# Harness Platform, Upsun vs GitLab Comparison

| | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.6 out of 5 | 4.5 out of 5 | 
| **Total Reviews** | 281 | 167 | 896 | 
| **Largest Market Segment** | Enterprise (41.3% of reviews) | Small-Business (69.2% of reviews) | Small-Business (36.9% of reviews) | 
| **Entry Level Price** | No pricing available | Free Trial Per Month | No pricing available | 

---
## Top Pros & Cons

### Harness Platform

Pros:
- Ease of Use (113 reviews)
- Features (72 reviews)

Cons:
- Missing Features (23 reviews)
- Limitations (20 reviews)

### Upsun

Pros:
- Customer Support (3 reviews)
- Ease of Use (3 reviews)

Cons:
- Access Restrictions (1 reviews)
- Complexity Issues (1 reviews)

### GitLab

Pros:
- Ease of Use (40 reviews)
- Features (39 reviews)

Cons:
- Complexity (20 reviews)
- Difficult Learning (18 reviews)

---
## Ratings Comparison
| Rating | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
  | **Meets Requirements** | 8.9 (207 reviews) | 8.8 (101 reviews) | 9.1 (682 reviews) | 
  | **Ease of Use** | 8.8 (214 reviews) | 8.7 (101 reviews) | 8.7 (686 reviews) | 
  | **Ease of Setup** | 8.6 (116 reviews) | 8.4 (81 reviews) | 8.7 (245 reviews) | 
  | **Ease of Admin** | 8.8 (86 reviews) | 8.4 (80 reviews) | 8.6 (173 reviews) | 
  | **Quality of Support** | 9.0 (166 reviews) | 8.7 (99 reviews) | 8.5 (543 reviews) | 
  | **Has the product been a good partner in doing business?** | 9.2 (82 reviews) | 9.1 (80 reviews) | 8.8 (148 reviews) | 
  | **Product Direction (% positive)** | 9.0 (204 reviews) | 8.8 (96 reviews) | 8.8 (647 reviews) | 

---
## Pricing

### Harness Platform

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Upsun

#### Entry-Level Pricing

Plan: Try Upsun with a free trial 

Price: Free Trial Per Month

Description: Try Upsun with a free trial and ongoing credits that cover your first project. After that, you only pay for the resources you provision.

Key Features:
- 15-day free trial
- Monthly credit covering 1 project fee + 1 user license
- Full access to all enterprise-grade features

[Learn more about Upsun](https://www.g2.com/products/upsun/reviews)

#### Free Trial

Yes

### GitLab

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Cloud Cost Management

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | 8.2/10 | 11 |
| **Upsun** | N/A | N/A |
| **GitLab** | N/A | N/A |

#### Operations

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Scheduling** | 8.0 (11 reviews) | Not enough data | Not enough data | 
| **Automation** | 8.3 (11 reviews) | Not enough data | Not enough data | 
| **Multi-Cloud Management** | 8.3 (11 reviews) | Not enough data | Not enough data | 
| **Usage Monitoring** | 7.9 (11 reviews) | Not enough data | Not enough data | 

#### Cost Optimization

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Spend Forecasting and Optimization ** | 8.0 (11 reviews) | Not enough data | Not enough data | 
| **Recommendations  ** | 8.0 (11 reviews) | Not enough data | Not enough data | 
| **Spend Tracking ** | 8.3 (11 reviews) | Not enough data | Not enough data | 

#### Administration

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Reporting** | 8.2 (11 reviews) | Not enough data | Not enough data | 
| **Dashboards and Visualizations ** | 8.8 (11 reviews) | Not enough data | Not enough data | 
| **Compliance** | 7.7 (11 reviews) | Not enough data | Not enough data | 

#### Agentic AI - Cloud Cost Management

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

### Application Release Orchestration

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | N/A | N/A |
| **Upsun** | N/A | N/A |
| **GitLab** | 8.7/10 | 147 |

#### Administration

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Configuration Management** | Not enough data | Not enough data | 8.7 (125 reviews) | 
| **Access Control** | Not enough data | Not enough data | 8.9 (131 reviews) | 
| **Dashboards** | Not enough data | Not enough data | 8.6 (125 reviews) | 

#### Functionality

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Deployment Automation** | Not enough data | Not enough data | 9.0 (132 reviews) | 
| **Process Analytics** | Not enough data | Not enough data | 8.5 (115 reviews) | 
| **Plugins** | Not enough data | Not enough data | 8.5 (109 reviews) | 
| **APIs / Integrations** | Not enough data | Not enough data | 8.7 (114 reviews) | 
| **Feature Flags** | Not enough data | Not enough data | 8.6 (103 reviews) | 

#### Processes

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Pipelines** | Not enough data | Not enough data | 9.1 (135 reviews) | 
| **Orchestration** | Not enough data | Not enough data | 9.0 (122 reviews) | 
| **Workflow Visualization** | Not enough data | Not enough data | 8.7 (122 reviews) | 

### Static Application Security Testing (SAST)

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | N/A | N/A |
| **Upsun** | N/A | N/A |
| **GitLab** | 9.0/10 | 38 |

#### Administration

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **API / Integrations** | Not enough data | Not enough data | 9.3 (34 reviews) | 
| **Extensibility** | Not enough data | Not enough data | 9.0 (29 reviews) | 

