | Not enough data | 9.1 (46 reviews) | 

#### Generative AI

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 6.5 (27 reviews) | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | 9.0/10 | 62 |
| **Postman** | N/A | N/A |
| **dbt** | 9.1/10 | 49 |

#### Management

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Reporting** | 8.6 (50 reviews) | Not enough data | Feature Not Available | 
| **Auditing** | 8.4 (46 reviews) | Not enough data | 8.3 (39 reviews) | 

#### Functionality

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Extraction** | 9.2 (56 reviews) | Not enough data | Feature Not Available | 
| **Transformation** | 9.1 (54 reviews) | Not enough data | 9.3 (47 reviews) | 
| **Loading** | 9.4 (52 reviews) | Not enough data | Feature Not Available | 
| **Automation** | 9.2 (54 reviews) | Not enough data | 9.4 (42 reviews) | 
| **Scalability** | 9.1 (51 reviews) | Not enough data | 9.2 (39 reviews) | 

### API Security

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **Postman** | 8.7/10 | 169 |
| **dbt** | N/A | N/A |

#### API Management 

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **API Discovery** | Not enough data | 8.7 (119 reviews) | Not enough data | 
| **API Monitoring** | Not enough data | 9.1 (121 reviews) | Not enough data | 
| **Reporting** | Not enough data | 8.6 (118 reviews) | Not enough data | 
| **Change Management** | Not enough data | 8.7 (112 reviews) | Not enough data | 

#### Security Testing

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Compliance Monitoring** | Not enough data | 8.5 (111 reviews) | Not enough data | 
| **API Verification** | Not enough data | 9.3 (117 reviews) | Not enough data | 
| **API Testing** | Not enough data | 9.5 (124 reviews) | Not enough data | 

#### Security Management

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Security and Policy Enforcement** | Not enough data | 8.7 (108 reviews) | Not enough data | 
| **Anomoly Detection** | Not enough data | 8.2 (107 reviews) | Not enough data | 
| **Bot Detection** | Not enough data | 7.7 (107 reviews) | Not enough data | 

### API Development

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **Postman** | 8.8/10 | 633 |
| **dbt** | N/A | N/A |

#### Development

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **API Testing** | Not enough data | 9.5 (553 reviews) | Not enough data | 
| **Data Security** | Not enough data | 8.7 (482 reviews) | Not enough data | 
| **Orchestration** | Not enough data | 8.7 (461 reviews) | Not enough data | 
| **Scalability** | Not enough data | 8.7 (477 reviews) | Not enough data | 

#### Collaboration

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Design Management** | Not enough data | 8.7 (486 reviews) | Not enough data | 
| **Access Control** | Not enough data | 8.8 (472 reviews) | Not enough data | 
| **Visibility** | Not enough data | 8.9 (482 reviews) | Not enough data | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **Postman** | N/A | N/A |
| **dbt** | 8.2/10 | 68 |

#### Data Management

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Data Integration** | Not enough data | Not enough data | 9.3 (54 reviews) | 
| **Metadata** | Not enough data | Not enough data | 9.1 (53 reviews) | 
| **Self-service** | Not enough data | Not enough data | 9.1 (51 reviews) | 
| **Automated workflows** | Not enough data | Not enough data | 9.3 (51 reviews) | 

#### Agentic AI - DataOps Platforms

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 7.5 (8 reviews) | 
| **Multi-step Planning** | Not enough data | Not enough data | 7.4 (7 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 8.3 (10 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 8.1 (9 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 8.5 (9 reviews) | 

#### Analytics

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Analytics capabilities** | Not enough data | Not enough data | 8.8 (49 reviews) | 
| **Dasboard visualizations** | Not enough data | Not enough data | 7.3 (34 reviews) | 

#### Monitoring and Management

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Data Observability** | Not enough data | Not enough data | 8.7 (43 reviews) | 
| **Testing capabilities** | Not enough data | Not enough data | 8.9 (52 reviews) | 

