--- title: JFrog Reviews meta_title: 'JFrog Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 152 reviews by the users' company size, role or industry to find out how JFrog works for a business like yours. aggregate_rating: rating_value: 4.2 review_count: 152 scale: '5' date_modified: '2026-07-17' 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:** 4.2/5.0 **Total Reviews:** 152 ## 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 **What users like:** - Users appreciate the **comprehensive integration and multi-format support** of JFrog, streamlining their DevOps processes effectively. (18 reviews) - Users appreciate JFrog's **centralized artifact management** , enhancing efficiency in storing and tracking components across environments. (14 reviews) - Users value the **seamless deployment integration** of JFrog, enhancing CI/CD pipelines and security management effectively. (13 reviews) - Users value the **seamless integrations** of JFrog, enhancing their CI/CD processes across various package formats. (12 reviews) - Users value the **easy integrations** of JFrog with various tools, enhancing their CI/CD workflows 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 JFrog's platform to be **overly complex** , requiring significant training to navigate its extensive features effectively. (9 reviews) - Users find JFrog to be **expensive** , with costs posing challenges for smaller teams and individual developers. (8 reviews) - Users often face a **steep learning curve** with JFrog, requiring significant time to master its complexity. (8 reviews) - Users find the **difficult learning curve** of JFrog requires extensive training to navigate its complex features effectively. (7 reviews) - Users find JFrog to have a **steep learning curve** , requiring significant time and effort to reach proficiency. (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 Reviews ### 1. JFrog Simplifies Artifact Management for Organized, Reliable Deployments **Rating:** 4.5/5.0 stars **Reviewed by:** Subhashree S. | System Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** May 29, 2026 **What do you like best about JFrog?** What I like best about JFrog is how it simplifies the entire artifact management process in one place. Managing dependencies, builds, and releases becomes much more organized and reliable, especially when working across multiple environments and teams. It reduces a lot of manual effort and helps keep deployments consistent. **What do you dislike about JFrog?** One challenge with JFrog is managing repository storage as artifacts grow over time. However, implementing automated cleanup policies and regular monitoring helps keep repositories organized, optimize storage usage, and maintain smooth CI/CD performance. **What problems is JFrog solving and how is that benefiting you?** It helps solve challenges related to artifact management, dependency control, and software release reliability in DevOps environments. It centralizes binaries, packages, and build artifacts in one place, making deployments more organized and consistent across teams. This has helped improve build reliability, simplify version tracking, and reduce issues caused by dependency mismatches. It also supports faster CI/CD workflows and provides better traceability for both modern and legacy applications, making release management more efficient and secure. ### 2. Efficient, Scalable Artifact Management That Streamlines the Software Delivery Lifecycle **Rating:** 4.0/5.0 stars **Reviewed by:** Arkajit D. | Chief Technology Officer, Information Technology and Services, Mid-Market (51-1000 emp.) **Reviewed Date:** May 11, 2026 **What do you like best about JFrog?** The thing that I appreciate most about JFrog is its efficiency in managing artifacts, distributing software, scanning for security vulnerabilities, and handling DevOps practices in one single platform without adding any extra operational complexity. In rapidly scaling engineering setups, where there is constant creation, deployment, and management of cloud-based applications from multiple engineering teams, having control over software packages, their dependencies, and the release pipelines has been a challenge. JFrog has been immensely useful for streamlining and improving the entire software delivery lifecycle. The ability to manage artifacts and packages via JFrog Artifactory stands out as one of the main advantages for me. Performance and scalability have also been strong in my experience, particularly when handling large-scale artifact storage, container registries, and high-frequency deployment pipelines. **What do you dislike about JFrog?** Dislikes about JFrog include its complexity to be configured and managed in large environments with customized CI/CD workflows. In other words, while the platform is indeed very useful and powerful in enterprise DevOps and artifact management use cases, at times it could be somewhat complicated to set up. One particular difficulty I've encountered is the necessity to understand various aspects of repository management, including permission handling, pipeline integration, and software supply chains. It becomes somewhat burdensome to onboard engineers into using the platform if there are not so many of them or their background is somewhat simple. In terms of usability and user experience, one might say that the platform is very efficient and offers lots of opportunities but some administrative functions may come as challenging. Namely, working with multiple repositories, access controls, and distributed environments at once can require certain skills and experience. Finally, I would mention some of the difficulties I had with some of the integrations and automation processes. While JFrog works excellently within different CI/CD ecosystems in general, it might take some effort to make the most out of advanced workflow configurations and automations. **What problems is JFrog solving and how is that benefiting you?** In the past, our development process had an inefficient workflow of artifact storage, dependency management, and CI/CD pipeline. As applications were delivered on cloud, microservice, container, and cross-team levels, it was very hard to maintain transparency and governance of software packages and releases. The biggest advantage I found with JFrog is its ability to manage artifacts and packages through JFrog Artifactory. Previously, we had to manage different repositories and track dependencies manually, but now it’s way more organized. It's pricing is also balanced. ### 3. JFrog Centralized Our Artifacts and Streamlined CI/CD **Rating:** 4.5/5.0 stars **Reviewed by:** Nijat I. | Full-stack Developer, Information Technology and Services, Small-Business (50 or fewer emp.) **Reviewed Date:** May 07, 2026 **What do you like best about JFrog?** JFrog work well for me.Mainly because I noticed a lot of improvement in our build and deployment process due to the centralization of all resources. We had different artifacts and different version numbers of packages before, which created confusion regarding which build to use. In JFrog, I was able to upload all artifacts in a single place and link them to my CI/CD processes. Also, the repositories used here included build packages as well as container images, and I found it very easy to troubleshoot any issues with the deployed build by referring to the version history. **What do you dislike about JFrog?** The first configuration was a lot harder for me to configure than anticipated. I still vividly recall spending hours comprehending the organizational structure of repositories, permissions, and the classification of various packages. As soon as I began to have many repositories, it took consistent effort on my part to maintain their organization or else they would easily get disorganized. I further realized that there were portions of the interface that were not as user-friendly as I would expect them to be, such as switching from one repository to another or dealing with access problems. **What problems is JFrog solving and how is that benefiting you?** Prior to using JFrog, the builds and dependencies were done in an uncontrolled fashion that led to problems with consistent versions and reliable deployments. There were instances where the various environments had different packages causing the debugging process to be much more difficult than it ought to have been. The use of JFrog for artifact management made it easy to keep track of the deployed version as well as its origin point. This made it possible to avoid deployment errors that could have easily occurred otherwise. ### 4. Strong JFrog Ecosystem for Security and CI/CD Automation **Rating:** 4.5/5.0 stars **Reviewed by:** Sunku S. | Software Engineer I, Enterprise (> 1000 emp.) **Reviewed Date:** July 14, 2026 **What do you like best about JFrog?** JFrog has a strong ecosystem, and a lot of developers use it. It’s no longer just a package manager; it has also become a security system and a CI/CD automation platform. **What do you dislike about JFrog?