# JFrog Reviews
**Vendor:** JFrog Ltd  
**Category:** [DevOps Platforms](https://www.g2.com/categories/devops-platforms)  
**Average Rating:** 4.2/5.0  
**Total Reviews:** 118
## 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, the JFrog Platform is a software supply chain system of record that is designed to power organizations as they build, manage, and distribute secure software with speed and scale. Holistic security features help identify, protect, and remediate against threats and vulnerabilities. The universal, hybrid, multi-cloud JFrog Platform is available as both SaaS services across major cloud service providers and self-hosted. Millions of users and approximately 6,600 organizations worldwide, including a majority of the Fortune 100, depend on JFrog solutions to securely embrace digital transformation in the AI era. Learn more at www.jfrog.com or follow us on X @JFrog.



## JFrog Pros & Cons
**What users like:**

- Users appreciate the **robust integration and automation** features of JFrog, ensuring seamless package management across environments. (18 reviews)
- Users value the **end-to-end automation and integration** of JFrog, enhancing efficiency in managing artifacts and packages. (14 reviews)
- Users value the **flexible deployment options** of JFrog, accommodating both on-prem and cloud environments effectively. (13 reviews)
- Users value the **seamless integration with CI/CD tools** in JFrog, enhancing automation and workflow efficiency. (12 reviews)
- Users value the **easy integrations** with CI/CD tools like Jenkins and GitHub Actions for streamlined artifact management. (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 setup process **complex and time-consuming** , requiring significant effort to understand and configure properly. (9 reviews)
- Users note that JFrog can be **expensive** , particularly for smaller teams with basic artifact management needs. (8 reviews)
- Users face a **steep learning curve** with JFrog, requiring significant time to understand its complexities and features. (8 reviews)
- Users find the **difficult learning** curve of JFrog overwhelming, especially for beginners trying to navigate its extensive features. (7 reviews)
- Users find the **learning difficulty** with JFrog challenging, requiring significant time investment to grasp the platform. (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. 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.

  ### 2. 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.

  ### 3. 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.

  ### 4. 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.

  ### 5. 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.

  ### 6. 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.

  ### 7. 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.

  ### 8. 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.

  ### 9. 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.

  ### 10. 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.

  ### 11. 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.

  ### 12. 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.

  ### 13. 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.

  ### 14. 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.

  ### 15. 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.

  ### 16. 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

  ### 17. My JFrog Experience

**Rating:** 4.0/5.0 stars

**Reviewed by:** Sandeep B. | Deployment Engineer, Mid-Market (51-1000 emp.)

**Reviewed Date:** June 21, 2025

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

1. Provides end-to-end automation by integrating with Kubernetes, Helm, Terraform, and other DevOps tools.
2. Supports hybrid cloud environments and is offered as SaaS or on-premises.
3. Easily integrates with Jenkins, GitHub Actions, and other CI/CD tools to manage artifacts.
4. Stores build artifacts in a centralized, versioned including Docker images.
5. Supports a variety of package formats Maven, Gradle, and npm.
6. Serves as a private Docker registry for safely managing and storing container images.

**What do you dislike about JFrog?**

1.  High Time taking for integration for the first time.
2. Comparatively high cost with other of same type
3. Customer support delays sometimes

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

The main things I use:
1. Artifact management in on-prem and cloud.
2. Storing artifacts in repos of jfrog
3. Seamless Integration with CICD
4. Global Federation with all other jfrog deployments

  ### 18. JFrog Xray Stands Out Among DevOps Tools

**Rating:** 4.0/5.0 stars

**Reviewed by:** Miguel R. | Solution Specialist , Small-Business (50 or fewer emp.)

**Reviewed Date:** March 13, 2026

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

JFrog Xray have not seen that in actio i nother dev ops softwares

**What do you dislike about JFrog?**

not a lot of people know about it, it should have more reach

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

stream line ci/cd deployment and artifact management

  ### 19. DevOps

**Rating:** 4.5/5.0 stars

**Reviewed by:** Abdel-Hakim A. | DevOps Consultant, Small-Business (50 or fewer emp.)

**Reviewed Date:** June 09, 2025

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

JFrog Artifactory provides a centralized, reliable, and scalable solution for managing artifacts across all stages of the software development lifecycle. I especially appreciate its support for multiple package types, seamless integration with CI/CD pipelines, and robust REST APIs that enable automation and DevOps best practices. The addition of JFrog Xray for security and license compliance is also a major advantage for maintaining secure and compliant releases.

**What do you dislike about JFrog?**

While JFrog offers powerful features, it can be complex to set up and manage, especially in multi-environment or hybrid cloud setups. The user interface, though improved, can still feel unintuitive at times. Additionally, the pricing model may not be cost-effective for small teams or organizations with basic artifact management needs.