#### Analysis

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Reporting and Analytics** | Not enough data | Not enough data | 8.8 (28 reviews) | 
| **Issue Tracking** | Not enough data | Not enough data | 9.1 (30 reviews) | 
| **Static Code Analysis** | Not enough data | Not enough data | 9.2 (28 reviews) | 
| **Code Analysis** | Not enough data | Not enough data | 8.9 (28 reviews) | 

#### Testing

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Command-Line Tools** | Not enough data | Not enough data | 8.8 (30 reviews) | 
| **Manual Testing** | Not enough data | Not enough data | 8.8 (27 reviews) | 
| **Test Automation** | Not enough data | Not enough data | 9.2 (30 reviews) | 
| **Compliance Testing** | Not enough data | Not enough data | 8.8 (26 reviews) | 
| **Black-Box Scanning** | Not enough data | Not enough data | 8.9 (25 reviews) | 
| **Detection Rate** | Not enough data | Not enough data | 8.5 (25 reviews) | 
| **False Positives** | Not enough data | Not enough data | 8.8 (24 reviews) | 

#### Agentic AI - Static Application Security Testing (SAST)

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 

### Dynamic Application Security Testing (DAST)

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | N/A | N/A |
| **Upsun** | N/A | N/A |
| **GitLab** | 9.0/10 | 27 |

#### Administration

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **API / Integrations** | Not enough data | Not enough data | 9.2 (25 reviews) | 
| **Extensibility** | Not enough data | Not enough data | 8.9 (24 reviews) | 

#### Analysis

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Reporting and Analytics** | Not enough data | Not enough data | 8.5 (24 reviews) | 
| **Issue Tracking** | Not enough data | Not enough data | 9.2 (24 reviews) | 
| **Static Code Analysis** | Not enough data | Not enough data | 8.8 (24 reviews) | 
| **Vulnerability Scan** | Not enough data | Not enough data | 8.9 (24 reviews) | 
| **Code Analysis** | Not enough data | Not enough data | 9.0 (24 reviews) | 

#### Testing

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Manual Testing** | Not enough data | Not enough data | 8.6 (23 reviews) | 
| **Test Automation** | Not enough data | Not enough data | 9.1 (23 reviews) | 
| **Compliance Testing** | Not enough data | Not enough data | 8.9 (22 reviews) | 
| **Black-Box Scanning** | Not enough data | Not enough data | 9.0 (21 reviews) | 
| **Detection Rate** | Not enough data | Not enough data | 9.0 (20 reviews) | 
| **False Positives** | Not enough data | Not enough data | 9.1 (21 reviews) | 

### Cloud Infrastructure Automation

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | N/A | N/A |
| **Upsun** | N/A | N/A |
| **GitLab** | 8.8/10 | 92 |

#### Administration 

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Administration Console** | Not enough data | Not enough data | 8.7 (77 reviews) | 
| **Task Management** | Not enough data | Not enough data | 8.7 (78 reviews) | 
| **Dashboards and Visualizations** | Not enough data | Not enough data | 8.7 (75 reviews) | 
| **Access Control** | Not enough data | Not enough data | 8.8 (81 reviews) | 

#### Automation

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Test Automation** | Not enough data | Not enough data | 8.9 (79 reviews) | 
| **Intelligent Automation** | Feature Not Available | Not enough data | 8.4 (72 reviews) | 
| **Release Automation** | Not enough data | Not enough data | 9.0 (80 reviews) | 
| **Automated Provisioning** | Not enough data | Not enough data | 8.7 (73 reviews) | 

#### IT Management

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Workflow Management** | Not enough data | Not enough data | 8.7 (75 reviews) | 
| **Infrastructure Management** | Not enough data | Not enough data | 8.9 (74 reviews) | 
| **IT Discovery** | Not enough data | Not enough data | 8.6 (71 reviews) | 

### Vulnerability Scanner

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | N/A | N/A |
| **Upsun** | N/A | N/A |
| **GitLab** | N/A | N/A |

#### Performance

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Issue Tracking** | Not enough data | Not enough data | Not enough data | 
| **Detection Rate** | Not enough data | Not enough data | Not enough data | 
| **False Positives** | Not enough data | Not enough data | Not enough data | 
| **Automated Scans** | Not enough data | Not enough data | Not enough data | 

#### Network

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Compliance Testing** | Not enough data | Not enough data | Not enough data | 
| **Perimeter Scanning** | Not enough data | Not enough data | Not enough data | 
| **Configuration Monitoring** | Not enough data | Not enough data | Not enough data | 

#### Application

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Manual Application Testing** | Feature Not Available | Not enough data | Not enough data | 
| **Static Code Analysis** | Not enough data | Not enough data | Not enough data | 
| **Black Box Testing** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - Vulnerability Scanner

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 

### Continuous Delivery

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | 8.6/10 | 108 |
| **Upsun** | 8.7/10 | 22 |
| **GitLab** | 8.3/10 | 251 |

#### Functionality

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Deployment-Ready Staging** | 8.9 (98 reviews) | 9.2 (18 reviews) | 8.8 (220 reviews) | 
| **Integration** | 8.8 (90 reviews) | 9.0 (18 reviews) | 9.0 (225 reviews) | 
| **Extensible** | 8.4 (87 reviews) | 8.9 (18 reviews) | 8.7 (205 reviews) | 

