# Databricks vs Postman Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Databricks excels in providing a unified platform for data engineering, analytics, and machine learning, with features like Genie and Lakeflow Connect that streamline workflows. Users appreciate the intuitive notebook interface and polished SQL editor, which enhance productivity by allowing seamless switching between programming languages.
- **Users say** Postman stands out for its simplicity in API testing, eliminating the need for complex coding to connect endpoints. Reviewers highlight how Postman's user-friendly interface aids in quickly checking responses and debugging backend services, making it a go-to tool for developers looking for efficiency.
- **According to verified reviews** , both Databricks and Postman receive high marks for user satisfaction, with each boasting a solid star rating of 4.6. However, Postman has a larger volume of reviews, suggesting a broader user base and potentially more diverse feedback on its capabilities.
- **Reviewers mention** that while Databricks offers robust features for enterprise-level data workflows, some users find it challenging to implement due to its complexity. In contrast, Postman is praised for its quick setup and ease of use, making it more accessible for teams looking to get started with API testing without a steep learning curve.
- **Users highlight** that Databricks provides a strong collaborative environment, enabling teams to work together more effectively on data projects. This is particularly beneficial for organizations that require a single source of truth for their data, enhancing overall data governance and collaboration.
- **G2 reviewers note** that while both products offer quality support, Postman has a slight edge in user feedback regarding its responsiveness and helpfulness. Users appreciate the consistent support they receive, which is crucial for maintaining productivity during API development and testing.



| | Databricks | Postman | 
|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.6 out of 5 | 
| **Total Reviews** | 1,335 | 1,788 | 
| **Largest Market Segment** | Enterprise (48.3% of reviews) | Mid-Market (36.4% of reviews) | 
| **Entry Level Price** | No pricing available | Free | 

---
## Top Pros & Cons

### Databricks

Pros:
- Features (288 reviews)
- Ease of Use (278 reviews)

Cons:
- Learning Curve (112 reviews)
- Expensive (97 reviews)

### Postman

Pros:
- Ease of Use (460 reviews)
- API Testing (394 reviews)

Cons:
- Slow Performance (222 reviews)
- Performance Issues (202 reviews)

---
## Ratings Comparison
| Rating | Databricks | Postman | 
|---|---|---|
  | **Meets Requirements** | 9.0 (657 reviews) | 9.3 (1393 reviews) | 
  | **Ease of Use** | 8.8 (1001 reviews) | 9.1 (1412 reviews) | 
  | **Ease of Setup** | 8.4 (850 reviews) | 9.3 (663 reviews) | 
  | **Ease of Admin** | 8.4 (193 reviews) | 8.9 (186 reviews) | 
  | **Quality of Support** | 8.8 (638 reviews) | 8.7 (1156 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (197 reviews) | 9.0 (158 reviews) | 
  | **Product Direction (% positive)** | 9.6 (634 reviews) | 9.2 (1348 reviews) | 

---
## Pricing

### Databricks

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### 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

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.3/10 | 395 |
| **Postman** | N/A | N/A |

#### Reports

| Feature | Databricks | Postman | 
|---|---|---|
| **Reports Interface** | 9.1 (25 reviews) | Not enough data | 
| **Steps to Answer** | 8.4 (21 reviews) | Not enough data | 
| **Graphs and Charts** | 9.2 (22 reviews) | Not enough data | 
| **Score Cards** | 8.8 (17 reviews) | Not enough data | 
| **Dashboards** | 9.2 (28 reviews) | Not enough data | 

#### Data Preparation

| Feature | Databricks | Postman | 
|---|---|---|
| **Connectors** | 9.5 (16 reviews) | Not enough data | 
| **Data Governance** | 9.5 (16 reviews) | Not enough data | 

#### Data Modeling and Blending

| Feature | Databricks | Postman | 
|---|---|---|
| **Data Querying** | 9.5 (16 reviews) | Not enough data | 
| **Data Filtering** | 9.3 (15 reviews) | Not enough data | 
| **Data Blending** | 9.4 (17 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Postman | 
|---|---|---|
| **AI Text Generation** | 9.5 (17 reviews) | Not enough data | 
| **AI Text Summarization** | 9.6 (14 reviews) | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Databricks | Postman | 
|---|---|---|
| **Autonomous Task Execution** | 9.3 (16 reviews) | Not enough data | 
| **Multi-step Planning** | 9.5 (13 reviews) | Not enough data | 
| **Cross-system Integration** | 9.3 (14 reviews) | Not enough data | 
| **Adaptive Learning** | 9.2 (14 reviews) | Not enough data | 
| **Natural Language Interaction** | 9.2 (15 reviews) | Not enough data | 
| **Proactive Assistance** | 9.9 (14 reviews) | Not enough data | 
| **Decision Making** | 9.7 (13 reviews) | Not enough data | 