** As far as I know, JFrog is very good at many things, but one area that still feels difficult is the steep learning curve during the initial setup. That early complexity can make it harder for new learners to get started and learn the tool quickly. **What problems is JFrog solving and how is that benefiting you?** One of the key business problems JFrog solves is managing open-source software security risks. It serves as a central source of truth for all dependencies, both internal and external, supported by strong governance mechanisms and continuous security scanning. ### 5. Scalable Artifact Management with Strong Security Scanning and CI/CD Integration **Rating:** 4.5/5.0 stars **Reviewed by:** Rahul D. | Software Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** July 15, 2026 **What do you like best about JFrog?** I like JFrog most for its artifact management and security scanning. It makes handling binaries smooth, integrates well with CI/CD pipelines, and adds strong, reliable vulnerability checks for DevOps teams, even though it can feel a bit complex for beginners. In short: scalable, secure, and integration-friendly. **What do you dislike about JFrog?** I dislike that JFrog can feel complex to use for beginners, with a steep learning curve. Its pricing is also on the higher side compared to alternatives, and some users find the reporting features limited when it comes to advanced analytics. **What problems is JFrog solving and how is that benefiting you?** JFrog helps solve the challenge of managing artifacts across the software lifecycle. Rather than dealing with scattered binaries and dependencies, it offers a centralized repository that keeps everything organized, tracked, and properly versioned. It also addresses security vulnerabilities by scanning artifacts and containers, which supports safer releases. In addition, its CI/CD integration streamlines pipelines, cutting down on manual work and helping teams deliver faster. Overall, the result is smoother DevOps workflows, fewer security risks, and quicker, more reliable software releases. ### 6. Centralized Artifact Management That Streamlines CI/CD **Rating:** 5.0/5.0 stars **Reviewed by:** Chilakala D. | Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** July 14, 2026 **What do you like best about JFrog?** I like JFrog because it provides a centralized repository for managing artifacts and dependencies. It integrates well with CI/CD tools, making builds and deployments more efficient. The user interface is easy to navigate, and the platform supports multiple package types, helping teams streamline software development and release management. **What do you dislike about JFrog?** JFrog is a powerful platform, but the initial setup and configuration can be complex, especially for new users. Some advanced features have a learning curve, and navigating all the available options can take time. Pricing may also be a concern for smaller teams. Better onboarding documentation and more beginner-friendly tutorials would make the platform easier to adopt. **What problems is JFrog solving and how is that benefiting you?** JFrog helps us solve the challenge of managing software artifacts and dependencies in a centralized and secure way. It integrates with our CI/CD pipeline, making builds, version control, and deployments more reliable and consistent. This reduces manual effort, minimizes deployment errors, improves collaboration across development teams, and speeds up software delivery while maintaining traceability of released artifacts. ### 7. Centralized Artifacts, Smooth Deployments, and Reliable CI/CD with JFrog **Rating:** 4.0/5.0 stars **Reviewed by:** Elsa L. | Sortation Operative , Enterprise (> 1000 emp.) **Reviewed Date:** July 05, 2026 **What do you like best about JFrog?** What I like most about JFrog is how it centralizes everything related to software packages and artifacts in one place. That consolidation has made our release process far more organized and dependable. Instead of juggling packages across multiple repositories, we can store, version, and distribute them from a single platform, which makes deployments noticeably smoother. A feature I rely on often is Artifactory’s support for multiple package formats. Whether we’re working with Docker images, Maven, npm, or other package types, it all gets handled in a consistent way. Integrating it with our CI/CD pipeline was also straightforward, and once it was connected, it automated a lot of the manual steps we used to do ourselves. As a result, we’ve saved time and seen fewer deployment mistakes. From a UI standpoint, the interface feels clean and easy to navigate. Finding artifacts, checking versions, and managing repositories doesn’t require digging through complicated menus, which is especially useful when we’re troubleshooting build issues. Performance has been strong as well. Uploads and downloads are fast, and we’ve rarely run into downtime or delays, even when multiple developers are working at the same time. That level of reliability gives us more confidence during releases. I’ve also appreciated the documentation and onboarding experience. There are plenty of guides and examples, so getting started wasn’t difficult, and when we’ve needed support, the responses have been helpful and knowledgeable. Another feature that has added value is JFrog’s AI-powered security and intelligence capabilities. The platform helps surface vulnerabilities and provides useful insights into dependencies, making it easier to identify potential risks early in the development lifecycle instead of discovering them later during deployment. One unexpected benefit has been improved traceability. Being able to quickly see where artifacts came from, which versions were deployed, and how everything ties together has made debugging and auditing much easier than it used to be. Overall, JFrog has streamlined our development workflow, improved collaboration across the team, and reduced the time we spend managing artifacts manually. While it’s a premium product, the time savings, automation, reliability, and intelligent security insights have made it a worthwhile investment for our team. **What do you dislike about JFrog?** JFrog is a powerful platform, but it does have a fairly steep learning curve, especially when configuring advanced features. While the UI is clean, some settings could be more intuitive. The pricing can also be high for smaller teams, and the AI-powered features, while useful, could provide more proactive recommendations and automation. Improving onboarding, simplifying advanced workflows, and enhancing the AI capabilities would make the overall experience even better. **What problems is JFrog solving and how is that benefiting you?** JFrog helps us centralize artifact management and automate our software delivery process. Instead of managing packages across multiple repositories, everything is stored, versioned, and distributed from a single platform, which makes deployments more reliable and reduces manual work. It has also improved collaboration across our development team, made it easier to track artifact versions, and helped identify security issues earlier in the development lifecycle. Overall, it's saved us time, reduced deployment errors, and made our release process much more efficient. ### 8. Reliable, Scalable Artifact Management with Broad Package Manager Support **Rating:** 4.5/5.0 stars **Reviewed by:** Harshal P. | Software Engineer, Defense & Space, Mid-Market (51-1000 emp.) **Reviewed Date:** July 02, 2026 **What do you like best about JFrog?** JFrog delivers an exceptionally reliable, centralized artifact repository management system that scales smoothly alongside enterprise CI/CD pipelines. What really sets it apart is its strong, native support for a wide range of package managers—such as Docker, npm, Maven, PyPI, and NuGet—so development teams can rely on a single, unified source of truth for all binary builds. In addition, its seamless integration with automated security and compliance scanning tools helps ensure dependencies are thoroughly checked for vulnerabilities well before they reach production, which significantly increases overall confidence in deployments. **What do you dislike about JFrog?** As artifact storage scales, licensing and infrastructure costs can become quite high, often requiring significant compute resources and strict cleanup policies to avoid storage bloat. On top of that, the artifact search can feel slow when you’re working with very large repositories, and multi-region replication sometimes experiences minor synchronization delays that can temporarily slow down localized CI/CD pipelines. **What problems is JFrog solving and how is that benefiting you?