--- title: JFrog Reviews meta_title: 'JFrog Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 173 reviews by the users' company size, role or industry to find out how JFrog works for a business like yours. aggregate_rating: rating_value: 4.3 review_count: 173 scale: '5' date_modified: '2026-09-30' parent_category: name: DevOps url: https://www.g2.com/categories/devops --- # JFrog Reviews **Vendor:** JFrog Ltd **Category:** [DevOps Platforms](https://www.g2.com/categories/devops-platforms) **Average Rating:** 4.3/5.0 **Total Reviews:** 173 **AI Verified:** At least 10 G2 reviewers have confirmed using this product's AI features and functionality. ## About JFrog JFrog Ltd. (Nasdaq: FROG), the creators of the unified DevOps, DevSecOps, DevGovOps and MLOps platform, is on a mission to create a world of software delivered without friction from development to production. Driven by a “Liquid Software” vision to keep software continuously flowing, secure, and always up to date, the JFrog Platform serves as the definitive software supply chain system of record. It is uniquely engineered to power organizations as they build, manage, and distribute trusted software with unprecedented speed, security, and scale across hybrid and multi-cloud environments. As software engineering evolves in the AI era, JFrog’s newest offerings address the industry's most pressing trend: the rise of agentic software development and the hidden security risks of "Shadow AI." In response to threat actors increasingly targeting developer workflows including a massive surge in malicious open-source AI models and infected packages; JFrog has expanded its platform capabilities to deliver absolute end-to-end visibility and automated compliance. Key new innovations include the JFrog AI Catalog, which enables organizations to centralize, govern, and control the lifecycle of AI models approved for enterprise use. To secure autonomous coding environments, JFrog introduced the Universal MCP Registry and the Agent Skills Registry (developed alongside NVIDIA). These new solutions establish the industry’s first enterprise-grade trust layer to safely manage and store AI agent skills, monitor connections, and instantly block unsafe developer tools or malicious coding extensions right where developers work. Furthermore, the integration of advanced DevGovOps and Runtime Security tools allows teams to replace slow, manual compliance audits with continuous, background policy enforcement. By shifting security left directly into the binary pipeline, JFrog ensures that the volume of AI-assisted code does not outpace an organization's ability to verify its safety. Today, millions of users and approximately 6,600 organizations worldwide, including a majority of the Fortune 100, depend on the universal JFrog Platform to eliminate point-solution fatigue, bridge the governance gap, and securely embrace digital transformation. Learn more at www.jfrog.com or follow us on X @JFrog. ## JFrog Pros & Cons Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews. **What users like:** - Users appreciate the **unified support for various package formats** that simplifies DevOps management and integration. (18 reviews) - Users praise JFrog for its **efficient repository management** , streamlining the storage and tracking of artifacts in DevOps workflows. (14 reviews) - Users value the **seamless integration** of JFrog with CI/CD tools, enhancing efficiency in artifact management and security. (13 reviews) - Users value the **seamless integrations** of JFrog with various tools, enhancing their CI/CD workflows significantly. (12 reviews) - Users appreciate the **easy integrations** of JFrog, enhancing CI/CD processes and supporting various package formats seamlessly. (11 reviews) - Users appreciate the **robust security measures** of JFrog, enhancing compliance and protection for their binaries. (11 reviews) - Users value the **seamless CI/CD integration** of JFrog, enhancing efficiency in their DevOps workflows. (10 reviews) - Users value the **seamless integration support** of JFrog, facilitating effortless migrations and workflow automation. (10 reviews) - CD Tools (9 reviews) - Users find JFrog's **user-friendly interface** and centralized repository enhance efficiency and simplify package management. (9 reviews) **What users dislike:** - Users find the **complexity** of JFrog overwhelming, often needing extensive training