#### Cloud Deployment

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Hybrid cloud support** | Not enough data | Not enough data | 8.7 (37 reviews) | 
| **Cloud migration capabilities** | Not enough data | Not enough data | 8.8 (29 reviews) | 

#### Generative AI

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 5.7 (12 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 6.0 (12 reviews) | 

### Data Warehouse Automation

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **Postman** | N/A | N/A |
| **dbt** | 8.7/10 | 42 |

#### Automation

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Workflow Automation** | Not enough data | Not enough data | 8.8 (35 reviews) | 
| **Multi-platform support** | Not enough data | Not enough data | 8.3 (32 reviews) | 
| **Data Management** | Not enough data | Not enough data | 8.6 (35 reviews) | 
| **Data Simplicity** | Not enough data | Not enough data | Feature Not Available | 

#### Functionality

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Documentation management** | Not enough data | Not enough data | 8.6 (34 reviews) | 
| **Platform support** | Not enough data | Not enough data | 8.6 (34 reviews) | 
| **Template functionality** | Not enough data | Not enough data | 8.4 (34 reviews) | 

#### Administration

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Error Alerts** | Not enough data | Not enough data | 8.5 (38 reviews) | 
| **Service Automation** | Not enough data | Not enough data | 8.9 (34 reviews) | 
| **Workflow management** | Not enough data | Not enough data | 9.2 (36 reviews) | 

#### Agentic AI - Data Warehouse Automation

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 

### Service Virtualization

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **Postman** | 8.9/10 | 40 |
| **dbt** | N/A | N/A |

#### Functionality

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Test Coverage** | Not enough data | 9.3 (25 reviews) | Not enough data | 
| **System Capture** | Not enough data | 8.9 (23 reviews) | Not enough data | 
| **False Positives** | Not enough data | 8.7 (24 reviews) | Not enough data | 
| **Simulation Quality** | Not enough data | 9.4 (24 reviews) | Not enough data | 

#### Usability 

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Remediation Suggestions** | Not enough data | 9.0 (23 reviews) | Not enough data | 
| **Collaboration** | Not enough data | 9.0 (28 reviews) | Not enough data | 
| **Ease of Configuration** | Not enough data | 9.3 (28 reviews) | Not enough data | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **Postman** | 8.7/10 | 22 |
| **dbt** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Natural Language Configuration** | Not enough data | 8.9 (15 reviews) | Not enough data | 
| **Tone Customization** | Not enough data | 8.7 (15 reviews) | Not enough data | 
| **Security Guardrails** | Not enough data | 8.8 (15 reviews) | Not enough data | 

#### Functionality - AI Agent Builders

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Omni-channel Support** | Not enough data | 8.7 (14 reviews) | Not enough data | 
| **Agent Branding** | Not enough data | 8.7 (14 reviews) | Not enough data | 
| **Proactive Response Capabilities** | Not enough data | 8.3 (14 reviews) | Not enough data | 
| **Seamless Human Escalation** | Not enough data | 8.5 (14 reviews) | Not enough data | 

#### Data and Analytics - AI Agent Builders

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Analytics & Reporting** | Not enough data | 8.6 (14 reviews) | Not enough data | 
| **Contextual Awareness** | Not enough data | 8.7 (14 reviews) | Not enough data | 
| **Data Privacy Compliance** | Not enough data | 9.0 (13 reviews) | Not enough data | 

#### Integration - AI Agent Builders

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Workflow Automation** | Not enough data | 8.9 (15 reviews) | Not enough data | 
| **API Usage** | Not enough data | 9.0 (15 reviews) | Not enough data | 
| **Platform Interoperability** | Not enough data | 8.9 (14 reviews) | Not enough data | 
| **CRM Data Integration** | Not enough data | 8.7 (14 reviews) | Not enough data | 

### API Platforms

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **Postman** | 8.8/10 | 451 |
| **dbt** | N/A | N/A |

#### Development - API Platforms

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **API Testing** | Not enough data | 9.6 (376 reviews) | Not enough data | 
| **Scalability** | Not enough data | 8.7 (272 reviews) | Not enough data | 
| **Orchestration** | Not enough data | 8.8 (238 reviews) | Not enough data | 
| **Data Security** | Not enough data | 8.8 (254 reviews) | Not enough data | 