** JFrog is a centralized, highly reliable binary repository manager that helps streamline our CI/CD pipelines. It solves the problem of fragmented dependency management by securely hosting our internal artifacts and caching third-party packages in one place. As a result, we get consistent, reproducible builds across multiple development teams, and our build times are significantly reduced. On top of that, its robust access controls and integrations with security scanning tools help us identify and remediate vulnerabilities early in the development lifecycle, supporting overall software integrity. ### 9. Reliable Artifact Manager with Seamless CI/CD Integration **Rating:** 4.5/5.0 stars **Reviewed by:** Megha C. | Developer, Small-Business (50 or fewer emp.) **Reviewed Date:** July 15, 2026 **What do you like best about JFrog?** I like JFrog because it securely stores all artifacts in one place, integrates seamlessly with CI/CD pipelines, and manages artifact versions. This makes deployments more reliable, simplifies rollbacks, and helps the team use the same tested build across all environments. I also find its integration with Jenkins particularly effective. JFrog is reliable for artifact management, supports version control, and makes deployments consistent and easy to manage. Using JFrog in the CI/CD pipeline was quite easy once the repository and credentials were set up. **What do you dislike about JFrog?** I find JFrog's UI challenging as a beginner, and setting up permissions can be complex for me in large environments. **What problems is JFrog solving and how is that benefiting you?** I securely store artifacts with JFrog, integrating with CI/CD for reliable deployments and consistency across environments. It makes rollbacks easy but I find the UI tough as a beginner, and managing permissions and repositories gets complex in large setups. ### 10. Secure, Cloud-Native DevSecOps Platform Built for Enterprise Scale **Rating:** 5.0/5.0 stars **Reviewed by:** Akash v. | Cloud Devops Consultant , Mid-Market (51-1000 emp.) **Reviewed Date:** June 09, 2026 **What do you like best about JFrog?** It feels very secure. The platform helps organizations manage, secure, and automate software delivery from development through production. I also appreciate the company’s strong focus on DevSecOps, software supply chain security, and support for modern cloud-native environments, which all feel highly relevant to where the industry is heading. **What do you dislike about JFrog?** I wouldn’t say this is a dislike, but one challenge with JFrog is that the platform is extremely comprehensive. For new users, or for organizations that are still early in their DevOps journey, that breadth of capabilities can come with a real learning curve. Still, it’s often the trade-off for having a powerful platform that can support complex enterprise needs at scale. **What problems is JFrog solving and how is that benefiting you?** JFrog addresses the challenge of managing and securing the software supply chain. Modern applications rely on thousands of libraries, containers, packages, and deployment artifacts, and without strong controls, organizations can quickly run into problems with version management, security vulnerabilities, compliance requirements, and unreliable releases. JFrog offers a unified platform to manage artifacts, automate CI/CD pipelines, scan for vulnerabilities, and maintain traceability across the software development lifecycle. In my view, this enables teams to ship software faster while also strengthening security and improving overall reliability. ### 11. Reliable, Intuitive, and Seamlessly Integrated Artifact Management with JFrog Artifactory **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Enterprise (> 1000 emp.) **Reviewed Date:** June 08, 2026 **What do you like best about JFrog?** JFrog Artifactory has been a core part of our platform infrastructure, and there’s a lot to appreciate overall. The interface is clean and intuitive, and it’s easy to navigate repositories and browse artifacts—even for team members who aren’t deeply familiar with artifact management. The search and filtering features also make it straightforward to locate packages quickly. Artifactory integrates seamlessly with our existing CI/CD toolchain. Whether we’re connecting build tools, container registries, or package managers, the broad ecosystem support means we rarely run into compatibility roadblocks. It genuinely functions as a universal artifact repository. At our scale, reliability and speed matter, and Artifactory consistently handles high request volumes with fast artifact resolution and minimal downtime. It’s one of those tools that just works reliably in the background. The value delivered relative to the investment feels strong as well: centralizing artifact management across the organization has reduced complexity, improved governance, and saved engineering time. The ROI is clear when you consider the overhead it eliminates. Getting our team up and running didn’t require significant hand-holding, which is always a good sign. The metadata and smart search capabilities help surface the right artifacts faster, and the insights into package usage and dependencies add an intelligent layer to artifact governance that we’ve found increasingly useful as our platform has grown. **What do you dislike about JFrog?** The main pain point for our team has been the complexity around advanced configurations - it can be tricky to set up and manage at scale without deep expertise, and the documentation doesn't always cover edge cases well. The UI, while functional, can feel a bit dated and clunky in certain areas, making some workflows more time-consuming than they should be. Cost transparency is also something that could be improved, as it can be difficult to forecast costs as usage grows. **What problems is JFrog solving and how is that benefiting you?** Before we had a centralized artifact management solution, handling packages, dependencies, and build artifacts across our platform was fragmented and inconsistent. Different teams were pulling from different sources, which led to reliability, security, and governance challenges. JFrog Artifactory addresses that centralization gap by giving us a single, dependable source of truth for all our artifacts - whether that’s Docker images, npm packages, Maven dependencies, or other package types. As a result, we’ve gained much more consistency and control in how artifacts are managed and distributed across the organization. From a security and compliance perspective, routing all artifacts through Artifactory gives us clear visibility into what’s being used throughout our pipelines. It effectively serves as a controlled gateway, which helps reduce the risk of bringing in untrusted or vulnerable packages from external sources. In our CI/CD pipelines, the biggest wins are reliability and speed. Builds resolve dependencies faster thanks to local caching, and we’re no longer dealing with failures caused by external registry outages or packages suddenly becoming unavailable. Overall, JFrog has brought order and stronger governance to our artifact management process, which is critical at our scale. It’s a foundational platform tool that quietly helps everything else run smoothly and reliably. ### 12. Centralized Artifact Management with Room for UI Improvement **Rating:** 4.0/5.0 stars **Reviewed by:** Bhanu Pratap R. | System Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** June 08, 2026 **What do you like best about JFrog?** I like having all build artifacts available in one place with proper versioning, which makes it easy to find the right packages when needed and reduces deployment mistakes. I appreciate how well JFrog integrates with CI/CD pipelines, automating much of the artifact management process, and making deployments more organized and reliable for our team. The platform serves as a centralized repository for storing and managing build artifacts and deployment packages, which helps maintain version control across different environments and reduces the risk of using incorrect versions. **What do you dislike about JFrog?** One area that could be improved is the user interface, as it can feel a bit complex for new users and may take some time to get familiar with all the features. Finding certain configurations or settings is not always intuitive. Additionally, some administrative and repository management tasks can require a learning curve, especially for teams that are new to artifact management platforms. Better onboarding documentation and a more streamlined UI would make the experience even better. Other than the UI and onboarding experience, I am generally satisfied with the platform. If I had to suggest an improvement, it would be around reporting and visibility. More customizable dashboards and easier access to usage insights could help teams monitor repository activity and artifact usage more effectively. **What problems is JFrog solving and how is that benefiting you?** I use JFrog for centralized storage and management of build artifacts, ensuring version control and deployment consistency. It reduces manual effort and minimizes errors in artifact versions, integrating well with our CI/CD process to make deployments more organized and reliable. ### 13. Reliable and Scalable for CI/CD Workflows **Rating:** 4.0/5.0 stars **Reviewed by:** ANSHU R. | Developer Intern, Enterprise (> 1000 emp.) **Reviewed Date:** June 15, 2026 **What do you like best about JFrog?