to use all features effectively. (9 reviews) - Users often find JFrog to be **expensive** , especially challenging for smaller teams and individual developers to afford. (8 reviews) - Users find the **steep learning curve** of JFrog challenging, requiring significant time and investment to master. (8 reviews) - Users note the **difficult learning** curve with JFrog, requiring extensive training to navigate its complex features effectively. (7 reviews) - Users find the **learning difficulty** of JFrog challenging, requiring significant time investment to master its features. (7 reviews) - Users face **performance issues** with JFrog, noting slow system responses and sudden service downtimes during high resource usage. (6 reviews) - Users express concern over **pricing issues** , citing a lack of transparency and unexpected costs with JFrog. (6 reviews) - Users find the **complex setup** of JFrog challenging, especially for those unfamiliar with its extensive tools. (5 reviews) - Confusing Interface (5 reviews) - Difficult Setup (4 reviews) ## JFrog Discussions - [What are the benefits and challenges of using JFrog for managing your software supply chain?](https://www.g2.com/discussions/what-are-the-benefits-and-challenges-of-using-jfrog-for-managing-your-software-supply-chain) - [What does Jfrog Platform do?](https://www.g2.com/discussions/what-does-jfrog-platform-do) - [What is difference between JFrog and Nexus?](https://www.g2.com/discussions/what-is-difference-between-jfrog-and-nexus) - [What is Artifactory software used for?](https://www.g2.com/discussions/what-is-artifactory-software-used-for) - [View JFrog pricing details and edition comparison](https://www.g2.com/products/jfrog-2024-03-28/reviews?page=5§ion=pricing&secure%5Bexpires_at%5D=2026-09-30+18%3A26%3A39+-0500&secure%5Bsession_id%5D=7be31879-93c3-4179-9d36-cd4f18b0f530&secure%5Btoken%5D=dce87e0423665f3e2919e2bc5b95116b2efcb2f1305b1f49c59bfd45db05a9a6&format=llm_user) ## JFrog Features **Additional Functionality** - Tagging - Natural Language Processing - Data Extraction - Multi-Language - Predictive Analytics - Drag & Drop - Speech Recognition - Reporting/Analytics - Data Storage Management - Virtual Personal Assistant (VPA) - AI Copilot - Customer Segmentation - Collaboration Tools - Data Import/Export - Generative AI - For eCommerce - Role-Based Permissions - Customizable Branding - Search/Filter - Monitoring - Document Management - API - Data Visualization - Trend Analysis - Machine Learning - Access Controls/Permissions - Alerts/Escalation - Performance Metrics - Real-Time Data - Third-Party Integrations - Mobile App - Multiple Data Sources - For Sales Teams/Organizations - Sentiment Analysis - Activity Dashboard - Chatbot - Workflow Automation **Administration** - Configuration Management - Access Control - Dashboards **Administration** - API / Integrations - Extensibility **Administration ** - Administration Console - Task Management - Dashboards and Visualizations - Access Control **Deployment** - Language Flexibility - Framework Flexibility - Versioning - Ease of Deployment - Scalability **Functionality** - Deployment-Ready Staging - Integration - Extensible **Functionality** - Package Management - Integration - Code Analysis - Vulnerability Checks - Static Analysis - Project Management - Repository Management - Issue Management - Workflow Management - Assignment Management - Change Management - Testing/QA Management - Application Management **Functionality - Software Composition Analysis ** - Language Support - Integration - Transparency **Device Recognition** - Device Discovery - Device Types - Dashboard **Management** - Configuration Management - Access Control - Orchestration - Portfolio Management - Workflow Management - Timeline Management - Testing Management - Change Management - Issue Management - Compliance Management - Policy Management - User Management - Application Management - Task Management - Project Management - Release Management - Audit Management **Functionality** - Third-Party Integrations - Extensibility - Test Customization **Deployment** - Language Flexibility - Framework Flexibility - Versioning - Ease of Deployment - Scalability **Security** - Tampering - Malicious Code - Verification - Security Risks **Functionality - Software Bill of Materials (SBOM)** - Format Support - Annotations - Attestation **Functionality** - Deployment Automation - Process