#### Self Service 

| Feature | Databricks | Postman | 
|---|---|---|
| **Calculated Fields** | 8.7 (18 reviews) | Not enough data | 
| **Data Column Filtering** | 8.9 (21 reviews) | Not enough data | 
| **Data Discovery** | 9.2 (22 reviews) | Not enough data | 
| **Search** | 8.7 (22 reviews) | Not enough data | 
| **Collaboration / Workflow** | 9.2 (24 reviews) | Not enough data | 
| **Automodeling** | 9.0 (16 reviews) | Not enough data | 

#### Deployment & Integration - Analytics Platforms

| Feature | Databricks | Postman | 
|---|---|---|
| **No-code Dashboard Builder** | 9.0 (16 reviews) | Not enough data | 
| **Report Scheduling and Automation** | 9.6 (16 reviews) | Not enough data | 
| **Embedded Analytics and White-labeling** | 9.4 (14 reviews) | Not enough data | 
| **Data Source Connectivity** | 9.7 (15 reviews) | Not enough data | 

#### Advanced Analytics

| Feature | Databricks | Postman | 
|---|---|---|
| **Predictive Analytics** | 9.1 (21 reviews) | Not enough data | 
| **Data Visualization** | 9.0 (22 reviews) | Not enough data | 
| **Big Data Services** | 9.6 (30 reviews) | Not enough data | 

#### Performance & Scalability - Analytics Platforms

| Feature | Databricks | Postman | 
|---|---|---|
| **Large data handling and Query Speed** | 9.6 (20 reviews) | Not enough data | 
| **Concurrent User Support** | 9.9 (12 reviews) | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Databricks | Postman | 
|---|---|---|
| **Data Modeling and Governance** | 9.5 (17 reviews) | Not enough data | 
| **Notebook and Script Integration** | 9.0 (17 reviews) | Not enough data | 
| **Built-in Predictive and Statistical Models** | 9.3 (14 reviews) | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Databricks | Postman | 
|---|---|---|
| **Auto-generated Insights and Narratives** | 9.2 (15 reviews) | Not enough data | 
| **Natural Language Queries** | 9.5 (18 reviews) | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | 9.5 (14 reviews) | Not enough data | 
| **AI Agents for Analytical Follow-ups** | 9.3 (16 reviews) | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Databricks | Postman | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 9.5 (14 reviews) | Not enough data | 
| **Role-based Insight Personalization** | 8.9 (16 reviews) | Not enough data | 
| **Conversational and Prompt-based Analytics** | 9.2 (15 reviews) | Not enough data | 

#### Building Reports

| Feature | Databricks | Postman | 
|---|---|---|
| **Data Transformation** | 9.3 (220 reviews) | Not enough data | 
| **Data Modeling** | 8.9 (219 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 7.8 (174 reviews) | Not enough data | 
| **Integration APIs** | 8.7 (223 reviews) | Not enough data | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 142 |
| **Postman** | N/A | N/A |

#### Administration

| Feature | Databricks | Postman | 
|---|---|---|
| **Data Modelling** | 8.9 (106 reviews) | Not enough data | 
| **Recommendations** | 8.7 (97 reviews) | Not enough data | 
| **Workflow Management** | 9.0 (101 reviews) | Not enough data | 
| **Dashboards and Visualizations** | 8.8 (105 reviews) | Not enough data | 

#### Management

| Feature | Databricks | Postman | 
|---|---|---|
| **Business Glossary** | 8.5 (91 reviews) | Not enough data | 
| **Data Discovery** | 8.7 (92 reviews) | Not enough data | 
| **Data Profililng** | 8.7 (92 reviews) | Not enough data | 
| **Reporting and Visualization** | 8.6 (91 reviews) | Not enough data | 
| **Data Lineage** | 8.8 (91 reviews) | Not enough data | 