** I like JFrog for its ability to centralize artifact management and integrate seamlessly with CI/CD workflows. The artifact traceability is extremely valuable because it helps us quickly identify which build version was deployed, reducing troubleshooting time during incidents. JFrog is reliable, scalable, and makes release management more organized across multiple environments. The platform improves deployment reliability and version consistency, and it is a valuable solution for teams managing modern DevOps workflows. **What do you dislike about JFrog?** One area that could be improved is the learning curve for new users. Some administrative configurations and advanced repository management features can be complex to understand initially. Additionally, troubleshooting permission-related issues sometimes requires deeper knowledge of the platform. More guided documentation and simplified onboarding for new users would make adoption easier. **What problems is JFrog solving and how is that benefiting you?** JFrog centralizes artifact management, integrates with our CI/CD pipelines, ensures deployment consistency, and improves artifact traceability across releases, making troubleshooting and release management easier. ### 14. Reliable, Smooth Artifact Management That Stabilizes CI/CD **Rating:** 4.0/5.0 stars **Reviewed by:** Dilraj S. | Software Developer, Small-Business (50 or fewer emp.) **Reviewed Date:** July 02, 2026 **What do you like best about JFrog?** What I like most about JFrog is how reliable it is and how smoothly it handles artifact management. It keeps dependency management and our CI/CD pipelines more stable and predictable, which makes day-to-day work easier. **What do you dislike about JFrog?** One thing I dislike is that JFrog can feel a bit complex when you’re first setting it up and configuring it. It offers a lot of features, but it can take some time to fully understand how they work and to optimize your configuration. **What problems is JFrog solving and how is that benefiting you?** JFrog addresses the challenge of managing and distributing software artifacts in a reliable, centralized way. By providing a single source of truth for binaries, it reduces confusion around versioning and dependencies. For me, this translates into more consistent builds and fewer deployment issues that come from missing or mismatched dependencies. ### 15. Powerful Artifact Centralization, but Pricing and Large-Scale Setup Need Work **Rating:** 3.5/5.0 stars **Reviewed by:** Gonçalo P. | Barman, Enterprise (> 1000 emp.) **Reviewed Date:** June 01, 2026 **What do you like best about JFrog?** What I find most helpful about JFrog is that it gives teams a single place to manage software artifacts and dependencies across the entire delivery pipeline. That centralization makes builds, releases, and deployments faster and easier to trace. JFrog Artifactory stands out in particular because it supports many package formats and fits naturally at the center of DevOps workflows. **What do you dislike about JFrog?** Pricing, configuration complexity in large environments, and support quality are the main concerns. It can feel heavy when it needs to fit into highly customized CI/CD workflows, and enterprise support may be costly or harder to access. **What problems is JFrog solving and how is that benefiting you?** It solves software supply chain challenges by offering a centralized platform to manage, secure, and distribute software artifacts across the development lifecycle. As organizations build increasingly complex applications that rely on open-source dependencies, containers, and AI models, JFrog helps ensure these components are properly versioned, traceable, and secure. ### 16. Unmatched Universal Repository with Seamless CI/CD Integration **Rating:** 5.0/5.0 stars **Reviewed by:** Chandan P. | Senior Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** June 08, 2026 **What do you like best about JFrog?** Its ability to serve as a truly universal repository is unmatched. Instead of juggling separate tools for Docker, npm, and Maven, our team can centralize everything under one roof. The native integration with major CI/CD pipelines makes managing dependencies incredibly smooth." **What do you dislike about JFrog?** The internal search and navigation can occasionally be the least helpful part of the experience. When managing thousands of components, finding a highly specific package version or sorting through deeply nested repository structures feels cumbersome without advanced query knowledge. **What problems is JFrog solving and how is that benefiting you?** Problems Solved: Open-source security vulnerabilities entering the ecosystem undetected and compliance risks from unapproved software licenses.The Benefit: "JFrog solves the problem of security blind spots in our supply chain. By scanning dependencies natively before they ever reach production, it protects our runtime environments from critical exploits. This benefits me by replacing manual security audits with automated confidence." ### 17. All-in-One Platform for Faster, More Reliable Software Delivery **Rating:** 5.0/5.0 stars **Reviewed by:** Dhara Vivek S. | Specialist Programmer ( Software Engineer ), Enterprise (> 1000 emp.) **Reviewed Date:** July 15, 2026 **What do you like best about JFrog?** What I like best about JFrog is its focus on making software delivery faster, secure, and reliable. It aligns with my interests in backend, cloud, AWS, and DevOps, and I would love to contribute to such a product. **What do you dislike about JFrog?** Honestly, I don't have any major dislikes. Every product has challenges, but I see them as opportunities to learn and contribute rather than drawbacks. **What problems is JFrog solving and how is that benefiting you?** JFrog simplifies artifact management, CI/CD, and software security. It helps developers build, deploy, and deliver software faster and more reliably.. ### 18. Strong artifact management platform for DevOps teams **Rating:** 4.5/5.0 stars **Reviewed by:** Himanshu J. | Founder, Information Technology and Services, Small-Business (50 or fewer emp.) **Reviewed Date:** May 14, 2026 **What do you like best about JFrog?** JFrog is really useful when you need a centralized place to manage build artifacts, Docker images, packages and dependencies across teams. Security scanning and supply chain visibility are nice additions, especially with modern DevSecOps expectations. **What do you dislike about JFrog?** The UI feels capable but not always intuitive. Finding specific settings or admin configurations sometimes takes more clicks than it should. Initial setup can also be heavier than expected if you’re not already familiar with artifact repository concepts. Storage management and cleanup policies need planning too, otherwise things can grow messy fast. **What problems is JFrog solving and how is that benefiting you?** It solves the dependency/artifact chaos problem. Instead of builds depending on public registries or scattered package sources, everything becomes controlled and reproducible. ### 19. User-Friendly with Dynamic Image Management **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User | Enterprise (> 1000 emp.) **Reviewed Date:** July 16, 2026 **What do you like best about JFrog?** I find JFrog to be simple and user-friendly, which really helps with managing images. It creates a separate folder for every feature build, making it easy to identify which image is mine. This feature is very user-friendly and solves the big issue of managing images. With 10 to 20 repositories, each having around 100 to 200 images, JFrog serves as a one-stop place for image management. Overall, I find it very helpful and I like that about JFrog. **What do you dislike about JFrog?** I mean, I use JFrog in our company's network. Basically, most of the time, JFrog is very slow. The website is very slow, and it takes a lot of time to load. **What problems is JFrog solving and how is that benefiting you?** I find JFrog solves image management problems by dynamically fetching images to run in our ECS cluster without packaging the code, which simplifies execution. It's user-friendly, with separate folders for easy image identification, managing numerous repos and images effectively. ### 20. Enhances Code Security, Needs Improved Performance **Rating:** 4.0/5.0 stars **Reviewed by:** Yash R. | Teaching Assistant, Small-Business (50 or fewer emp.) **Reviewed Date:** June 08, 2026 **What do you like best about JFrog?** I appreciate that with JFrog, I can search for the latest approved and secure versions of packages, which makes upgrading packages in my projects worry-free concerning security. It's great that I can manage all the builds of my projects in JFrog, and during deployment, access the latest build details easily. **What do you dislike about JFrog?