Analytics - Plugins - APIs / Integrations **Analysis** - Real-Time Analytics - Issue Tracking - Static Code Analysis - Code Analysis - Integrated Development Environment **Automation** - Test Automation - Release Automation **Management** - Cataloging - Monitoring - Governing - Model Registry **Management** - Processes and Workflow - Reporting - Automation **Management** - Package Access Control - Package Tracking - Automation - Rollback - Version Control - Task Progress Tracking - Issue Tracking - Activity Tracking - Bug Tracking **Effectiveness - Software Composition Analysis** - Remediation Suggestions - Continuous Monitoring - Thorough Detection **Monitoring** - Device Status - Alerts & Notifications - Analytics **Functionality** - Automation - Integrations - Extensibility - Continuous Integration - Third-Party Integrations **Management** - Automation - Processes and Workflow - Reporting **Operations** - Metrics - Infrastructure management - Collaboration **Tracking** - Bill of Materials - Audit Trails - Monitoring **Management - Software Bill of Materials (SBOM)** - Monitoring - Dashboards - User Provisioning **Additional Functionality** - Code Review - Access Controls/Permissions - Audit Trail - Rules-Based Workflow - API - Visual Analytics - Two-Factor Authentication - Bug/Issue Capture - Custom Development - Backup and Recovery - Multiple Programming Languages Supported - Security Testing - Authentication - Alerts/Notifications - Collaborative Development - Generative AI - Performance Monitoring - Search/Filter - Content Library - Encryption - Vulnerability Scanning - Wiki - Reporting/Analytics - AI Copilot **Processes** - Pipelines - Orchestration - Workflow Visualization **Testing** - Command-Line Tools - Manual Testing - Test Automation - Compliance Testing - Source-Code Scanning - Detection Rate - False Positives - Multi-Language Scanning **IT Management** - Workflow Management - Infrastructure Management - IT Discovery **Provisioning** - Remote Configuration - Event Triggering - Device Diagnostics & Repair - Firmware Updates **Processes** - Pipeline Control - Workflow Visualization - Continuous Deployment - Prioritization - Version Control - Rules-Based Workflow - Approval Workflow - Configurable Workflow **Management** - Cataloging - Monitoring - Governing **Agentic AI - Continuous Integration** - Autonomous Task Execution - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance **Agentic AI - Continuous Delivery** - Autonomous Task Execution - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance **Additional Functionality** - Single Sign On - Search/Filter - Real-Time Reporting - Data Import/Export - Reporting/Analytics - AI Copilot - Commenting/Notes - Data Extraction - SSL Security - Performance Metrics - Status Tracking - Real-Time Monitoring - Troubleshooting Reports - API - Issue Tracking - Projections - Real-Time Data - Event Logs - Collaboration Tools - Generative AI - Role-Based Permissions - Monitoring - Activity Dashboard - Authentication - KPI Monitoring - Activity Tracking - Real-Time Notifications - Dashboard **Additional Functionality** - Continuous Deployment - Source-Code Scanning - Continuous Delivery - Prioritization - Generative AI - Compliance Management - Data Import/Export - Access Controls/Permissions - Bug Tracking - Reporting/Analytics - For Developers - Issue Management - Repository Management - Workflow Management - Monitoring - Pipeline Management - Application Management - API - AI Copilot - Configuration Management - Data Storage Management - Multi-User Collaboration - Project Management - Version Control - Activity Dashboard - Data Synchronization - Lifecycle Management - Change Management - Status Tracking - Authentication - Alerts/Notifications - Automated Testing - Debugging - Approval Process Control - Build Log - Quality Assurance **Generative AI** - AI Text Generation - AI Text Summarization **Agentic AI - Static Application Security Testing (SAST)** - Autonomous Task Execution **Additional Functionality** - Debugging - Generative AI - AI Copilot - For Developers - Deployment Management - Application Security - Dashboard ## Top JFrog Alternatives - [GitLab](https://www.g2.com/products/gitlab/reviews) - 4.5/5.0 (884 reviews) - [GitHub](https://www.g2.com/products/github/reviews) - 4.7/5.0 (2,344 reviews) - [Harness Platform](https://www.g2.com/products/harness-platform/reviews) - 4.6/5.0 (329 reviews)