#### Compliance

| Feature | Databricks | Postman | 
|---|---|---|
| **Sensitive Data Compliance** | 8.9 (103 reviews) | Not enough data | 
| **Training and Guidelines** | 8.7 (98 reviews) | Not enough data | 
| **Policy Enforcement** | 9.0 (103 reviews) | Not enough data | 
| **Compliance Monitoring** | 8.8 (99 reviews) | Not enough data | 

#### Security

| Feature | Databricks | Postman | 
|---|---|---|
| **Access Control** | 9.1 (96 reviews) | Not enough data | 
| **Roles Management** | 8.9 (90 reviews) | Not enough data | 
| **Compliance Management** | 8.9 (90 reviews) | Not enough data | 

#### Data Quality

| Feature | Databricks | Postman | 
|---|---|---|
| **Data Preparation** | 9.1 (100 reviews) | Not enough data | 
| **Data Distribution** | 8.8 (97 reviews) | Not enough data | 
| **Data Unification** | 9.1 (105 reviews) | Not enough data | 

#### Maintainence

| Feature | Databricks | Postman | 
|---|---|---|
| **Data Quality Management** | 8.8 (89 reviews) | Not enough data | 
| **Policy Management** | 8.8 (88 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Postman | 
|---|---|---|
| **AI Text Generation** | 8.4 (86 reviews) | Not enough data | 
| **AI Text Summarization** | 8.5 (85 reviews) | Not enough data | 

#### Agentic AI - Data Governance

| Feature | Databricks | Postman | 
|---|---|---|
| **Autonomous Task Execution** | 8.9 (14 reviews) | Not enough data | 
| **Multi-step Planning** | 9.1 (15 reviews) | Not enough data | 
| **Cross-system Integration** | 9.0 (19 reviews) | Not enough data | 
| **Adaptive Learning** | 8.9 (16 reviews) | Not enough data | 
| **Natural Language Interaction** | 9.3 (16 reviews) | Not enough data | 
| **Decision Making** | 9.2 (17 reviews) | Not enough data | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 218 |
| **Postman** | N/A | N/A |

#### Management

| Feature | Databricks | Postman | 
|---|---|---|
| **Reporting** | 8.7 (179 reviews) | Not enough data | 
| **Auditing** | 8.5 (170 reviews) | Not enough data | 

#### Functionality

| Feature | Databricks | Postman | 
|---|---|---|
| **Extraction** | 9.1 (189 reviews) | Not enough data | 
| **Transformation** | 9.3 (193 reviews) | Not enough data | 
| **Loading** | 9.2 (183 reviews) | Not enough data | 
| **Automation** | 9.1 (178 reviews) | Not enough data | 
| **Scalability** | 9.2 (183 reviews) | Not enough data | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 99 |
| **Postman** | N/A | N/A |

#### Deployment

| Feature | Databricks | Postman | 
|---|---|---|
| **Language Flexibility** | 9.0 (71 reviews) | Not enough data | 
| **Framework Flexibility** | 9.0 (70 reviews) | Not enough data | 
| **Versioning** | 9.0 (74 reviews) | Not enough data | 
| **Ease of Deployment** | 9.0 (76 reviews) | Not enough data | 
| **Scalability** | 9.0 (75 reviews) | Not enough data | 

#### Deployment

| Feature | Databricks | Postman | 
|---|---|---|
| **Language Flexibility** | 9.0 (68 reviews) | Not enough data | 
| **Framework Flexibility** | 8.9 (69 reviews) | Not enough data | 
| **Versioning** | 8.7 (74 reviews) | Not enough data | 
| **Ease of Deployment** | 9.0 (75 reviews) | Not enough data | 
| **Scalability** | 9.1 (73 reviews) | Not enough data | 

#### Management

| Feature | Databricks | Postman | 
|---|---|---|
| **Cataloging** | 9.1 (72 reviews) | Not enough data | 
| **Monitoring** | 9.0 (72 reviews) | Not enough data | 
| **Governing** | 9.3 (69 reviews) | Not enough data | 
| **Model Registry** | 9.1 (76 reviews) | Not enough data | 

