---
title: JFrog Reviews
meta_title: 'JFrog Reviews 2026: Details, Pricing, & Features | G2'
meta_description: Filter 162 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: 162
  scale: '5'
date_modified: '2026-08-12'
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:** 162
## 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. | Developer, 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. Streamlines CI/CD with Efficient Artifact Management

**Rating:** 5.0/5.0 stars

**Reviewed by:** Nameera S. | Full Stack Engineer, Small-Business (50 or fewer emp.)

**Reviewed Date:** August 07, 2026

**What do you like best about JFrog?**

I like JFrog for its seamless integration with CI/CD tools and the central management it offers for artifacts. The support for multiple package formats is valuable because it lets us handle all our dependencies and artifacts in one place, reducing tool sprawl and making our builds and deployments more consistent and efficient. Additionally, the performance is reliable, and the user interface is intuitive, making version control and dependency management straightforward. This platform helps to simplify the software release processes while improving team productivity by streamlining CI/CD pipelines, reducing deployment issues, and enhancing security through artifact scanning and access control.

**What do you dislike about JFrog?**

I find the user interface complex as a new user, and the initial setup and configuration take time for me. Performance can slow down when I'm managing very large repositories, and I feel the licensing cost might be high for smaller teams like mine.

**What problems is JFrog solving and how is that benefiting you?**

I use JFrog to centralize artifact management, streamline CI/CD pipelines, reduce deployment issues from inconsistent dependencies, and improve release reliability. It enhances security with artifact scanning and access control, making our processes more efficient and saving time during builds and deployments.

  ### 3. Versatile Package Management with Reliable Dependency Handling

**Rating:** 4.0/5.0 stars

**Reviewed by:** Juzar A. | Freelance Artificial Intelligence Developer Toptal , Small-Business (50 or fewer emp.)

**Reviewed Date:** August 07, 2026

**What do you like best about JFrog?**

I use JFrog Artifactory as the central place for all our build artifacts and Docker images. The universal support for basically every package type, like Docker, npm, and PyPI, is great because we're not juggling different tools for different formats. I love how it stops our artifacts from being scattered across random registries and everything is now in one versioned place, which makes tracing a broken build much easier. The way it proxies and caches our external dependencies has saved us during public registry outages, and its vulnerability scanning is a nice bonus. Xray's vulnerability and license scanning features are valuable because it runs automatically, saving us from manual audits. The setup for remote/virtual repositories effectively handles proxying and caching, preventing builds from breaking during registry hiccups. The REST API integration into our CI pipelines was smooth and hassle-free. Overall, JFrog stays out of the way, and once it's set up, I don't really think about it, which is the highest compliment I can give infrastructure.

**What do you dislike about JFrog?**

The admin and permission side can get clunky. Setting up repo permissions across multiple teams and projects took more trial and error than I expected, and the UI for that part feels a little dated compared to how polished the rest of the platform is. Storage costs also crept up faster than we anticipated once we started keeping more Docker image versions around. Adding to that, onboarding new people onto it is not super intuitive. There's a real learning curve before someone feels comfortable navigating repos and permissions on their own.

**What problems is JFrog solving and how is that benefiting you?**

JFrog stops us from having artifacts scattered across registries, centralizing everything for easy tracing of builds. It shields us from public registry outages and rate limits, saving time. The vulnerability scanning with Xray is invaluable for our AI pipelines, and its universal package support simplifies our workflows.

  ### 4. Centralized Artifact Management That Streamlines CI/CD

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Manufacturing | Enterprise (> 1000 emp.)

**Reviewed Date:** August 06, 2026

**What do you like best about JFrog?**

What I like most about JFrog is its centralized artifact management and its seamless integration with CI/CD pipelines. It offers a dependable way to store, manage, and distribute binaries across development teams, while also strengthening traceability and security. I also appreciate the user-friendly interface, the automation features, and the support for multiple package types, which together help streamline software delivery and improve overall development efficiency.

**What do you dislike about JFrog?**

One area where JFrog could improve is the learning curve for new users. Some advanced features and repository configurations can be complex to understand initially. Additionally, troubleshooting permission issues or repository settings can sometimes require more detailed documentation and administrative support.