** JFrog maintains different versions of packages, but it doesn't show which version had what vulnerability and what is fixed in the next version. Also, JFrog takes a lot of time while loading; it could be improved. **What problems is JFrog solving and how is that benefiting you?** JFrog adds a security layer for my codebase, ensuring only secure and company-approved packages are used, preventing vulnerabilities. It allows easy searching of the latest secure packages and efficient management of all project builds and deployment details. ### 21. Effective Version Management, Needs Improved Pricing **Rating:** 4.0/5.0 stars **Reviewed by:** Saurabh B. | Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** June 12, 2026 **What do you like best about JFrog?** I find the experience with JFrog fine as of now. I use it for handling images and specifically for taking the immediate made of the newer version and working back, which is helpful for the tasks I do. The initial setup was quite easy and we didn't face any difficulty. **What do you dislike about JFrog?** Your work on pricing. You can work on a subscription plan, because it is highly expensive for startups, individual developers, and smaller organizations. I want you to make it a smart input for small startups. Also, you can introduce a modern UI in your JSON so that it will be better. **What problems is JFrog solving and how is that benefiting you?** I use JFrog for managing variables for a newer version of our product, saving data, and adding new engines. ### 22. Jfrog- Artifact management **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.) **Reviewed Date:** June 10, 2026 **What do you like best about JFrog?** - JFrog Artifactory is a very reliable artifact repos and works with many package types like npm, docker, python and more. - UI is clean and easy to use for daily work. - It integrates well with popular CI/CD tools like Jenkins, GitHub Actions. - Features like caching and high availability help it perform well even for large teams and organizations. - The starting price is reasonable, but enterprise plans can become expensive. - Documentation is helpful, and support is good. - JFrog has strong AI and security features. Xray helps scan ML models and detect security risks **What do you dislike about JFrog?** - One thing I don't like about Jfrog is that it can feel complex, especially for new users. - The UI is okay but not very modern, and it takes some time to understand all the features. - The pricing can also increase quickly when you add products like Xray and other enterprise features. **What problems is JFrog solving and how is that benefiting you?** - JFrog helps manage all artifacts in one place instead of using different repo for npm, docker, python and other package types. This is making it easier to manage dependencies and releases across different projects. - For my team, it has helped improve build reliability and made artifact management much simpler. - Features like caching improve build performance, and Xray helps identify security issues early in the development process. Overall, it reduces manual effort, improves security, and helps keep the development process more organized. ### 23. Best Artifactory for Secure, Safe Deployment Containers **Rating:** 4.5/5.0 stars **Reviewed by:** Ankit J. | Associate Software Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** July 16, 2026 **What do you like best about JFrog?** Its the best artifactory for keeping the deployment containers secured and safe. Their AI ML engine js also very great based on the time I have used it for. **What do you dislike about JFrog?** Nothing as such for my case the supply and chain management is really great and much appreciated in the IT industry asi got to know about this service from my provider. **What problems is JFrog solving and how is that benefiting you?** Dependency Hell" and Fragmentation: Developers use multiple languages (Python, Java, Go). Managing different packages across separate tools is chaotic. JFrog solves this by acting as a single, universal repository for all package types. ### 24. A comprehensive solution for package management and software security **Rating:** 4.5/5.0 stars **Reviewed by:** ELzubair B. | Backend Developer (Freelance / Remote), Small-Business (50 or fewer emp.) **Reviewed Date:** March 22, 2026 **What do you like best about JFrog?** I love JFrog's support for all types of packages, as it acts like a 'joker' and supports more than 30 types of technologies in one place. I am impressed by the proactive security provided by JFrog Xray, which automatically and continuously scans for vulnerabilities, alerting us immediately if a new vulnerability appears. I also appreciate the version and metadata management, where JFrog maintains a complete identity for each file, greatly facilitating error tracking. Additionally, I like the lifecycle automation tool that ensures what has been tested is what will be deployed to the public, along with the very seamless cloud setup that eliminates concerns about infrastructure, and the interface that helps in quickly creating the first repository. **What do you dislike about JFrog?** The learning curve due to the vastness of the platform and its numerous features causes new users to struggle initially. The problem: The user interface (UI) is filled with complex options and settings. **What problems is JFrog solving and how is that benefiting you?** I use JFrog to accelerate downloads and support continuity by storing libraries locally and enhancing security by scanning for vulnerabilities and licenses. JFrog helps reduce technical debt with a unified interface and increases confidence with version tracking and automation capabilities. ### 25. Ultimate Safety Net for Large Teams **Rating:** 5.0/5.0 stars **Reviewed by:** prashanth r. | Network Development Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** March 18, 2026 **What do you like best about JFrog?** I primarily use JFrog Artifactory as a centralized repository manager to handle the lifecycle of my software packages, and it effectively eliminates the friction that slows down a high-stakes development cycle. I love how it serves as the ultimate safety net and speed booster for our entire software supply chain. Thinking of JFrog as a 'safety net' and 'speed booster' isn't just marketing—it literally describes the difference between a smooth release and a weekend spent fixing a broken production environment. It's particularly beneficial when juggling the responsibilities of a Senior Full Stack Developer in a fast-paced environment. JFrog acts as the 'connective tissue' that links my code to my infrastructure, and its key integrations keep my workflow moving smoothly. **What do you dislike about JFrog?** While I’m a big advocate for JFrog, being a Senior Java Full Stack Developer means I also have to deal with its 'rougher' edges. No tool is perfect, especially one that tries to do as much as the JFrog platform. Based on my experience as a Senior Java Full Stack Developer, there are several technical and workflow-specific areas where I’d like to see JFrog push further. While it’s the backbone of our supply chain here in Seattle, these improvements would significantly reduce the daily 'to-do' list for a senior dev. **What problems is JFrog solving and how is that benefiting you?** I use JFrog Artifactory as a centralized repository manager, eliminating friction in development cycles and acting as a safety net and speed booster for our software supply chain. ### 26. JFrog as a handy DevTool Platform for devops **Rating:** 4.0/5.0 stars **Reviewed by:** Aastha M. | Engineer - Platform Team (Developer Experience), Enterprise (> 1000 emp.) **Reviewed Date:** December 18, 2024 **What do you like best about JFrog?** Since my earlier experience, I’ve started using JFrog beyond just artifact management. I’ve explored its capabilities around end-to-end CI/CD pipelines, security integrations, and automation workflows, especially while working on more infrastructure and DevOps-heavy tasks. I particularly like how JFrog brings together artifact management, security scanning, and release orchestration into a single platform. Features like Software Bill of Materials (SBOM) and Software Composition Analysis (SCA) have been useful for improving visibility into dependencies and maintaining better security hygiene. **What do you dislike about JFrog?** While JFrog is powerful, some areas like release bundle distribution and configuration workflows can still feel a bit complex and not very intuitive at first. There’s definitely a learning curve, especially for new users working with advanced DevOps features. Improving UI clarity, onboarding documentation, and simplifying certain workflows would make adoption smoother. **What problems is JFrog solving and how is that benefiting you?** The security offerings & artifact management are our primary usecases of having JFrog in place to manage it. ### 27. JFrog Streamlines Artifact Management and CI/CD Integration **Rating:** 5.0/5.0 stars **Reviewed by:** Faiz k. | Information Technology Network Support, Small-Business (50 or fewer emp.) **Reviewed Date:** March 11, 2026 **What do you like best about JFrog?