#### Operations

| Feature | Databricks | Postman | 
|---|---|---|
| **Metrics** | 8.9 (69 reviews) | Not enough data | 
| **Infrastructure management** | 9.0 (69 reviews) | Not enough data | 
| **Collaboration** | 9.1 (70 reviews) | Not enough data | 

#### Management

| Feature | Databricks | Postman | 
|---|---|---|
| **Cataloging** | 9.0 (69 reviews) | Not enough data | 
| **Monitoring** | 8.8 (67 reviews) | Not enough data | 
| **Governing** | 9.1 (66 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Postman | 
|---|---|---|
| **AI Text Generation** | 8.7 (36 reviews) | Not enough data | 
| **AI Text Summarization** | 8.6 (35 reviews) | Not enough data | 

### API Security

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Postman** | 8.7/10 | 169 |

#### API Management 

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

#### Security Testing

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

#### Security Management

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

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.7/10 | 243 |
| **Postman** | N/A | N/A |

#### System

| Feature | Databricks | Postman | 
|---|---|---|
| **Data Ingestion & Wrangling** | 8.9 (187 reviews) | Not enough data | 

#### Model Development

| Feature | Databricks | Postman | 
|---|---|---|
| **Language Support** | 8.8 (194 reviews) | Not enough data | 
| **Drag and Drop** | 8.0 (197 reviews) | Not enough data | 
| **Pre-Built Algorithms** | 8.4 (193 reviews) | Not enough data | 
| **Model Training** | 8.8 (204 reviews) | Not enough data | 

#### Model Development

| Feature | Databricks | Postman | 
|---|---|---|
| **Feature Engineering** | 8.5 (179 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Databricks | Postman | 
|---|---|---|
| **Computer Vision** | 8.2 (183 reviews) | Not enough data | 
| **Natural Language Processing** | 8.6 (191 reviews) | Not enough data | 
| **Natural Language Generation** | 8.3 (181 reviews) | Not enough data | 
| **Artificial Neural Networks** | 8.2 (179 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Databricks | Postman | 
|---|---|---|
| **Natural Language Understanding** | 8.4 (166 reviews) | Not enough data | 
| **Deep Learning** | 8.5 (168 reviews) | Not enough data | 

#### Deployment

| Feature | Databricks | Postman | 
|---|---|---|
| **Managed Service** | 8.6 (188 reviews) | Not enough data | 
| **Application** | 8.8 (190 reviews) | Not enough data | 
| **Scalability** | 9.0 (199 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Postman | 
|---|---|---|
| **AI Text Generation** | 8.4 (94 reviews) | Not enough data | 
| **AI Text Summarization** | 8.5 (94 reviews) | Not enough data | 
| **AI Text-to-Image** | 7.8 (92 reviews) | Not enough data | 

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

| Feature | Databricks | Postman | 
|---|---|---|
| **Autonomous Task Execution** | 9.5 (16 reviews) | Not enough data | 
| **Multi-step Planning** | 9.2 (14 reviews) | Not enough data | 
| **Cross-system Integration** | 9.1 (16 reviews) | Not enough data | 
| **Adaptive Learning** | 9.2 (14 reviews) | Not enough data | 
| **Natural Language Interaction** | 9.5 (17 reviews) | Not enough data | 
| **Proactive Assistance** | 9.5 (13 reviews) | Not enough data | 
| **Decision Making** | 9.6 (14 reviews) | Not enough data | 

### API Development

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Postman** | 8.8/10 | 635 |

#### Development

| Feature | Databricks | Postman | 
|---|---|---|
| **API Testing** | Not enough data | 9.5 (555 reviews) | 
| **Data Security** | Not enough data | 8.7 (483 reviews) | 
| **Orchestration** | Not enough data | 8.7 (462 reviews) | 
| **Scalability** | Not enough data | 8.8 (478 reviews) | 

#### Collaboration

| Feature | Databricks | Postman | 
|---|---|---|
| **Design Management** | Not enough data | 8.7 (488 reviews) | 
| **Access Control** | Not enough data | 8.8 (473 reviews) | 
| **Visibility** | Not enough data | 8.9 (484 reviews) | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 242 |
| **Postman** | N/A | N/A |