#### Management

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Processes and Workflow** | 8.7 (96 reviews) | 9.1 (17 reviews) | 8.8 (208 reviews) | 
| **Reporting** | 8.1 (83 reviews) | 7.0 (15 reviews) | 8.3 (194 reviews) | 
| **Automation** | 8.5 (81 reviews) | 8.8 (18 reviews) | 8.9 (217 reviews) | 

#### Agentic AI - Continuous Delivery

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 8.0 (9 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 8.3 (11 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 7.5 (10 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | 7.5 (10 reviews) | 
| **Proactive Assistance** | Feature Not Available | Not enough data | 7.2 (9 reviews) | 

### Software Development Analytics Tools

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | 9.8/10 | 9 |
| **Upsun** | N/A | N/A |
| **GitLab** | N/A | N/A |

#### Functionality

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Repository Integration** | 9.8 (8 reviews) | Not enough data | Not enough data | 
| **Analytics and Trends** | 9.8 (8 reviews) | Not enough data | Not enough data | 
| **Productivity Updates** | 10.0 (8 reviews) | Not enough data | Not enough data | 

#### Management

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Historical Data Consolidation** | 9.6 (8 reviews) | Not enough data | Not enough data | 
| **Data Context** | 10.0 (8 reviews) | Not enough data | Not enough data | 
| **Testing Integration** | 9.7 (6 reviews) | Not enough data | Not enough data | 

### Repository Management

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | N/A | N/A |
| **Upsun** | N/A | N/A |
| **GitLab** | N/A | N/A |

#### Functionality

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Package Management** | Not enough data | Not enough data | Not enough data | 
| **Integration** | Not enough data | Not enough data | Not enough data | 
| **Code Analysis** | Not enough data | Not enough data | Not enough data | 
| **Vulnerability Checks** | Not enough data | Not enough data | Not enough data | 

#### Management

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Package Access Control** | Not enough data | Not enough data | Not enough data | 
| **Package Tracking** | Not enough data | Not enough data | Not enough data | 
| **Automation** | Not enough data | Not enough data | Not enough data | 
| **Rollback** | Not enough data | Not enough data | Not enough data | 

### Bug Tracking

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | N/A | N/A |
| **Upsun** | N/A | N/A |
| **GitLab** | 8.5/10 | 169 |

#### Bug Reporting

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **User Reports & Feedback** | Not enough data | Not enough data | 8.6 (139 reviews) | 
| **Tester Reports & Feedback** | Not enough data | Not enough data | 8.5 (134 reviews) | 
| **Team Reports & Comments** | Not enough data | Not enough data | 8.6 (142 reviews) | 

#### Bug Monitoring

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Analytics** | Not enough data | Not enough data | 8.5 (139 reviews) | 
| **Bug History** | Not enough data | Not enough data | 8.8 (147 reviews) | 
| **Data Retention** | Not enough data | Not enough data | 8.8 (136 reviews) | 

#### Agentic AI - Bug Tracking

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Adaptive Learning** | Not enough data | Not enough data | 8.3 (9 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | 8.1 (9 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 8.3 (8 reviews) | 

### WebOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | N/A | N/A |
| **Upsun** | 9.1/10 | 31 |
| **GitLab** | N/A | N/A |

#### Functionality

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Developer Tools** | Not enough data | 9.1 (21 reviews) | Not enough data | 
| **Automation** | Not enough data | 9.3 (21 reviews) | Not enough data | 
| **Website Staging** | Not enough data | 9.3 (22 reviews) | Not enough data | 

#### Management

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Web Content Dedication** | Not enough data | 8.8 (12 reviews) | Not enough data | 
| **Website Hosting** | Not enough data | 9.3 (20 reviews) | Not enough data | 
| **Role-Based Permissions** | Not enough data | 8.4 (22 reviews) | Not enough data | 

#### Support

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **CMS Variety** | Not enough data | 9.1 (20 reviews) | Not enough data | 
| **Multi-CMS Support** | Not enough data | 9.1 (19 reviews) | Not enough data | 
| **Compliance** | Not enough data | 9.3 (17 reviews) | Not enough data | 

### Software Composition Analysis

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | N/A | N/A |
| **Upsun** | N/A | N/A |
| **GitLab** | 8.9/10 | 78 |

#### Functionality - Software Composition Analysis 

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Language Support** | Not enough data | Not enough data | 8.7 (66 reviews) | 
| **Integration** | Not enough data | Not enough data | 8.8 (72 reviews) | 
| **Transparency** | Not enough data | Not enough data | 8.7 (67 reviews) | 

#### Effectiveness - Software Composition Analysis

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Remediation Suggestions** | Not enough data | Not enough data | 8.8 (64 reviews) | 
| **Continuous Monitoring** | Not enough data | Not enough data | 9.0 (64 reviews) | 
| **Thorough Detection** | Not enough data | Not enough data | 9.0 (62 reviews) | 

### Incident Management

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | N/A | N/A |
| **Upsun** | N/A | N/A |
| **GitLab** | N/A | N/A |

#### Monitoring

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Constant Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Timely Alerts** | Not enough data | Not enough data | Not enough data | 
| **TIcket Accuracy** | Not enough data | Not enough data | Not enough data | 
| **AI Monitoring** | Not enough data | Not enough data | Not enough data | 

#### Management Tools

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Ticket Assignment** | Not enough data | Not enough data | Not enough data | 
| **Standardization** | Not enough data | Not enough data | Not enough data | 
| **Lifecycle Visualization** | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - Incident Management