** Building on our existing use of JFrog for artifact management and CI/CD, several newer capabilities stand out: AI Model Governance is a big one. JFrog AI Catalog lets teams identify and access AI models approved for use within their org, with governance controls over AI added to applications JFrog — essential as AI adoption accelerates across teams. Shadow AI Detection adds visibility we didn't have before. It gives enterprises control over unmanaged AI models and API usage, guarding against security and compliance risks from uncontrolled AI adoption. JFrog Auto-remediation is a real time-saver. JFrog can now automatically replace risky packages with approved compliant versions JFrog, reducing manual triage significantly. Proven ROI makes the investment easy to justify. A Forrester study found the platform delivered 282% ROI and saved 38 hours per developer on onboarding. **What do you dislike about JFrog?** Beyond the earlier feedback on complexity and pricing, a few additional areas stand out: UI Cohesion — As JFrog adds products like AppTrust, AI Catalog, and Advanced Security, the experience between modules still feels disjointed. A more unified interface would help daily usability. Pricing Transparency — It's not always clear which newer features are included in existing plans versus requiring upgrades, making budgeting harder for smaller teams. Documentation for Advanced Use Cases — Complex setups like multi-repo configurations or custom SBOM workflows often require piecing together answers from community forums rather than official docs. Uptrust Timeline — JFrog's supply chain trust product isn't expected until September 2026 Investing.com, leaving a gap for teams who need those capabilities now. **What problems is JFrog solving and how is that benefiting you?** JFrog solves the challenge of managing and distributing software artifacts by providing a centralized repository. It helps track versions, manage dependencies, and integrate with CI/CD pipelines, which improves collaboration and speeds up the software delivery process. ### 28. JFrog Excels for CI/CD, Vulnerability Scanning, and Software Distribution **Rating:** 4.0/5.0 stars **Reviewed by:** SUMAN K. | Software Developer Trainee, Mid-Market (51-1000 emp.) **Reviewed Date:** July 16, 2026 **What do you like best about JFrog?** JFrog works best when you need CI/CD or want to scan your entire software for vulnerabilities. Our team has been using it for those purposes, and also for managing software distribution. **What do you dislike about JFrog?** I mainly face two major issues: first, the pricing; and second, it takes a lot of resources to run. Also, there’s a pretty steep learning curve for newcomers. **What problems is JFrog solving and how is that benefiting you?** The best things it helps us achieve are high availability and local caching. And by using CI/CD, it also helps us deploy faster than any other available options. ### 29. Streamlined Dependency Management with Robust Features **Rating:** 4.0/5.0 stars **Reviewed by:** Ugnius A. | ServiceNow Developer, Enterprise (> 1000 emp.) **Reviewed Date:** March 04, 2026 **What do you like best about JFrog?** I use JFrog mainly as an artifactory for Docker images and npm packages. I love its universal package management, and my favorite feature is virtual repositories, which provide my team with a single URL for all our dependencies. I really appreciate how well JFrog integrates with the rest of our 2026 stack, especially GitHub Copilot. JFrog's curation is excellent for blocking malicious zero-day packages before they can even hit our local cache. Using the JFrog app for GitHub, I can link my source code directly to the final binary, making traceability automatic. The 2026 stack integration allows me to see security alerts directly in my IDE, so I don't have to switch to a dashboard. Lastly, the technical setup through Docker was a breeze. **What do you dislike about JFrog?** I dislike the false positives and high entry fee. The configuration setup was a bit of a maze. **What problems is JFrog solving and how is that benefiting you?** I use JFrog to prevent outages by caching dependencies and solving 'worked on my machine' issues with binary linking to commits. It integrates well with my stack, blocks malicious packages, and streamlines dependency management with virtual repositories. ### 30. Efficient Artifact Management with Interface Enhancements Needed **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Computer Software | Enterprise (> 1000 emp.) **Reviewed Date:** July 10, 2026 **What do you like best about JFrog?** I like the JFrog interface, where I can check binaries and keep track of versioning, helping me monitor everything efficiently. It's a major component of our CICD pipeline. The interface is very good for navigating through artifacts or binaries, and it's essential for keeping track of all the builds and their versions. **What do you dislike about JFrog?** I would say, if you can actually do some enhancements in that UI to be something like, in terms of the version controlling, like, if we have more features on the version controlling, that would be great. **What problems is JFrog solving and how is that benefiting you?** I use JFrog to efficiently manage and store active repositories, making our CICD pipeline seamless. The interface helps me track binaries and version control, which is crucial for our deployments and build monitoring. ### 31. Smooth Process, Clear Communication, and Helpful Support **Rating:** 5.0/5.0 stars **Reviewed by:** Mupparapu S. | Azure Developer, Enterprise (> 1000 emp.) **Reviewed Date:** June 01, 2026 **What do you like best about JFrog?** I had a very positive experience. The process was smooth, communication was clear, and the support provided was helpful throughout. Everything was handled professionally and efficiently. I would recommend this service to others **What do you dislike about JFrog?** The main challenge is the learning curve for new users. Initial setup and repository management can be complex, and some advanced features require time to fully understand and configure. **What problems is JFrog solving and how is that benefiting you?** "JFrog solves the challenge of managing software artifacts and dependencies across development and deployment environments. It benefits us by improving CI/CD automation, ensuring version consistency, enhancing security, and making software releases more reliable and efficient. ### 32. User-Friendly with Minor Performance Lag **Rating:** 5.0/5.0 stars **Reviewed by:** Abhinav G. | Software Engineer, Small-Business (50 or fewer emp.) **Reviewed Date:** June 08, 2026 **What do you like best about JFrog?** I like JFrog's fast responses and how its UI is user-friendly, making it easy to use for me. The initial setup was easy, thanks to the straightforward and well-documented instructions on their website. Installing JFrog on my MacBook was simple. **What do you dislike about JFrog?** The response can be a bit faster. I feel it's slow at times. Sometimes I click and it takes time, or I have to reload the page. So somewhere, it's lagging. More refactoring is needed inside. **What problems is JFrog solving and how is that benefiting you?** I use JFrog for my day-to-day tasks, and it makes my life easy. ### 33. Simplifies DevOps with Security, But Setup Needs Work **Rating:** 4.0/5.0 stars **Reviewed by:** Mohamed A. | Small-Business (50 or fewer emp.) **Reviewed Date:** March 04, 2026 **What do you like best about JFrog?** I like how JFrog simplifies and secures the entire software delivery process. The platform brings together artifact management and security scanning and I appreciate how strongly it focuses on DevOps and automations. Having a single trusted source of dependencies removes a lot of friction instead of pulling packages from multiple external repositories, and the security scanning features add another layer of confidence. **What do you dislike about JFrog?** I don't like the complexity of setup and configuration, especially for large DevOps teams. Clearer onboarding and documentation for new users would really help since it took some time to figure out the initial configuration. **What problems is JFrog solving and how is that benefiting you?** I use JFrog to streamline the development and integration process. It simplifies and secures our software delivery, managing artifacts and conducting security scans, providing a single trusted source of dependencies and reducing friction by avoiding multiple external repositories. ### 34. Artifactory’s Offline Mode Feels Complex for Air-Gapped Deployments **Rating:** 2.5/5.0 stars **Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.) **Reviewed Date:** June 10, 2026 **What do you like best about JFrog?** I think it does a lot more as a repository management system. I based msr 2 and 3 and frog artifactoey definitely does a lot more than msr. Not sure about msr 4 since its built on top of harbor. **What do you dislike about JFrog?