#### Data Management

| Feature | Databricks | Postman | 
|---|---|---|
| **Data Integration** | 9.1 (204 reviews) ✓ Verified | Not enough data | 
| **Data Compression** | 8.9 (188 reviews) ✓ Verified | Not enough data | 
| **Data Quality** | 8.9 (194 reviews) ✓ Verified | Not enough data | 
| **Built-In Data Analytics** | 8.8 (190 reviews) ✓ Verified | Not enough data | 
| **In-Database Machine Learning** | 8.8 (176 reviews) ✓ Verified | Not enough data | 
| **Data Lake Analytics** | 9.1 (180 reviews) ✓ Verified | Not enough data | 

#### Integration

| Feature | Databricks | Postman | 
|---|---|---|
| **AI/ ML Integration** | 8.9 (190 reviews) ✓ Verified | Not enough data | 
| **BI Tool Integration** | 8.8 (175 reviews) ✓ Verified | Not enough data | 
| **Data lake Integration** | 9.1 (186 reviews) ✓ Verified | Not enough data | 

#### Deployment

| Feature | Databricks | Postman | 
|---|---|---|
| **On-Premise** | 8.0 (164 reviews) ✓ Verified | Not enough data | 
| **Cloud** | 9.2 (187 reviews) ✓ Verified | Not enough data | 

#### Performance 

| Feature | Databricks | Postman | 
|---|---|---|
| **Scalability** | 9.2 (195 reviews) ✓ Verified | Not enough data | 

#### Security

| Feature | Databricks | Postman | 
|---|---|---|
| **Data Governance** | 8.9 (186 reviews) ✓ Verified | Not enough data | 
| **Data Security** | 9.0 (176 reviews) ✓ Verified | Not enough data | 

#### Generative AI

| Feature | Databricks | Postman | 
|---|---|---|
| **AI Text Generation** | 8.7 (86 reviews) | Not enough data | 
| **AI Text Summarization** | 8.6 (84 reviews) | Not enough data | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 10.0/10 | 6 |
| **Postman** | N/A | N/A |

#### Management

| Feature | Databricks | Postman | 
|---|---|---|
| **Data dictionary** | Not enough data | Not enough data | 
| **Data Replication** | Not enough data | Not enough data | 
| **Query Language** | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | 
| **Performance Analysis** | Not enough data | Not enough data | 

#### Maintenance

| Feature | Databricks | Postman | 
|---|---|---|
| **Data Migration** | 10.0 (5 reviews) | Not enough data | 
| **Backup and Recovery** | Not enough data | Not enough data | 
| **Multi-User Environment** | Not enough data | Not enough data | 

#### Security

| Feature | Databricks | Postman | 
|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | 
| **User Access Control** | 10.0 (5 reviews) | Not enough data | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.1/10 | 102 |
| **Postman** | N/A | N/A |

#### Data Management

| Feature | Databricks | Postman | 
|---|---|---|
| **Data Integration** | 9.1 (79 reviews) | Not enough data | 
| **Metadata** | 8.9 (80 reviews) | Not enough data | 
| **Self-service** | 9.0 (77 reviews) | Not enough data | 
| **Automated workflows** | 9.2 (79 reviews) | Not enough data | 

#### Agentic AI - DataOps Platforms

| Feature | Databricks | Postman | 
|---|---|---|
| **Autonomous Task Execution** | 9.5 (17 reviews) | Not enough data | 
| **Multi-step Planning** | 9.4 (15 reviews) | Not enough data | 
| **Cross-system Integration** | 9.4 (18 reviews) | Not enough data | 
| **Adaptive Learning** | 9.5 (16 reviews) | Not enough data | 
| **Decision Making** | 9.7 (16 reviews) | Not enough data | 

#### Analytics

| Feature | Databricks | Postman | 
|---|---|---|
| **Analytics capabilities** | 9.0 (80 reviews) | Not enough data | 
| **Dasboard visualizations** | 8.7 (76 reviews) | Not enough data | 

#### Monitoring and Management

| Feature | Databricks | Postman | 
|---|---|---|
| **Data Observability** | 8.8 (76 reviews) | Not enough data | 
| **Testing capabilities** | 8.8 (77 reviews) | Not enough data | 

#### Cloud Deployment

| Feature | Databricks | Postman | 
|---|---|---|
| **Hybrid cloud support** | 9.1 (71 reviews) | Not enough data | 
| **Cloud migration capabilities** | 9.1 (72 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Postman | 
|---|---|---|
| **AI Text Generation** | 9.1 (44 reviews) | Not enough data | 
| **AI Text Summarization** | 9.1 (44 reviews) | Not enough data | 