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

### Feature Management

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | 9.1/10 | 85 |
| **Upsun** | N/A | N/A |
| **GitLab** | N/A | N/A |

#### Management

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Flag Management** | 9.3 (80 reviews) | Not enough data | Not enough data | 
| **Rollout & Rollback Control** | 9.2 (73 reviews) | Not enough data | Not enough data | 
| **Monitoring** | 8.2 (58 reviews) | Not enough data | Not enough data | 

#### Functionality

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Multi-Environment Control** | 9.3 (77 reviews) | Not enough data | Not enough data | 
| **Feature Testing** | 9.5 (80 reviews) | Not enough data | Not enough data | 
| **Low-Code Interface** | 8.9 (63 reviews) | Not enough data | Not enough data | 

### DevOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | N/A | N/A |
| **Upsun** | N/A | N/A |
| **GitLab** | 8.8/10 | 184 |

#### Management

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Configuration Management** | Not enough data | Not enough data | 8.8 (150 reviews) | 
| **Access Control** | Not enough data | Not enough data | 8.8 (152 reviews) | 
| **Orchestration** | Not enough data | Not enough data | 8.5 (139 reviews) | 

#### Functionality

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Automation** | Not enough data | Not enough data | 8.8 (160 reviews) | 
| **Integrations** | Not enough data | Not enough data | 8.9 (158 reviews) | 
| **Extensibility** | Not enough data | Not enough data | 8.7 (142 reviews) | 

#### Processes

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Pipeline Control** | Not enough data | Not enough data | 9.0 (164 reviews) | 
| **Workflow Visualization** | Not enough data | Not enough data | 8.5 (144 reviews) | 
| **Continuous Deployment** | Not enough data | Not enough data | 9.0 (163 reviews) | 

### Continuous Integration

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | 8.5/10 | 14 |
| **Upsun** | N/A | N/A |
| **GitLab** | 8.1/10 | 250 |

#### Functionality

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Integrations** | 8.6 (14 reviews) | Not enough data | 8.9 (230 reviews) ✓ Verified | 
| **Extensibility** | 8.7 (14 reviews) | Not enough data | 8.6 (210 reviews) ✓ Verified | 
| **Test Customization** | 8.0 (14 reviews) | Not enough data | 8.4 (204 reviews) ✓ Verified | 

#### Management

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Automation** | 8.8 (14 reviews) | Not enough data | 8.9 (220 reviews) ✓ Verified | 
| **Processes and Workflow** | 8.8 (13 reviews) | Not enough data | 8.8 (218 reviews) ✓ Verified | 
| **Reporting** | 8.2 (14 reviews) | Not enough data | 8.4 (199 reviews) ✓ Verified | 

#### Agentic AI - Continuous Integration

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 7.5 (12 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 7.8 (13 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 7.4 (11 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | 7.1 (11 reviews) | 
| **Proactive Assistance** | Feature Not Available | Not enough data | 7.6 (11 reviews) | 

### Secure Code Review

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | N/A | N/A |
| **Upsun** | N/A | N/A |
| **GitLab** | 8.5/10 | 133 |

#### Documentation

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Feedback** | Not enough data | Not enough data | 8.8 (117 reviews) | 
| **Prioritization** | Not enough data | Not enough data | 8.6 (112 reviews) | 
| **Remediation Suggestions** | Not enough data | Not enough data | 8.4 (112 reviews) | 

#### Security

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **False Positives** | Not enough data | Not enough data | 8.0 (101 reviews) | 
| **Custom Compliance** | Not enough data | Not enough data | 8.4 (101 reviews) | 
| **Agility** | Not enough data | Not enough data | 9.0 (110 reviews) | 

### A/B Testing

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | 8.2/10 | 58 |
| **Upsun** | N/A | N/A |
| **GitLab** | N/A | N/A |

#### Computing

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **WYSIWYG** | 9.1 (25 reviews) | Not enough data | Not enough data | 
| **AI/Machine Learning** | 6.4 (28 reviews) | Not enough data | Not enough data | 
| **Little to No Coding** | 8.3 (45 reviews) | Not enough data | Not enough data | 

#### Experimental Design

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Multivariate testing capacities** | 8.8 (41 reviews) | Not enough data | Not enough data | 
| **Concurrent Testing** | 8.8 (40 reviews) | Not enough data | Not enough data | 
| **Mobile Testing** | 8.6 (37 reviews) | Not enough data | Not enough data | 
| **AI Assisted Testing** | Not enough data | Not enough data | Not enough data | 
| **AI Generated Variations** | Not enough data | Not enough data | Not enough data | 

#### Analytics

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Reporting and Analytics** | 8.0 (33 reviews) | Not enough data | Not enough data | 
| **Heatmaps** | 7.7 (27 reviews) | Not enough data | Not enough data | 

#### Agentic AI - A/B Testing

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Feature Not Available | Not enough data | Not enough data | 

### Database DevOps Software

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | N/A | N/A |
| **Upsun** | N/A | N/A |
| **GitLab** | N/A | N/A |

#### Functionality

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Automation** | Not enough data | Not enough data | Not enough data | 
| **Change validation** | Not enough data | Not enough data | Not enough data | 
| **Version control** | Not enough data | Not enough data | Not enough data | 