** I think Jfrog Artifactory offline mode can be complex like any airgapped deployments. Haven't touched it in couple years though. I also did struggle with deployment when I tried few years back. The deployment guide was complex even for someone with 3 to 4 years of technical experience. **What problems is JFrog solving and how is that benefiting you?** The only problem jfrog is solving for use Mirantis people i guess is being able to perform A/B testing and compare how MSR 4 stacks up to jfrog artifactory. Sorry if this response doesn't help. ### 35. Simplifies Dependency Management for Faster, More Reliable Builds **Rating:** 4.5/5.0 stars **Reviewed by:** Suji R. | Full Stack Developer, Small-Business (50 or fewer emp.) **Reviewed Date:** June 10, 2026 **What do you like best about JFrog?** Best thing is how it simplifies dependency management Our build are faster and more reliable because package is centrally managed and cached without worrying about missing dependencies **What do you dislike about JFrog?** I guess it’s all fine for now. As a developer I am good with jfrog. The only thing I can think of right now is time taking to understand and learn, otherwise good. **What problems is JFrog solving and how is that benefiting you?** Instead of all the developers that n Ed’s downloading libraries directly from maven central repository, artifactory acts as a central repository. This reduce build failures ### 36. Reliable for deployments but it has a learning curve **Rating:** 3.5/5.0 stars **Reviewed by:** Sifiso M. | Field Services Engineer (Platinum Health Medical Aid Scheme Account), Mid-Market (51-1000 emp.) **Reviewed Date:** March 23, 2026 **What do you like best about JFrog?** I love how JFrog keeps software versions consistent across multiple machines, which is crucial for my work. It helps reduce errors during installs and upgrades, saving me a lot of time. Additionally, the fact that JFrog works very well with automation allows me to automate processes and focus on other tasks simultaneously. **What do you dislike about JFrog?** To be honest it is not beginner friendly. I think you must provide free training for the beginners. Lol it was not easy but through research and help from my team I managed. **What problems is JFrog solving and how is that benefiting you?** I use JFrog to keep software versions consistent across machines, reducing errors during installs and upgrades. It saves me a lot of time by automating tasks, allowing me to focus on other things. ### 37. Powerful Artifact Repository for Scaling Apps **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Financial Services | Mid-Market (51-1000 emp.) **Reviewed Date:** June 01, 2026 **What do you like best about JFrog?** It is not only use for small scale apps but also for large scale apps, best thing about it. It provides the repository for all the components, making it easy to publish, retrieve and cache the artifacts effectively **What do you dislike about JFrog?** It needs extensive training to be used and is a bit complex to understand at first but once you get hands on, nothing like it, sometimes also faced the slowness, causing the performance issues **What problems is JFrog solving and how is that benefiting you?** It actually helps us providing enterprise grade devops platform that automates the software supply chain. Also for global distribution which updates really quick ### 38. Universal Repository Support That Connects All Our Artifacts **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Consulting | Small-Business (50 or fewer emp.) **Reviewed Date:** June 01, 2026 **What do you like best about JFrog?** The main advantage is its universal repository support, which allows you to connect different artifact types such as Docker, Apache Airflow, PostgreSQL, and cloud infrastructure. **What do you dislike about JFrog?** Even though JFrog is open source, I find that the free plan comes with too many limitations compared to the paid plan. It only supports Java/C++, doesn’t include security scanning (Xray), and offers no HA clustering. Storage is capped at 25GB, and it also lacks key enterprise features such as SSO and artifact replication. **What problems is JFrog solving and how is that benefiting you?** As I mentioned before, JFrog addresses fragmented artifact management by offering a centralized, universal repository for all package types. It also helps reduce DevOps bottlenecks by enabling self-service team provisioning and supporting faster onboarding. ### 39. Powerful Artifactory & Security Scanning, but Costly and Complex to Get Started **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Financial Services | Enterprise (> 1000 emp.) **Reviewed Date:** May 21, 2026 **What do you like best about JFrog?** The artifactory is with no doubt the killer feature. I can save docker images, npm packages, AI models and so on… without frictions. Also the ecosystem is really good, especially the security scanning **What do you dislike about JFrog?** High costs and unpredictability of it. Complex ecosystem, hard entry barrier. Resource intensive sometimes. Although, sometimes is overkill as there are several registries like GitHub and gitlab when they already let you host if you use them **What problems is JFrog solving and how is that benefiting you?** hundreds of automated servers run tests simultaneously, when every single test server tries to pull/push giant Docker images from external clouds at the same time, it chokes the network bandwidth and creates massive delays. It let us speed up time to market features ### 40. User-Friendly with Seamless CI/CD Integration **Rating:** 3.5/5.0 stars **Reviewed by:** Elisa S. | Working Student in Data Visualization and Analysis, Small-Business (50 or fewer emp.) **Reviewed Date:** March 12, 2026 **What do you like best about JFrog?** I like JFrog because it is very user-friendly and easy to use. I can integrate it with CI/CD, which is super useful, and the initial setup was quite easy. Although it requires understanding the process at the beginning, everything is all good now. My team switched from AWS for something that feels more like an upgrade, easier to use, and aesthetically pleasing. **What do you dislike about JFrog?** Maybe the setup could be a bit easier. Just a lot of going back and forth and can be a bit exhaustive. **What problems is JFrog solving and how is that benefiting you?** I use JFrog for addressing security problems. It's user-friendly and easy to use, and integrates with CI/CD which is super useful. ### 41. Efficient Monitoring with Seamless Cloud Integrations **Rating:** 3.5/5.0 stars **Reviewed by:** Rishabh Dev D. | Small-Business (50 or fewer emp.) **Reviewed Date:** March 19, 2026 **What do you like best about JFrog?** I use JFrog for learning more about the services and product offered, as well as Cloud deployments with features like end-to-end visibility. I like the features, especially the ones doing the heavy lifting of the work, including monitoring and flows. Also, I like the integrations available like ServiceNow and Sonar for code quality. The initial setup of JFrog was quite easy. **What do you dislike about JFrog?** I would like to see more integrations where things can be out of the box **What problems is JFrog solving and how is that benefiting you?** JFrog helps with monitoring and logging, offering features that do the heavy lifting and provide integrations like ServiceNow and Sonar for code quality. ### 42. Efficient Artifact Management with Minor UI Challenges **Rating:** 3.5/5.0 stars **Reviewed by:** henrix m. | Web Developer and Webmaster, Small-Business (50 or fewer emp.) **Reviewed Date:** May 26, 2026 **What do you like best about JFrog?** I appreciate the ease of access with JFrog, which makes it more convenient for managing artifacts. I also like the universal package management and JFrog Xray features. **What do you dislike about JFrog?** The UI feels complex at times, and simplifying the configuration of CI/CD tools would be helpful. The initial setup was somewhat complex. **What problems is JFrog solving and how is that benefiting you?** I use JFrog for artifact management and shipping my software. I like the ease of access. ### 43. Powerful All-in-One DevOps Platform, with a Learning Curve **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.) **Reviewed Date:** June 07, 2026 **What do you like best about JFrog?** What I like most about JFrog is that it offers an all-in-one platform for managing software artifacts, CI/CD workflows, and software supply chain security, which helps make development and deployment more efficient. **What do you dislike about JFrog?** The platform can be overwhelming for new users and some of the more advanced features require a bit of a learning curve before your team can fully utilize them. **What problems is JFrog solving and how is that benefiting you?