### Service Virtualization

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Postman** | 8.9/10 | 40 |

#### Functionality

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

#### Usability 

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

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.9/10 | 16 |
| **Postman** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Databricks | Postman | 
|---|---|---|
| **AI High Availability** | 10.0 (7 reviews) | Not enough data | 
| **AI Model Training Scalability** | 10.0 (11 reviews) | Not enough data | 
| **AI Inference Speed** | 10.0 (8 reviews) | Not enough data | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Databricks | Postman | 
|---|---|---|
| **AI Cost per API Call** | 10.0 (7 reviews) | Not enough data | 
| **AI Resource Allocation Flexibility** | 9.4 (9 reviews) | Not enough data | 
| **AI Energy Efficiency** | 10.0 (7 reviews) | Not enough data | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Databricks | Postman | 
|---|---|---|
| **AI Multi-cloud Support** | 9.3 (9 reviews) | Not enough data | 
| **AI Data Pipeline Integration** | 10.0 (8 reviews) | Not enough data | 
| **AI API Support and Flexibility** | 10.0 (7 reviews) | Not enough data | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Databricks | Postman | 
|---|---|---|
| **AI GDPR and Regulatory Compliance** | 10.0 (7 reviews) | Not enough data | 
| **AI Role-based Access Control** | 9.8 (7 reviews) | Not enough data | 
| **AI Data Encryption** | 10.0 (7 reviews) | Not enough data | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Databricks | Postman | 
|---|---|---|
| **AI Documentation Quality** | 10.0 (9 reviews) | Not enough data | 
| **AI Community Activity** | 9.8 (7 reviews) | Not enough data | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 10.0/10 | 8 |
| **Postman** | 8.7/10 | 22 |

#### Customization - AI Agent Builders

| Feature | Databricks | Postman | 
|---|---|---|
| **Natural Language Configuration** | 10.0 (5 reviews) | 8.9 (15 reviews) | 
| **Tone Customization** | Not enough data | 8.7 (15 reviews) | 
| **Security Guardrails** | Not enough data | 8.8 (15 reviews) | 

#### Functionality - AI Agent Builders

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

#### Data and Analytics - AI Agent Builders

| Feature | Databricks | Postman | 
|---|---|---|
| **Analytics & Reporting** | 10.0 (5 reviews) | 8.6 (14 reviews) | 
| **Contextual Awareness** | Not enough data | 8.7 (14 reviews) | 
| **Data Privacy Compliance** | Not enough data | 9.0 (13 reviews) | 

#### Integration - AI Agent Builders

| Feature | Databricks | Postman | 
|---|---|---|
| **Workflow Automation** | 10.0 (5 reviews) | 8.9 (15 reviews) | 
| **API Usage** | Not enough data | 9.0 (15 reviews) | 
| **Platform Interoperability** | Not enough data | 8.9 (14 reviews) | 
| **CRM Data Integration** | Not enough data | 8.7 (14 reviews) | 

### API Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Postman** | 8.7/10 | 462 |

#### Development - API Platforms

| Feature | Databricks | Postman | 
|---|---|---|
| **API Testing** | Not enough data | 9.6 (385 reviews) | 
| **Scalability** | Not enough data | 8.6 (278 reviews) | 
| **Orchestration** | Not enough data | 8.8 (239 reviews) | 
| **Data Security** | Not enough data | 8.8 (255 reviews) | 

#### Collaboration - API Platforms

| Feature | Databricks | Postman | 
|---|---|---|
| **Visibility** | Not enough data | 8.9 (286 reviews) | 
| **Access Control** | Not enough data | 8.7 (249 reviews) | 
| **Design Management** | Not enough data | 8.6 (240 reviews) | 

#### API Management - API Platforms

| Feature | Databricks | Postman | 
|---|---|---|
| **API Monitoring** | Not enough data | 8.9 (257 reviews) | 
| **Traffic Control** | Not enough data | 8.4 (242 reviews) | 
| **Gateway** | Not enough data | 8.5 (240 reviews) | 
| **Logs/Documentation** | Not enough data | 8.9 (262 reviews) | 
| **Monetization** | Not enough data | 8.2 (234 reviews) | 