#### Management

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Visibility** | Not enough data | Not enough data | Not enough data | 
| **Rollbacks** | Not enough data | Not enough data | Not enough data | 
| **Post-deployment validation** | Not enough data | Not enough data | Not enough data | 

### WordPress Hosting

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | N/A | N/A |
| **Upsun** | N/A | N/A |
| **GitLab** | N/A | N/A |

#### Performance

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Plugins and Theme support** | Not enough data | Not enough data | Not enough data | 
| **Site management** | Not enough data | Not enough data | Not enough data | 
| **Technical Support** | Not enough data | Not enough data | Not enough data | 
| **Caching** | Not enough data | Not enough data | Not enough data | 
| **Free Website Transfers** | Not enough data | Not enough data | Not enough data | 

#### Security

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Backup** | Not enough data | Not enough data | Not enough data | 
| **Activity monitoring** | Not enough data | Not enough data | Not enough data | 
| **Malware identification and removal** | Not enough data | Not enough data | Not enough data | 
| **WAF and DDoS Protectiob** | Not enough data | Not enough data | Not enough data | 

#### Free Resources

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Email** | Not enough data | Not enough data | Not enough data | 
| **Domain** | Not enough data | Not enough data | Not enough data | 
| **SSL Certificates** | Not enough data | Not enough data | Not enough data | 

### Automation Testing

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | N/A | N/A |
| **Upsun** | N/A | N/A |
| **GitLab** | N/A | N/A |

#### Functionality 

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Test Feedback** | Not enough data | Not enough data | Not enough data | 
| **Test History** | Not enough data | Not enough data | Not enough data | 
| **Customization** | Not enough data | Not enough data | Not enough data | 
| **Test Variety** | Not enough data | Not enough data | Not enough data | 

#### Automation

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Organization** | Not enough data | Not enough data | Not enough data | 
| **Reliability** | Not enough data | Not enough data | Not enough data | 
| **Thoroughness** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - Automation Testing

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 

### AI Code Generation

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | N/A | N/A |
| **Upsun** | N/A | N/A |
| **GitLab** | N/A | N/A |

#### Functionality

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Accuracy** | Not enough data | Not enough data | Not enough data | 
| **Input processing** | Not enough data | Not enough data | Not enough data | 
| **Interface** | Not enough data | Not enough data | Not enough data | 
| **Code quality** | Not enough data | Not enough data | Not enough data | 

#### Support

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Community** | Not enough data | Not enough data | Not enough data | 
| **Update schedule** | Not enough data | Not enough data | Not enough data | 
| **Documentation** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - AI Code Generation

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

### Internal Developer Platforms

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | N/A | N/A |
| **Upsun** | N/A | N/A |
| **GitLab** | N/A | N/A |

#### Simplification - Internal Developer Platform

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Self-Service** | Not enough data | Not enough data | Not enough data | 
| **Utilization** | Not enough data | Not enough data | Not enough data | 
| **Streamlining** | Not enough data | Not enough data | Not enough data | 

#### Automation - Internal Developer Platform

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Integration** | Not enough data | Not enough data | Not enough data | 
| **Infrastructure** | Not enough data | Not enough data | Not enough data | 

### AI Coding Assistants

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | N/A | N/A |
| **Upsun** | N/A | N/A |
| **GitLab** | N/A | N/A |

#### Functionality - AI Coding Assistants

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Contextual Relevance** | Not enough data | Not enough data | Not enough data | 
| **Code Optimization** | Not enough data | Not enough data | Not enough data | 
| **Proactive Error Detection** | Feature Not Available | Not enough data | Not enough data | 

#### Usability - AI Coding Assistants

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Collaboration** | Not enough data | Not enough data | Not enough data | 
| **Integration** | Not enough data | Not enough data | Not enough data | 
| **Speed** | Not enough data | Not enough data | Not enough data | 
| **Interface** | Not enough data | Not enough data | Not enough data | 

### Software Testing

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | N/A | N/A |
| **Upsun** | N/A | N/A |
| **GitLab** | N/A | N/A |

#### Agentic AI - Software Testing

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 

### AI Software Testing Tools

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | N/A | N/A |
| **Upsun** | N/A | N/A |
| **GitLab** | N/A | N/A |

#### AI Test Generation & Authoring

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **UI-Based Test Generation** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Test Creation** | Not enough data | Not enough data | Not enough data | 
| **Test Coverage Suggestions** | Not enough data | Not enough data | Not enough data | 

#### Test Maintenance & Resilience 

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Self-healing** | Not enough data | Not enough data | Not enough data | 
| **Dynamic Element Locators** | Not enough data | Not enough data | Not enough data | 
| **AI-Powered Test Maintenance** | Not enough data | Not enough data | Not enough data | 

#### Execution & Analytics

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Intelligent Reporting** | Not enough data | Not enough data | Not enough data | 
| **Visual Anomaly Detection** | Not enough data | Not enough data | Not enough data | 
| **Root Cause Analysis** | Not enough data | Not enough data | Not enough data | 

### AI SRE Tools

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | N/A | N/A |
| **Upsun** | N/A | N/A |
| **GitLab** | N/A | N/A |

#### Reliability Objectives & Service Operations - AI SRE Tools

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Intelligent On-Call Workflows** | Not enough data | Not enough data | Not enough data | 
| **Error Budget Tracking** | Not enough data | Not enough data | Not enough data | 
| **SLI & SLO Management** | Not enough data | Not enough data | Not enough data | 
| **Service Health Modeling & Reporting** | Not enough data | Not enough data | Not enough data | 