#### Collaboration - API Platforms

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Visibility** | Not enough data | 8.9 (280 reviews) | Not enough data | 
| **Access Control** | Not enough data | 8.7 (248 reviews) | Not enough data | 
| **Design Management** | Not enough data | 8.6 (238 reviews) | Not enough data | 

#### API Management - API Platforms

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **API Monitoring** | Not enough data | 8.9 (254 reviews) | Not enough data | 
| **Traffic Control** | Not enough data | 8.4 (241 reviews) | Not enough data | 
| **Gateway** | Not enough data | 8.5 (238 reviews) | Not enough data | 
| **Logs/Documentation** | Not enough data | 8.9 (256 reviews) | Not enough data | 
| **Monetization** | Not enough data | 8.2 (232 reviews) | Not enough data | 

### Software Testing

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **Postman** | 8.0/10 | 195 |
| **dbt** | N/A | N/A |

#### Agentic AI - Software Testing

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | 8.1 (160 reviews) | Not enough data | 
| **Natural Language Interaction** | Not enough data | 8.0 (154 reviews) | Not enough data | 
| **Proactive Assistance** | Not enough data | 8.0 (154 reviews) | Not enough data | 

### Semantic Layer Tools

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **Postman** | N/A | N/A |
| **dbt** | N/A | N/A |

#### Deployment & Integration - Semantic Layer Tools

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Multi-Environment & Multi-Cloud Support** | Not enough data | Not enough data | Not enough data | 
| **Open API & SDK Integration** | Not enough data | Not enough data | Not enough data | 

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

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Cross-Source Query Federation** | Not enough data | Not enough data | Not enough data | 
| **Dynamic Schema & Metadata Adaptation** | Not enough data | Not enough data | Not enough data | 

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

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Derived & Calculated Metrics** | Not enough data | Not enough data | Not enough data | 
| **Time Intelligence Functions** | Not enough data | Not enough data | Not enough data | 

#### Performance Optimization - Semantic Layer Tools

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Query Caching & Acceleration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Query Optimization** | Not enough data | Not enough data | Not enough data | 

#### Governance - Semantic Layer Tools

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **AI Governance & Observability** | Not enough data | Not enough data | Not enough data | 
| **Metric Lineage for AI Training Data** | Not enough data | Not enough data | Not enough data | 
| **Version Control & Change Impact Analysis** | Not enough data | Not enough data | Not enough data | 

#### Advanced Intelligence - Semantic Layer Tools

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Natural Language Query Interface** | Not enough data | Not enough data | Not enough data | 
| **Semantic Layer for AI/ML Models** | Not enough data | Not enough data | Not enough data | 
| **Recommendation Engine** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI Enablement - Semantic Layer Tools

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Agentic Query Orchestration** | Not enough data | Not enough data | Not enough data | 
| **Contextual Reasoning Layer** | Not enough data | Not enough data | Not enough data | 
| **Workflow Automation via Semantic Agents** | Not enough data | Not enough data | Not enough data | 

### Cloud Security

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **Postman** | N/A | N/A |
| **dbt** | N/A | N/A |

#### Cloud Visibility

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Data Discovery** | Not enough data | Not enough data | Not enough data | 
| **Cloud Registry** | Not enough data | Not enough data | Not enough data | 
| **Cloud Gap Analytics** | Not enough data | Not enough data | Not enough data | 

#### Security

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Data Security** | Not enough data | Not enough data | Not enough data | 
| **Data loss Prevention** | Not enough data | Not enough data | Not enough data | 
| **Security Auditing** | Not enough data | Not enough data | Not enough data | 

#### Identity

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **SSO** | Not enough data | Not enough data | Not enough data | 
| **Governance** | Not enough data | Not enough data | Not enough data | 
| **User Analytics** | Not enough data | Not enough data | Not enough data | 

### API Management

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **Postman** | 8.8/10 | 924 |
| **dbt** | N/A | N/A |