**What problems is JFrog solving and how is that benefiting you?**

JFrog solves the challenge of managing and distributing software artifacts and dependencies across the development lifecycle. It provides a centralized repository that helps ensure build consistency, version control, and traceability. For our team, this has streamlined CI/CD processes, reduced dependency-related issues, improved release reliability, and made it easier to manage and secure software packages across multiple projects and environments.

  ### 5. Universal Package Management Simplified with JFrog

**Rating:** 4.0/5.0 stars

**Reviewed by:** Vivek K. | Enterprise (> 1000 emp.)

**Reviewed Date:** August 06, 2026

**What do you like best about JFrog?**

I like the universal package management feature of JFrog, as it really makes life easier for us. We were pushing Docker images, Helm charts, Maven artifacts, and packages, and having a centralized system saves us a lot of time and configuration overhead. Furthermore, the initial setup was pretty easy, thanks to the help from the professional services and onboarding teams.

**What do you dislike about JFrog?**

I think there is room for improvement in the areas of permission and onboarding. The permission targets and the role-based access control models are powerful but can be overly complex sometimes, making managing permissions a bit complicated. The UI responsiveness could also be better. Additionally, I find the pricing for smaller teams to be an issue. The cost difference between basic usage and enterprise functionality is hard to justify, particularly for smaller teams, and I think this could be looked into by the CFO.

**What problems is JFrog solving and how is that benefiting you?**

I rely on JFrog for universal package management. It centralizes docker images, home charts, and Maven artifacts into a single source, eliminating manual tasks and multiple registry tools, saving a lot of configuration overhead and simplifying our work.

  ### 6. Effective Artifact Management but User Interface Needs Improvement

**Rating:** 4.0/5.0 stars

**Reviewed by:** Prince J. | yfguy, Mid-Market (51-1000 emp.)

**Reviewed Date:** August 07, 2026

**What do you like best about JFrog?**

I use JFrog mainly for enterprise artifacts management, especially within DevOps and CICD environments. I like the straightforward representative management which makes it easier to maintain different versions of artifacts and control access across different teams. I appreciate that the integration in our pipeline supports automation, as well as artifact upload, download, and deployment processes. The driver tokens make artifact management and integration interesting. Overall, using JFrog has been a strong solution for time management and logs, especially in a DevOps setting.

**What do you dislike about JFrog?**

I find the user interface and overall user experience lacking at times, especially when I work with a large number of repositories and artifacts. Better search filtering, visibility into artifacts, and lifecycle management would make the experience even better.

**What problems is JFrog solving and how is that benefiting you?**

I use JFrog for managing enterprise artifacts in DevOps and CICD environments. It streamlines artifact upload, download, and deployment while simplifying version control and team access.

  ### 7. 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.

  ### 8. JFrog Makes Software Delivery More Efficient

**Rating:** 4.5/5.0 stars

**Reviewed by:** Chaitya M. | Software Engineer, Mid-Market (51-1000 emp.)

**Reviewed Date:** July 25, 2026

**What do you like best about JFrog?**

What I like best about JFrog is its support for multiple package types and its centralised artifact management. It makes it easy to store, organise, and share artifacts across different projects from a single platform. The built-in security scanning is also very useful, as it helps detect vulnerabilities early. Overall, JFrog simplifies the software delivery process and integrates well with modern CI/CD pipelines.

**What do you dislike about JFrog?**

One downside of JFrog is that it has a steep learning curve, especially for new users. Setting up repositories, permissions, and integrations can take some time if you're not familiar with the platform. It can also feel overwhelming due to the number of features available, and troubleshooting configuration issues isn't always straightforward. However, once everything is set up, it becomes much easier to manage.

**What problems is JFrog solving and how is that benefiting you?**

JFrog helps us manage all our software artifacts in one central place, making it easier to store, version, and distribute packages across different environments. It also improves our CI/CD process by integrating smoothly with build and deployment tools. The built-in security scanning helps identify vulnerabilities early, reducing risks and saving time during releases. Overall, it makes software delivery more organised, secure, and efficient.