#### AI Detection & Signal Quality - AI SRE Tools

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Cross-Telemetry Correlation** | Not enough data | Not enough data | Not enough data | 
| **Change-Aware Detection** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Anomaly Detection** | Not enough data | Not enough data | Not enough data | 
| **Alert Correlation & Noise Reduction** | Not enough data | Not enough data | Not enough data | 

#### Investigation & Root Cause Analysis - AI SRE Tools

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Guided Incident Investigation** | Not enough data | Not enough data | Not enough data | 
| **Live Debugging in Production** | Not enough data | Not enough data | Not enough data | 
| **AI Root Cause Analysis** | Not enough data | Not enough data | Not enough data | 
| **Runtime-Verified Root Cause Analysis** | Not enough data | Not enough data | Not enough data | 

#### Automation & Platform Controls - AI SRE Tools

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Automated Runbook & Workflow Execution** | Not enough data | Not enough data | Not enough data | 
| **Human-in-the-Loop Remediation** | Not enough data | Not enough data | Not enough data | 
| **Integration, APIs & Secure Access Controls** | Not enough data | Not enough data | Not enough data | 
| **AI-Assisted Code Fix Generation** | Not enough data | Not enough data | Not enough data | 

### Cloud Platform as a Service (PaaS)

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | N/A | N/A |
| **Upsun** | 8.4/10 | 67 |
| **GitLab** | N/A | N/A |

#### Development

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Application Deployment** | Not enough data | 9.3 (55 reviews) | Not enough data | 
| **Development Tools** | Not enough data | 8.7 (48 reviews) | Not enough data | 
| **Development Environment** | Not enough data | 8.8 (48 reviews) | Not enough data | 
| **Language Support** | Not enough data | 8.9 (49 reviews) | Not enough data | 
| **Testing** | Not enough data | 7.8 (44 reviews) | Not enough data | 

#### Database

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Database Management** | Not enough data | 8.6 (52 reviews) | Not enough data | 
| **Analytics** | Not enough data | 7.1 (40 reviews) | Not enough data | 
| **Auto Scaling** | Not enough data | 6.9 (35 reviews) | Not enough data | 
| **Backup / Recovery** | Not enough data | 8.1 (53 reviews) | Not enough data | 
| **Storage** | Not enough data | 8.4 (51 reviews) | Not enough data | 

#### Infrastructure

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Networking** | Not enough data | 8.5 (39 reviews) | Not enough data | 
| **Virtual Machines** | Not enough data | 8.6 (28 reviews) | Not enough data | 
| **Security** | Not enough data | 9.2 (43 reviews) | Not enough data | 

### Value Stream Management

| Product | Score | Reviews |
|---|---|---|
| **Harness Platform** | N/A | N/A |
| **Upsun** | N/A | N/A |
| **GitLab** | 8.8/10 | 49 |

#### Value Analysis

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Metric Relevance** | Not enough data | Not enough data | 8.9 (40 reviews) | 
| **Insight** | Not enough data | Not enough data | 8.7 (41 reviews) | 
| **Impact Predictions** | Not enough data | Not enough data | 8.6 (36 reviews) | 
| **Report Generation** | Not enough data | Not enough data | 8.9 (38 reviews) | 

#### Value Management

| Feature | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Planning Tools** | Not enough data | Not enough data | 9.0 (39 reviews) | 
| **Communication Tools** | Not enough data | Not enough data | 8.7 (42 reviews) | 
| **Control** | Not enough data | Not enough data | 8.9 (40 reviews) | 

---
## Categories
**Shared Categories (1):** [Continuous Delivery Tools](https://www.g2.com/categories/continuous-delivery-tools)

**Unique to Harness Platform (23):** [AI Coding Assistants Software](https://www.g2.com/categories/ai-coding-assistants), [Repository Management Software](https://www.g2.com/categories/repository-management), [A/B Testing Tools](https://www.g2.com/categories/a-b-testing-tools), [Cloud Cost Management Tools](https://www.g2.com/categories/cloud-cost-management), [Value Stream Management Software](https://www.g2.com/categories/value-stream-management), [Incident Management Software](https://www.g2.com/categories/incident-management), [Software Testing Tools](https://www.g2.com/categories/software-testing), [Container Registry Software](https://www.g2.com/categories/container-registry), [Cloud Infrastructure Automation Software](https://www.g2.com/categories/cloud-infrastructure-automation), [Version Control Software](https://www.g2.com/categories/version-control-software), [Automation Testing Tools](https://www.g2.com/categories/automation-testing-tools), [Configuration Management Tools](https://www.g2.com/categories/configuration-management), [Internal Developer Platforms](https://www.g2.com/categories/internal-developer-platforms), [Software Development Analytics Tools](https://www.g2.com/categories/software-development-analytics-tools), [ Database DevOps Software](https://www.g2.com/categories/database-devops-software), [Continuous Integration Tools](https://www.g2.com/categories/continuous-integration), [Peer Code Review Software](https://www.g2.com/categories/peer-code-review), [Feature Management Software](https://www.g2.com/categories/feature-management), [DevOps Platforms](https://www.g2.com/categories/devops-platforms), [Vulnerability Scanner Software](https://www.g2.com/categories/vulnerability-scanner), [AI Software Testing Tools](https://www.g2.com/categories/ai-software-testing-tools), [Build Automation Software](https://www.g2.com/categories/build-automation), [ AI SRE Tools Software](https://www.g2.com/categories/ai-sre-tools)