### Software Testing

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Postman** | 8.0/10 | 197 |

#### Agentic AI - Software Testing

| Feature | Databricks | Postman | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 8.1 (161 reviews) | 
| **Natural Language Interaction** | Not enough data | 8.0 (155 reviews) | 
| **Proactive Assistance** | Not enough data | 8.0 (156 reviews) | 

### AI Gateways

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Postman** | N/A | N/A |

#### Traffic Management & Performance - AI Gateways

| Feature | Databricks | Postman | 
|---|---|---|
| **Token-Aware Rate Limiting** | Not enough data | Not enough data | 
| **Semantic Caching** | Not enough data | Not enough data | 
| **Multi-Model Routing & Fallbacks** | Not enough data | Not enough data | 

#### Governance & Observability - AI Gateways

| Feature | Databricks | Postman | 
|---|---|---|
| **Data Privacy** | Not enough data | Not enough data | 
| **Cost Tracking** | Not enough data | Not enough data | 
| **Centralized API Key Security** | Not enough data | Not enough data | 

### Cloud Security

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Postman** | N/A | N/A |

#### Cloud Visibility

| Feature | Databricks | Postman | 
|---|---|---|
| **Data Discovery** | Not enough data | Not enough data | 
| **Cloud Registry** | Not enough data | Not enough data | 
| **Cloud Gap Analytics** | Not enough data | Not enough data | 

#### Security

| Feature | Databricks | Postman | 
|---|---|---|
| **Data Security** | Not enough data | Not enough data | 
| **Data loss Prevention** | Not enough data | Not enough data | 
| **Security Auditing** | Not enough data | Not enough data | 

#### Identity

| Feature | Databricks | Postman | 
|---|---|---|
| **SSO** | Not enough data | Not enough data | 
| **Governance** | Not enough data | Not enough data | 
| **User Analytics** | Not enough data | Not enough data | 

### API Management

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Postman** | 8.8/10 | 925 |

#### API Construction

| Feature | Databricks | Postman | 
|---|---|---|
| **API Testing** | Not enough data | 9.5 (828 reviews) | 
| **Data Security** | Not enough data | 8.6 (696 reviews) | 
| **Orchestration** | Not enough data | 8.6 (632 reviews) | 
| **Scalability** | Not enough data | 8.7 (345 reviews) | 

#### API Management

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

#### Data Integration

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

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 534 |
| **Postman** | N/A | N/A |

#### Database

| Feature | Databricks | Postman | 
|---|---|---|
| **Real-Time Data Collection** | 8.8 (259 reviews) | Not enough data | 
| **Data Distribution** | 9.0 (254 reviews) | Not enough data | 
| **Data Lake** | 9.4 (332 reviews) | Not enough data | 

#### Integrations

| Feature | Databricks | Postman | 
|---|---|---|
| **Hadoop Integration** | 8.3 (225 reviews) | Not enough data | 
| **Spark Integration** | 9.1 (298 reviews) | Not enough data | 

#### Platform

| Feature | Databricks | Postman | 
|---|---|---|
| **Machine Scaling** | 9.0 (322 reviews) | Not enough data | 
| **Data Preparation** | 9.1 (315 reviews) | Not enough data | 
| **Spark Integration** | 9.1 (298 reviews) | Not enough data | 

#### Processing

| Feature | Databricks | Postman | 
|---|---|---|
| **Cloud Processing** | 9.1 (293 reviews) | Not enough data | 
| **Workload Processing** | 9.1 (298 reviews) | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 283 |
| **Postman** | N/A | N/A |

#### Data Transformation

| Feature | Databricks | Postman | 
|---|---|---|
| **Real-Time Analytics** | 8.9 (232 reviews) | Not enough data | 
| **Data Querying** | 9.1 (244 reviews) | Not enough data | 

#### Connectivity

| Feature | Databricks | Postman | 
|---|---|---|
| **Hadoop Integration** | 8.7 (211 reviews) | Not enough data | 
| **Spark Integration** | 9.2 (237 reviews) | Not enough data | 
| **Multi-Source Analysis** | 9.0 (230 reviews) | Not enough data | 
| **Data Lake** | 9.2 (237 reviews) | Not enough data | 