  ### 9. 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.

  ### 10. 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.

  ### 11. 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.

  ### 12. 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.

  ### 13. 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.

  ### 14. 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.

  ### 15. 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.

  ### 16. 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.

  ### 17. 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.

  ### 18. 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.

  ### 19. 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.

  ### 20. JFrog Streamlines Artifact Management and Makes Releases More Reliable

**Rating:** 4.5/5.0 stars

**Reviewed by:** Pankaj K. | Software Engineer, Enterprise (> 1000 emp.)

**Reviewed Date:** July 18, 2026

**What do you like best about JFrog?**

I like how JFrog keeps all of our build artifacts organized in one place and integrates smoothly with our CI/CD pipeline. It makes our releases more reliable and much easier to manage.

**What do you dislike about JFrog?**

The interface can feel a bit overwhelming at first, and some of the more advanced features come with a learning curve—especially when you’re setting up repositories and configuring permissions.

**What problems is JFrog solving and how is that benefiting you?**

JFrog gives us a central place to store and manage build artifacts, which makes our deployments more consistent, reduces manual errors, and helps our team release software with greater confidence.

  ### 21. Easy-to-Find Artifacts and Strong Supply Chain Auditing with Xray

**Rating:** 5.0/5.0 stars

**Reviewed by:** Jagmohan D. | Senior Application Developer, Enterprise (> 1000 emp.)

**Reviewed Date:** August 04, 2026

**What do you like best about JFrog?**

The best thing about JFrog is how accessible it makes artifacts. They’re arranged so everything is easy to find and not scattered across projects. It also has many features that enable you to audit supply chain risk, with Xray being the best of them.

**What do you dislike about JFrog?**

From the perspective of people who have a hard time using JFrog, I’d say that finding different artifacts can be confusing. Sometimes the artifact is there, but we still have to go to different places to locate it.

**What problems is JFrog solving and how is that benefiting you?**

It helps us solve the problem of removing vulnerabilities from the artifacts our organization uses. We decided that we won’t use any artifact with critical vulnerabilities, and JFrog Xray reports help us achieve that.

  ### 22. 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.

  ### 23. 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.

  ### 24. 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."

  ### 25. 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..

  ### 26. Lightning-Fast, Stable JFrog with Seamless CI/CD Integrations and Intuitive UI

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Computer Software | Small-Business (50 or fewer emp.)

**Reviewed Date:** July 23, 2026

**What do you like best about JFrog?**

ne of the standout aspects of JFrog is its exceptional Performance and stability; artifact resolution and repository replication remain lightning-fast even under heavy enterprise loads. Its Integrations with our existing tech stack—including major CI/CD tools like Jenkins and GitHub Actions—worked flawlessly out of the box, making pipeline automation incredibly smooth. From a UI/UX perspective, the platform is clean and highly intuitive, enabling our team to manage complex build artifacts without getting bogged down in messy configurations.

The Support and Onboarding process was remarkably straightforward, backed by comprehensive documentation and a highly responsive technical support team that accelerated our adoption. While the Pricing represents a significant investment, the ROI is undeniable through saved developer hours and drastically reduced downtime. Additionally, their growing AI and Intelligence features add a layer of proactive security and smart dependency scanning that gives us immense confidence in our software supply chain.

**What do you dislike about JFrog?**

While the platform is powerful, the UI/UX has a steep learning curve, making navigation overwhelming for new users during Support and Onboarding. Complex Integrations with our CI/CD stack occasionally require significant manual scripting, which impacts overall setup Performance. Additionally, the premium Pricing makes it difficult to see a high ROI for smaller teams who don't utilize all enterprise features. Finally, the newer AI and Intelligence capabilities still feel rudimentary and could be expanded to provide deeper predictive cost analytics or automated troubleshooting tips.

**What problems is JFrog solving and how is that benefiting you?**

JFrog improves performance and simplifies integrations with CI/CD tools. The UI/UX is user-friendly, accelerating developer onboarding. It delivers a strong ROI and offers powerful AI capabilities.