**Unique to Upsun (5):** [Cloud Platform as a Service (PaaS) Software](https://www.g2.com/categories/cloud-platform-as-a-service-paas), [WebOps Platforms](https://www.g2.com/categories/webops-platforms), [Build Automation Software](https://www.g2.com/categories/build-automation), [Managed Hosting Platforms](https://www.g2.com/categories/managed-hosting), [WordPress Hosting Platforms](https://www.g2.com/categories/wordpress-hosting)

**Unique to GitLab (13):** [Secure Code Review Software](https://www.g2.com/categories/secure-code-review), [DevOps Platforms](https://www.g2.com/categories/devops-platforms), [Value Stream Management Software](https://www.g2.com/categories/value-stream-management), [Software Composition Analysis Tools](https://www.g2.com/categories/software-composition-analysis), [Cloud Infrastructure Automation Software](https://www.g2.com/categories/cloud-infrastructure-automation), [Dynamic Application Security Testing (DAST) Software](https://www.g2.com/categories/dynamic-application-security-testing-dast), [Static Application Security Testing (SAST) Software](https://www.g2.com/categories/static-application-security-testing-sast), [Application Release Orchestration (ARO) Tools](https://www.g2.com/categories/application-release-orchestration), [Version Control Hosting Software](https://www.g2.com/categories/version-control-hosting), [Peer Code Review Software](https://www.g2.com/categories/peer-code-review), [Bug Tracking Software](https://www.g2.com/categories/bug-tracking), [Continuous Integration Tools](https://www.g2.com/categories/continuous-integration), [AI Code Generation Software](https://www.g2.com/categories/ai-code-generation)


---
## Reviewer Demographics

### By Company Size

| Segment | Harness Platform | Upsun | GitLab | 
|---|---|---|---|
| **Small-Business** | 18.8% | 69.2% | 36.9% | 
| **Mid-Market** | 39.9% | 22.6% | 36.5% | 
| **Enterprise** | 41.3% | 8.3% | 26.6% | 

### By Industry

#### Harness Platform

- **Computer Software:** 27.7%
- **Financial Services:** 14.0%
- **Information Technology and Services:** 10.7%
- **Banking:** 3.7%
- **Automotive:** 2.6%
- **Retail:** 2.6%
- **Hospital & Health Care:** 2.6%
- **Computer & Network Security:** 2.6%
- **Health, Wellness and Fitness:** 2.6%
- **Internet:** 2.2%
- **Other:** 28.8%

#### Upsun

- **Information Technology and Services:** 21.8%
- **Computer Software:** 21.1%
- **Internet:** 12.8%
- **Marketing and Advertising:** 5.3%
- **Education Management:** 2.3%
- **E-Learning:** 2.3%
- **Events Services:** 2.3%
- **Food & Beverages:** 2.3%
- **Government Administration:** 2.3%
- **Accounting:** 1.5%
- **Other:** 26.3%

#### GitLab

- **Computer Software:** 33.3%
- **Information Technology and Services:** 24.5%
- **Internet:** 3.9%
- **Financial Services:** 3.4%
- **Telecommunications:** 2.4%
- **Computer & Network Security:** 2.2%
- **Marketing and Advertising:** 1.9%
- **Banking:** 1.9%
- **Retail:** 1.8%
- **Program Development:** 1.6%
- **Other:** 23.1%

---
## Alternatives

### Alternatives to Harness Platform

- [GitHub](https://www.g2.com/products/github/reviews) — 4.7/5 stars (2366 reviews)
- [Red Hat Ansible Automation Platform](https://www.g2.com/products/red-hat-ansible-automation-platform/reviews) — 4.6/5 stars (377 reviews)
- [Jenkins](https://www.g2.com/products/jenkins/reviews) — 4.4/5 stars (567 reviews)
- [CloudBees](https://www.g2.com/products/cloudbees/reviews) — 4.4/5 stars (622 reviews)
- [CircleCI](https://www.g2.com/products/circleci/reviews) — 4.4/5 stars (509 reviews)
- [LaunchDarkly](https://www.g2.com/products/launchdarkly/reviews) — 4.5/5 stars (742 reviews)
- [Azure Pipelines](https://www.g2.com/products/azure-pipelines/reviews) — 4.3/5 stars (375 reviews)
- [Jellyfish](https://www.g2.com/products/jellyfish-2025-10-22/reviews) — 4.5/5 stars (428 reviews)
- [Optimizely Web Experimentation](https://www.g2.com/products/optimizely-web-experimentation/reviews) — 4.2/5 stars (411 reviews)
- [Panaya Smart Testing and Change Intelligence](https://www.g2.com/products/panaya-smart-testing-and-change-intelligence/reviews) — 4.5/5 stars (539 reviews)