#### API Construction

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **API Testing** | Not enough data | 9.5 (828 reviews) | Not enough data | 
| **Data Security** | Not enough data | 8.6 (695 reviews) | Not enough data | 
| **Orchestration** | Not enough data | 8.6 (632 reviews) | Not enough data | 
| **Scalability** | Not enough data | 8.7 (345 reviews) | Not enough data | 

#### API Management

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Traffic Control** | Not enough data | Feature Not Available | Not enough data | 
| **Logs/Documentation** | Not enough data | 8.6 (740 reviews) | Not enough data | 
| **API Monitoring** | Not enough data | 8.8 (708 reviews) | Not enough data | 
| **Monetization** | Not enough data | Feature Not Available | Not enough data | 
| **Gateway** | Not enough data | 8.5 (618 reviews) | Not enough data | 

#### Data Integration

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **App Integration** | Not enough data | 8.8 (652 reviews) | Not enough data | 
| **Data Transformation** | Not enough data | Feature Not Available | Not enough data | 
| **Plugins** | Not enough data | Feature Not Available | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **Postman** | N/A | N/A |
| **dbt** | 8.8/10 | 42 |

#### Data Transformation

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Real-Time Analytics** | Not enough data | Not enough data | 8.5 (32 reviews) | 
| **Data Querying** | Not enough data | Not enough data | 9.4 (39 reviews) | 

#### Connectivity

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Hadoop Integration** | Not enough data | Not enough data | 8.4 (27 reviews) | 
| **Spark Integration** | Not enough data | Not enough data | 8.6 (28 reviews) | 
| **Multi-Source Analysis** | Not enough data | Not enough data | 8.5 (34 reviews) | 
| **Data Lake** | Not enough data | Not enough data | 8.9 (31 reviews) | 

#### Operations

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Data Visualization** | Not enough data | Not enough data | Feature Not Available | 
| **Data Workflow** | Not enough data | Not enough data | 9.3 (38 reviews) | 
| **Governed Discovery** | Not enough data | Not enough data | 8.6 (30 reviews) | 
| **Embedded Analytics** | Not enough data | Not enough data | 8.7 (30 reviews) | 
| **Notebooks** | Not enough data | Not enough data | 8.6 (30 reviews) | 

### Data Quality

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **Postman** | N/A | N/A |
| **dbt** | 8.4/10 | 52 |

#### Functionality

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Identification** | Not enough data | Not enough data | 8.7 (40 reviews) | 
| **Correction** | Not enough data | Not enough data | 8.4 (37 reviews) | 
| **Normalization** | Not enough data | Not enough data | 8.7 (41 reviews) | 
| **Preventative Cleaning** | Not enough data | Not enough data | 8.2 (39 reviews) | 
| **Data Matching** | Not enough data | Not enough data | 8.4 (39 reviews) | 

#### Management

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Reporting** | Not enough data | Not enough data | 8.5 (41 reviews) | 
| **Automation** | Not enough data | Not enough data | 9.3 (43 reviews) | 
| **Quality Audits** | Not enough data | Not enough data | 8.9 (37 reviews) | 
| **Dashboard** | Not enough data | Not enough data | 8.1 (39 reviews) | 
| **Governance** | Not enough data | Not enough data | 8.4 (42 reviews) | 

#### Generative AI

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 6.2 (19 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 6.6 (19 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **Postman** | N/A | N/A |
| **dbt** | N/A | N/A |

#### Building Reports

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | Not enough data | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | Not enough data | 
| **Integration APIs** | Not enough data | Not enough data | Not enough data | 

#### Platform

| Feature | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | 

---
## Categories

**Unique to Azure Data Factory (2):** [ETL Tools](https://www.g2.com/categories/etl-tools), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms)

**Unique to Postman (8):** [Service Virtualization Software](https://www.g2.com/categories/service-virtualization), [API Platforms](https://www.g2.com/categories/api-platforms), [API Development Tools](https://www.g2.com/categories/api-development), [API Security Tools](https://www.g2.com/categories/api-security), [API Management Tools](https://www.g2.com/categories/api-management), [Software Testing Tools](https://www.g2.com/categories/software-testing), [Build Automation Software](https://www.g2.com/categories/build-automation), [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders)