  ### 27. 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.

  ### 28. 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.

  ### 29. Best for Artifact Storage

**Rating:** 4.5/5.0 stars

**Reviewed by:** Giridharan U. | Technical Architect, Mid-Market (51-1000 emp.)

**Reviewed Date:** September 11, 2024

**What do you like best about JFrog?**

The AI catalog for governance was expected for a long time, but they introduced it after quite some waiting time. The JFrog ML for MLOps workflows were quite helpful in handling the mlops workloads and the AI assistant has matured good lately. 

**What do you dislike about JFrog?**

They should have caught up with the AI wave quite early but took some sweet time to get the AI catalog to production grade. AI assistant was also like basic chatbot in the initial versions (though its improved a lot recently), they must plan their releases with solid capabilities. 

**What problems is JFrog solving and how is that benefiting you?**

Fast Storage and Retrival of Packages.
Security analysis along with the Artifact Storage.

**Official Response from Minal Awasthi:**

> Thank you for the review and we hope to continue to provide you value!

  ### 30. Is a stable solution to save build images

**Rating:** 4.5/5.0 stars

**Reviewed by:** Samuel A. | Senior Software Engineer, Mid-Market (51-1000 emp.)

**Reviewed Date:** March 08, 2023

**What do you like best about JFrog?**

The login experience is smooth even when you are logging in through the console, and packages, versions, builds, and artifacts are well organized on the platform. 

**What do you dislike about JFrog?**

The search capability could be improved. I remember that at some point, looking for a build was harder. Also, it is difficult for a user to distinguish between their own builds and external ones.

**What problems is JFrog solving and how is that benefiting you?**

end to end automatization for new process

  ### 31. Reliable Package and Asset Distribution via GitHub Actions

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Hospital & Health Care | Mid-Market (51-1000 emp.)

**Reviewed Date:** August 06, 2026

**What do you like best about JFrog?**

Honestly, I haven't explored too much but have some basic idea. We use it mainly for the package / asset distribution. Few GitHub actions are set up to push the builds / artifacts which are later used across applications.

**What do you dislike about JFrog?**

Sorry but don't have in depth knowledge, so cannot talk about that. The UI is okiesh, I think the authentication workflow could be improved. I see within few minutes my session expires and have to relogin.

**What problems is JFrog solving and how is that benefiting you?**

Asset storage, delivery (securely), regular scanning and much more.

I also like the GitHub, Attlasian integration features inhouse. Overall all good.

  ### 32. 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.

  ### 33. 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.

  ### 34. 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.

  ### 35. 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.

  ### 36. 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.

  ### 37. 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.

  ### 38. 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.

  ### 39. JFrog Excels for CI/CD, Vulnerability Scanning, and Software Distribution

**Rating:** 4.0/5.0 stars

**Reviewed by:** SUMAN K. | Software  Developer, Computer Software, 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.

  ### 40. 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.

  ### 41. 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.

  ### 42. 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.

  ### 43. 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.

  ### 44. 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.

  ### 45. 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.

  ### 46. 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

  ### 47. 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.

  ### 48. JFrog Centralizes Docker Images and Maven Artifacts in One Source of Truth

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Information Technology and Services | Enterprise (> 1000 emp.)

**Reviewed Date:** August 07, 2026

**What do you like best about JFrog?**

I have used JFROG for storing docker images and maven artifacts so instead of managing separate repositories for docker and maven, JFrog centralises I to single system and one source of truth.

**What do you dislike about JFrog?**

I find JFrog UI console is complex and navigation through deep repository settings, modifications and configuration slows down time and high memory requirements

**What problems is JFrog solving and how is that benefiting you?**

JFrog is solving maintaining multiple repository maintenance for docker images and maven artifacts and JFrog acting as single source of truth for artifacts so I can build once and deploy everywhere

  ### 49. 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

  ### 50. 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.


## 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?qs=pros-and-cons&section=pricing&secure%5Bexpires_at%5D=2026-08-12+11%3A00%3A08+-0500&secure%5Bsession_id%5D=e5bc40bb-9983-4845-96d0-c9b1fd0a10d4&secure%5Btoken%5D=b5194e4c04555bb7b46bda312dac484683c00b6559ffae8654a1ecc7709355d0&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)
  - [Harness Platform](https://www.g2.com/products/harness-platform/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)
  - [Jira](https://www.g2.com/products/jira/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
**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
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