#### Operations

| Feature | Databricks | Postman | 
|---|---|---|
| **Data Visualization** | 8.5 (234 reviews) | Not enough data | 
| **Data Workflow** | 8.9 (239 reviews) | Not enough data | 
| **Governed Discovery** | 8.6 (222 reviews) | Not enough data | 
| **Embedded Analytics** | 8.7 (216 reviews) | Not enough data | 
| **Notebooks** | 9.3 (240 reviews) | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.7/10 | 365 |
| **Postman** | N/A | N/A |

#### Building Reports

| Feature | Databricks | Postman | 
|---|---|---|
| **Data Transformation** | 9.3 (220 reviews) | Not enough data | 
| **Data Modeling** | 8.9 (219 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 7.8 (174 reviews) | Not enough data | 
| **Integration APIs** | 8.7 (223 reviews) | Not enough data | 

#### Platform

| Feature | Databricks | Postman | 
|---|---|---|
| **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 | 

---
## Categories
**Shared Categories (1):** [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders)

**Unique to Databricks (12):** [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [ETL Tools](https://www.g2.com/categories/etl-tools), [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), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure), [AI Gateways Software](https://www.g2.com/categories/ai-gateways)

**Unique to Postman (7):** [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)


---
## Reviewer Demographics

### By Company Size

| Segment | Databricks | Postman | 
|---|---|---|
| **Small-Business** | 14.2% | 34.8% | 
| **Mid-Market** | 37.5% | 36.4% | 
| **Enterprise** | 48.3% | 28.8% | 

### By Industry

#### Databricks

- **Information Technology and Services:** 12.8%
- **Financial Services:** 12.3%
- **Computer Software:** 8.0%
- **Consulting:** 4.9%
- **Manufacturing:** 4.5%
- **Hospital & Health Care:** 4.5%
- **Retail:** 4.0%
- **Airlines/Aviation:** 3.1%
- **Insurance:** 3.0%
- **Oil & Energy:** 2.9%
- **Other:** 39.9%

#### Postman

- **Computer Software:** 35.3%
- **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%
- **Education Management:** 1.5%
- **Other:** 19.8%

---
## Alternatives

### Alternatives to Databricks

- [Cloudera](https://www.g2.com/products/cloudera/reviews) — 4.1/5 stars (136 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (756 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1226 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (848 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (659 reviews)
- [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (800 reviews)
- [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (209 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)

### Alternatives to Postman

- [MuleSoft Anypoint Platform](https://www.g2.com/products/mulesoft-anypoint-platform/reviews) — 4.5/5 stars (772 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 Konnect](https://www.g2.com/products/kong-inc-kong-konnect/reviews) — 4.4/5 stars (322 reviews)
- [Workato](https://www.g2.com/products/workato/reviews) — 4.7/5 stars (777 reviews)
- [Swagger Studio](https://www.g2.com/products/swagger-studio/reviews) — 4.5/5 stars (189 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 (32 reviews)
- [WSO2 API Platform](https://www.g2.com/products/wso2-api-platform/reviews) — 4.5/5 stars (145 reviews)

---
## Top Discussions

### Databricks

- Title: [What is Lakehouse in Databricks?](https://www.g2.com/discussions/what-is-lakehouse-in-databricks) — 4 comments, 2 upvotes
  > **Top comment:** "Lakehouse architecture is the merging of the data warehouse and data lake concepts into a single platform, with built-in support for lineage maintenance and ML."
- Title: [What are the features of Databricks?](https://www.g2.com/discussions/what-are-the-features-of-databricks) — 4 comments, 2 upvotes
  > **Top comment:** "Delta Lake
Lakehosue platform
Schema evolution
Data quarantine & Data Quality
Data Integration & Transformations"
- Title: [What does Databricks software do?](https://www.g2.com/discussions/what-does-databricks-software-do) — 3 comments
  > **Top comment:** "It will work like Hadoop, databricks provide the services like big data.
Databricks also work like in advanced level it's have capability to process large..."
- Title: [What is Databricks unified analytics platform?](https://www.g2.com/discussions/what-is-databricks-unified-analytics-platform) — 3 comments
  > **Top comment:** "Databricks' Unified Data Analytics Platform helps organizations accelerate innovation by unifying data science with engineering and business. With Databricks..."

### Postman

- Title: [What is Postman used for?](https://www.g2.com/discussions/what-is-postman-used-for) — 8 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..."

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