**Unique to dbt (8):** [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [Data Preparation Software](https://www.g2.com/categories/data-preparation), [Data Quality Tools](https://www.g2.com/categories/data-quality), [ETL Tools](https://www.g2.com/categories/etl-tools), [Data Warehouse Automation Software](https://www.g2.com/categories/data-warehouse-automation), [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [Semantic Layer Tools](https://www.g2.com/categories/semantic-layer-tools)


---
## Reviewer Demographics

### By Company Size

| Segment | Azure Data Factory | Postman | dbt | 
|---|---|---|---|
| **Small-Business** | 11.7% | 34.7% | 27.1% | 
| **Mid-Market** | 28.7% | 36.4% | 56.7% | 
| **Enterprise** | 59.6% | 28.9% | 16.3% | 

### By Industry

#### Azure Data Factory

- **Information Technology and Services:** 31.6%
- **Computer Software:** 12.6%
- **Consulting:** 5.3%
- **Financial Services:** 5.3%
- **Airlines/Aviation:** 4.2%
- **Retail:** 4.2%
- **Hospital & Health Care:** 3.2%
- **Oil & Energy:** 2.1%
- **Education Management:** 2.1%
- **Logistics and Supply Chain:** 2.1%
- **Other:** 27.4%

#### Postman

- **Computer Software:** 35.1%
- **Information Technology and Services:** 29.9%
- **Financial Services:** 3.4%
- **Banking:** 2.0%
- **Internet:** 1.8%
- **Telecommunications:** 1.7%
- **Hospital & Health Care:** 1.6%
- **Marketing and Advertising:** 1.6%
- **Computer & Network Security:** 1.5%
- **Retail:** 1.5%
- **Other:** 19.9%

#### dbt

- **Information Technology and Services:** 19.4%
- **Computer Software:** 16.9%
- **Financial Services:** 10.0%
- **Retail:** 5.0%
- **Marketing and Advertising:** 4.5%
- **Consumer Services:** 3.0%
- **Hospital & Health Care:** 3.0%
- **Insurance:** 2.5%
- **Automotive:** 2.0%
- **Telecommunications:** 2.0%
- **Other:** 31.8%

---
## Alternatives

### Alternatives to Azure Data Factory

- [SnapLogic Intelligent Integration Platform (IIP)](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews) — 4.4/5 stars (397 reviews)
- [AWS Glue](https://www.g2.com/products/aws-glue/reviews) — 4.3/5 stars (200 reviews)
- [Matillion](https://www.g2.com/products/matillion-2023-06-26/reviews) — 4.4/5 stars (84 reviews)
- [IBM DataStage](https://www.g2.com/products/ibm-datastage/reviews) — 4.0/5 stars (73 reviews)
- [Apache NiFi](https://www.g2.com/products/apache-nifi/reviews) — 4.2/5 stars (26 reviews)
- [Pentaho Data Integration](https://www.g2.com/products/pentaho-data-integration/reviews) — 4.3/5 stars (17 reviews)
- [Qlik Replicate](https://www.g2.com/products/qlik-replicate/reviews) — 4.3/5 stars (110 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1235 reviews)
- [Fivetran](https://www.g2.com/products/fivetran/reviews) — 4.3/5 stars (795 reviews)
- [Workato](https://www.g2.com/products/workato/reviews) — 4.7/5 stars (755 reviews)