** JFrog offers a single platform for managing software artifacts, CI/CD pipelines and security that makes development more efficient, reduces problems in deployment and helps you ship reliable software. ### 44. Great Fit for DevOps Pipelines with Strong Xray Security and Versioning **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Banking | Enterprise (> 1000 emp.) **Reviewed Date:** May 19, 2026 **What do you like best about JFrog?** I like that it fits my DevOps pipelines and it has great security feature with Xray. It's great for artifact versioning beacause i have several different enviroments to manage **What do you dislike about JFrog?** Sometimes i get weird alert messages that dont address the proper issue, also retention policy gets to not work properly as defined. Sometimes remote repository image pull works slower **What problems is JFrog solving and how is that benefiting you?** Im using Jfrog as a centralizing place for all of my artifacts used inside the CI/CD pipelines. Also it helps me with the promotion problems, promotion of one artifact all along ### 45. Centralized Management with User-Friendly Interface **Rating:** 5.0/5.0 stars **Reviewed by:** Akashraj K. | Senior Java Full Stack Engineer - Data Science Platform, Small-Business (50 or fewer emp.) **Reviewed Date:** March 18, 2026 **What do you like best about JFrog?** I really like how easy to use JFrog is and its user-friendly UI. It helps me navigate dependencies easily and search for required repositories under the central and virtual repo. The setup process was also straightforward, taking just a day to complete. **What do you dislike about JFrog?** API key expiring and rotating every 30 days **What problems is JFrog solving and how is that benefiting you?** I use JFrog for managing builds and artifacts, and it solves having a central repository across the organization. The easy-to-use UI helps me navigate dependencies and search for required repositories efficiently. ### 46. Seamless CI/CD Integration with JFrog **Rating:** 4.5/5.0 stars **Reviewed by:** Japneet s. | Associate Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** May 27, 2026 **What do you like best about JFrog?** I like JFrog's seamless integration, as it can be easily integrated with CI/CD tools. The initial setup was also easy. **What do you dislike about JFrog?** N/A **What problems is JFrog solving and how is that benefiting you?** I use JFrog for storing artifacts and appreciate its seamless integration with CI/CD tools, making it easy to incorporate into my workflow. ### 47. Powerful for Packaging with Learning Curve Challenges **Rating:** 5.0/5.0 stars **Reviewed by:** Sefineh T. | AI Engineer, Small-Business (50 or fewer emp.) **Reviewed Date:** March 02, 2026 **What do you like best about JFrog?** I like using JFrog for packaging projects because it helps ensure environment consistency, especially with Docker. This makes deploying my projects easy and professional. I also use it for automations. **What do you dislike about JFrog?** I find the complexity and learning curve challenging. It would be great if pre-configured templates were available. The initial setup was manageable but not plug and play. **What problems is JFrog solving and how is that benefiting you?** JFrog helps me package projects, making deployment easy and professional. It ensures environment consistency. ### 48. Powerful Central Artifact Repository, but Feels Heavy for Simple Hosting Needs **Rating:** 3.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Small-Business (50 or fewer emp.) **Reviewed Date:** March 23, 2026 **What do you like best about JFrog?** I think it provides a bery good central repository to store libraries and artifacts, that can be shared across the organization **What do you dislike about JFrog?** Nothing specific. But It can feel heavy and “enterprise”y. Artifactory is powerful, but that usually comes with more operational complexity, more knobs, and more moving pieces than teams actually need if all they want is “host Maven/npm/Docker reliably.” **What problems is JFrog solving and how is that benefiting you?** It also has good enterprise plumbing. The repository model of local, remote, and virtual repos is useful in practice, and replication support helps when you need caching, regional distribution, or controlled synchronization across sites. ### 49. One of the best tool helping us in ML model deployment **Rating:** 4.5/5.0 stars **Reviewed by:** Neha S. | software developer, Information Technology and Services, Mid-Market (51-1000 emp.) **Reviewed Date:** September 10, 2025 **What do you like best about JFrog?** JFrog is one of the best tool we have come across for ML model build and deployment from end to end. It also provides central model repository to store artifacts and all other related data. It is very easy to implement and very easy to use. **What do you dislike about JFrog?** JFrog has all the required features for ML model build and deployment so I don't think it has any dislike from my end. **What problems is JFrog solving and how is that benefiting you?** Our problem is to have a tool which will provide antifactory repo also it should helps us end to end while ML model build and deployment. JFrog helped us to solve this issue. ### 50. Perplexing Engineering **Rating:** 2.0/5.0 stars **Reviewed by:** Harsh Vardhan C. | Technical Account Manager, Mid-Market (51-1000 emp.) **Reviewed Date:** August 18, 2025 **What do you like best about JFrog?** 1. The unification of all the requirements for a DevOps team 2. Ability to support various out-of-the-box registry support **What do you dislike about JFrog?** 1. It is difficult to get started and understand how to use CLI from your local environment to the cloud 2. Cloud Pro account requires business email but logging in from Github works with personal account (perplexing access policies) 3. JFrog CLI is separately downloadable and configurable, the use of which remains a big mystery since we can use cURL to do pretty much everything in Artifacts (again perplexing strategy) 4. Setting multiple Repositories is required for simple task of pulling packages from public registries **What problems is JFrog solving and how is that benefiting you?** Caching the public registries for speeding up the SDLC ## 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?section=pricing&secure%5Bexpires_at%5D=2026-07-18+16%3A54%3A02+-0500&secure%5Bsession_id%5D=7217f9d0-f560-4185-a6bf-1c845a00ec0e&secure%5Btoken%5D=409ac8eb85a3986e1e97d332b76878f780098993937e60dd176f93fede42f179&format=llm_user) ## JFrog Integrations - [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) - [AWS Lambda](https://www.g2.com/products/aws-lambda/reviews) - [Azure Pipelines](https://www.g2.com/products/azure-pipelines/reviews) - [Bitbucket](https://www.g2.com/products/bitbucket/reviews) - [Docker](https://www.g2.com/products/docker-inc-docker/reviews) - [Elastic Stack](https://www.g2.com/products/elastic-stack/reviews) - [Git](https://www.g2.com/products/git/reviews) - [GitHub](https://www.g2.com/products/github/reviews) - [GitLab](https://www.g2.com/products/gitlab/reviews) - [Informatica API and Application Integration](https://www.g2.com/products/informatica-api-and-application-integration/reviews) - [Jenkins](https://www.g2.com/products/jenkins/reviews) - [Kubernetes](https://www.g2.com/products/kubernetes/reviews) - [Visual Studio](https://www.g2.com/products/visual-studio/reviews) - [Visual Studio Code](https://www.g2.com/products/visual-studio-code/reviews) ## JFrog Features **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 **Functionality - Software Composition Analysis ** - Language Support - Integration - Transparency **Device Recognition** - Device Discovery - Device Types - Dashboard **Management** - Configuration Management - Access Control - Orchestration **Functionality** - 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** - Reporting and Analytics - Issue Tracking - Static Code Analysis - Code Analysis **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 **Effectiveness - Software Composition Analysis** - Remediation Suggestions - Continuous Monitoring - Thorough Detection **Monitoring** - Device Status - Alerts & Notifications - Analytics **Functionality** - Automation - Integrations - Extensibility **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 **Processes** - Pipelines - Orchestration - Workflow Visualization **Testing** - Command-Line Tools - Manual Testing - Test Automation - Compliance Testing - Black-Box Scanning - Detection Rate - False Positives **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 **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 **Generative AI** - AI Text Generation - AI Text Summarization **Agentic AI - Static Application Security Testing (SAST)** - Autonomous Task Execution ## Top JFrog Alternatives - [GitLab](https://www.g2.com/products/gitlab/reviews) - 4.5/5.0 (881 reviews) - [GitHub](https://www.g2.com/products/github/reviews) - 4.7/5.0 (2,315 reviews) - [Harness Platform](https://www.g2.com/products/harness-platform/reviews) - 4.6/5.0 (300 reviews)