### Alternatives to Upsun

- [Pantheon](https://www.g2.com/products/pantheon/reviews) — 4.4/5 stars (723 reviews)
- [Cloudways](https://www.g2.com/products/cloudways/reviews) — 4.7/5 stars (1126 reviews)
- [Acquia Digital Experience Platform](https://www.g2.com/products/acquia-digital-experience-platform/reviews) — 4.3/5 stars (220 reviews)
- [DigitalOcean](https://www.g2.com/products/digitalocean/reviews) — 4.6/5 stars (749 reviews)
- [Netlify](https://www.g2.com/products/netlify/reviews) — 4.5/5 stars (76 reviews)
- [Kinsta](https://www.g2.com/products/kinsta/reviews) — 4.8/5 stars (1455 reviews)
- [AWS Lambda](https://www.g2.com/products/aws-lambda/reviews) — 4.6/5 stars (1039 reviews)
- [WP Engine](https://www.g2.com/products/wp-engine/reviews) — 4.6/5 stars (350 reviews)
- [CircleCI](https://www.g2.com/products/circleci/reviews) — 4.4/5 stars (509 reviews)
- [Hostinger](https://www.g2.com/products/hostinger/reviews) — 4.4/5 stars (819 reviews)

### Alternatives to GitLab

- [GitHub](https://www.g2.com/products/github/reviews) — 4.7/5 stars (2366 reviews)
- [CloudBees](https://www.g2.com/products/cloudbees/reviews) — 4.4/5 stars (622 reviews)
- [Red Hat Ansible Automation Platform](https://www.g2.com/products/red-hat-ansible-automation-platform/reviews) — 4.6/5 stars (377 reviews)
- [Jenkins](https://www.g2.com/products/jenkins/reviews) — 4.4/5 stars (567 reviews)
- [CircleCI](https://www.g2.com/products/circleci/reviews) — 4.4/5 stars (509 reviews)
- [Azure Pipelines](https://www.g2.com/products/azure-pipelines/reviews) — 4.3/5 stars (375 reviews)
- [Copado DevOps](https://www.g2.com/products/copado-devops/reviews) — 4.4/5 stars (329 reviews)
- [Azure DevOps Server](https://www.g2.com/products/azure-devops-server/reviews) — 4.2/5 stars (198 reviews)
- [Bitbucket](https://www.g2.com/products/bitbucket/reviews) — 4.4/5 stars (1012 reviews)
- [SonarQube](https://www.g2.com/products/sonarqube/reviews) — 4.4/5 stars (144 reviews)

---
## Top Discussions

### Harness Platform

- Title: [What is Harness Continuous Delivery used for?](https://www.g2.com/discussions/what-is-harness-continuous-delivery-used-for) — 1 comment
  > **Top comment:** "Harness Continuous Delivery and GitOps provides a path to production for software changes. It integrates with CI tools and repos (or you can use the built-in..."
- Title: [What is the difference between harness and Jenkins?](https://www.g2.com/discussions/what-is-the-difference-between-harness-and-jenkins) — 1 comment *(includes official response)*
  > **Top comment:** "Harness is a modern, cloud-native platform for software delivery made smarter by AI embedded throughout. For CD specifically, Harness can pick up builds from..."
- Title: [What is streaming Split IO?](https://www.g2.com/discussions/what-is-streaming-split-io) — 1 comment *(includes official response)*
  > **Top comment:** "Split’s high-performance, streaming architecture pushes flag and experiment changes via CDN to our SDKs in milliseconds. 
Read more about Split's Approach..."
- Title: [Is drone IO open source?](https://www.g2.com/discussions/is-drone-io-open-source) — 1 comment
  > **Top comment:** "Yes. Drone is open source under the Blue Oak license.
GitHub for it is here:
https://github.com/drone/drone-ui"
- Title: [What is harness in cloud computing?](https://www.g2.com/discussions/what-is-harness-in-cloud-computing) — 1 comment *(includes official response)*
  > **Top comment:** "Harness is a software delivery platform that works very well for cloud applications. OOTB options around canary, blue-green and rolling deployments help your..."

### Upsun

- Title: [What is the best way to deploy a python plus Mysql with a react as front end app on platform sh.](https://www.g2.com/discussions/30141-what-is-the-best-way-to-deploy-a-python-plus-mysql-with-a-react-as-front-end-app-on-platform-sh) — 1 comment
  > **Top comment:** "Hi Aakash, you'll find some documentation on setting up Worker processes and Crons on Platform.sh here:..."

### GitLab

- Title: [Is GitLab paid?](https://www.g2.com/discussions/is-gitlab-paid) — 5 comments, 2 upvotes
  > **Top comment:** "Yes, Gitlab is paid as  it provides the flexibility to use all the features of the GitHub and Git as well as the freedom to use your own DataBase so that you..."
- Title: [Is GitLab free software?](https://www.g2.com/discussions/is-gitlab-free-software) — 4 comments, 1 upvote
  > **Top comment:** "Yes most of the functinalities are"
- Title: [What is GitLab used for?](https://www.g2.com/discussions/what-is-gitlab-used-for) — 2 comments
  > **Top comment:** "It is an alternative to GitHub or BitBucket, it handles code versioning and also deployments among other things"
- Title: [What can GitLab do?](https://www.g2.com/discussions/what-can-gitlab-do) — 2 comments
  > **Top comment:** "Gitlab can keep your source on cloud, It can run continuous deployment, continuous integration pipelines, It can even track issues."
- Title: [Why does GitLab Server goes down?](https://www.g2.com/discussions/why-does-gitlab-server-goes-down) — 2 comments, 1 upvote
  > **Top comment:** "-We determine if the GitLab server is returning an error message that indicates some sort of problem. These types of errors generally mean that a visitor --..."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/harness-platform-vs-upsun-vs-gitlab)