### Alternatives to Postman

- [MuleSoft Anypoint Platform](https://www.g2.com/products/mulesoft-anypoint-platform/reviews) — 4.5/5 stars (742 reviews)
- [Boomi](https://www.g2.com/products/boomi/reviews) — 4.4/5 stars (505 reviews)
- [Stoplight](https://www.g2.com/products/stoplight/reviews) — 4.4/5 stars (343 reviews)
- [Kong Gateway](https://www.g2.com/products/kong-gateway/reviews) — 4.4/5 stars (309 reviews)
- [Workato](https://www.g2.com/products/workato/reviews) — 4.7/5 stars (755 reviews)
- [Swagger Studio](https://www.g2.com/products/swagger-studio/reviews) — 4.5/5 stars (188 reviews)
- [SAP Integration Suite](https://www.g2.com/products/sap-integration-suite/reviews) — 4.3/5 stars (339 reviews)
- [Red Hat Ansible Automation Platform](https://www.g2.com/products/red-hat-ansible-automation-platform/reviews) — 4.6/5 stars (377 reviews)
- [Azure API Management](https://www.g2.com/products/azure-api-management/reviews) — 4.2/5 stars (30 reviews)
- [WSO2 API Platform](https://www.g2.com/products/wso2-api-platform/reviews) — 4.5/5 stars (143 reviews)

### Alternatives to dbt

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (769 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1235 reviews)
- [SnapLogic Intelligent Integration Platform (IIP)](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews) — 4.4/5 stars (397 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (741 reviews)
- [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) — 4.3/5 stars (517 reviews)
- [Matillion](https://www.g2.com/products/matillion-2023-06-26/reviews) — 4.4/5 stars (84 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (401 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 reviews)

---
## Top Discussions

### Azure Data Factory

- Title: [Is Azure data Factory an ETL tool?](https://www.g2.com/discussions/is-azure-data-factory-an-etl-tool) — 2 comments
  > **Top comment:** "Yes Azure Data Factory is a No-Code ETL tool. Very easy to use."

### Postman

- Title: [What is Postman used for?](https://www.g2.com/discussions/what-is-postman-used-for) — 7 comments, 2 upvotes
  > **Top comment:** "Personnaly i used postman for connect multiple softwares through API."
- Title: [Is there any alternative?](https://www.g2.com/discussions/is-there-any-alternative) — 4 comments, 3 upvotes
  > **Top comment:** "You can try Imsomnia"
- Title: [Is it possible to make such a service in the form of a Web App ?](https://www.g2.com/discussions/13275-is-it-possible-to-make-such-a-service-in-the-form-of-a-web-app) — 3 comments, 1 upvote
  > **Top comment:** "Not available as web app. However you can either download it as a setup for your Mac or PC or you can add it as a chrome extension and use it."
- Title: [How we can best use Postman for Custom API Testing?](https://www.g2.com/discussions/how-we-can-best-use-postman-for-custom-api-testing) — 2 comments, 2 upvotes
  > **Top comment:** "Postman collections to group related API requests together. "
- Title: [Always getting an update Popup](https://www.g2.com/discussions/always-getting-an-update-popup) — 2 comments, 1 upvote
  > **Top comment:** "Have you updated the software?  I don't get that update popup when I am up to date.  There are a lot of good reasons to run the updates as well, but if you..."

### dbt

- Title: [What is DBT data Modelling?](https://www.g2.com/discussions/what-is-dbt-data-modelling) — 2 comments
  > **Top comment:** "dbt data modeling is not a thing. Dbt is a transformation tool that makes it easier to implement data modeling techniques like snowflake, data vault etc. "
- Title: [What is DBT technology?](https://www.g2.com/discussions/what-is-dbt-technology) — 2 comments
  > **Top comment:** "dbt is a data transformation tool that helps organize & run SQL files. The SQL files are only SELECT statements while dbt takes care of the boilerplate..."
- Title: [What is DBT tool used for?](https://www.g2.com/discussions/what-is-dbt-tool-used-for) — 2 comments
  > **Top comment:** "Data transformations. The 'T' in ELT/ELT. It lets you version-control and easily modify all your data transformations between (say) your source tables from..."
- Title: [What is DBT database tool?](https://www.g2.com/discussions/what-is-dbt-database-tool) — 1 comment
  > **Top comment:** "DBT (DataBase Transformations) uses SQL select statements, with some added magic from Jinja templating language, to model and transform data. It's a highly..."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/azure-data-factory-vs-postman-vs-dbt)