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

JFrog is solving the challenge of managing and securing software artifacts across multiple teams and environments. It provides a centralized repository for storing Docker images, Helm charts, and other build artifacts, ensuring consistency, traceability, and version control across the CI/CD pipeline. With JFrog Xray, it also addresses security and license compliance by scanning artifacts for vulnerabilities before deployment. This improves our software delivery speed, strengthens security posture, and enhances collaboration between development and operations teams.

  ### 20. My Go-To Artifactory

**Rating:** 4.0/5.0 stars

**Reviewed by:** Sandeep B. | Site Reliability Engineer, Computer & Network Security, Enterprise (> 1000 emp.)

**Reviewed Date:** June 18, 2025

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

Most Things I Like Includes:
1. Supports all major package types: Maven, npm, Docker, PyPI, NuGet, Helm, Go, and gz
2. Integrates with CI/CD tools and deployment systems.
3.Keeps track of all versions of artifacts and rollback support.
4. Very good access control.
5.Designed for large-scale enterprise use.
6.Available on-prem, in the cloud, or as a hybrid solution.
7. Automate everything from artifact uploads to repository management.

**What do you dislike about JFrog?**

1. integration issues in the begining
2. performance issues sometimes
3. time taken to leaning is high

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

1. Artifactory management
2. Docor Repository
3. Package management
4. Version control for some external zip files
and many

  ### 21. JFrog for devops

**Rating:** 4.0/5.0 stars

**Reviewed by:** Baswaraj B. | Systems Administrator - DevOps, Enterprise (> 1000 emp.)

**Reviewed Date:** June 25, 2025

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

Manages all major package types.
Scans for vulnerabilities across your artifacts.
Easy to use.
Works with Jenkins, GitHub Actions and other cicd.
Available on-prem, in the cloud, suitable for all types of deployments.
Tracks metadata, dependencies, and environment details for every build.

**What do you dislike about JFrog?**

Takes lot of time for initial setup.
Need to invest much time to learn about how things works in jFrog.
Complex to work compared to other tools

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

1. Artifact management is the mostly used feature.
2. Container images repository.
3. Package management.
4. Backup repository for container images.
5. For federating other repositories.

  ### 22. Comprehensive artifact management for DevOps pipelines

**Rating:** 4.0/5.0 stars

**Reviewed by:** Nancy M. | Audit & Risk Management/Brand Management /Business Technology, Mid-Market (51-1000 emp.)

**Reviewed Date:** September 09, 2025

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

JFrog provides a centralized platform to manage artifacts efficiently, ensuring that software components are stored, tracked, and shared securely across development and production environments.

**What do you dislike about JFrog?**

The platform’s advanced artifact management and DevOps integrations can be overwhelming. New users often require extensive training to fully utilize all functionalities effectively.

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

JFrog provides a single platform to store, track, and manage all software artifacts. This solves the problem of scattered binaries, reduces version conflicts, and ensures that development, testing, and production environments use consistent components.

  ### 23. Overhyped, barely bets the job done.

**Rating:** 3.5/5.0 stars

**Reviewed by:** Yash P. | Software engineer, Small-Business (50 or fewer emp.)

**Reviewed Date:** September 09, 2025

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

It does what it claims to ie managing artifacts and repos. Have support of wide range of packages.

**What do you dislike about JFrog?**

The interface is very cluttering, have way too many features which creates a mess and complicate things

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

It was suppose to help us unify our entire system like repos and microservices.

  ### 24. High scalability for enterprise environments

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Gambling & Casinos | Mid-Market (51-1000 emp.)

**Reviewed Date:** September 29, 2025

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

JFrog scales efficiently to accommodate large teams, high build volumes, and multiple projects, making it suitable for organizations of all sizes.

**What do you dislike about JFrog?**

High resource consumption on self-hosted deployments.On-premises installations  require significant server resources and storage, which is costly and difficult to maintain for us.

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

JFrog automatically manages dependencies between packages, reducing the need for manual intervention. This speeds up build processes, ensures accurate compilation, and decreases the risk of broken builds.

  ### 25. Jfrog Review

**Rating:** 5.0/5.0 stars

**Reviewed by:** Anand N. | Blockchain DevOps Engineer, Information Technology and Services, Mid-Market (51-1000 emp.)

**Reviewed Date:** December 18, 2024

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

It is easy to manage because Jfrog provides centralised repository for my artifacts. As I am a devops engineer it helps me in integrating with CI/CD tools also and the implementation is also easy and it supports wide range of packages and it is good in scalability and also highly avaialable making it suitable for my complex projects. I frequently use this tool in my daily working life.

**What do you dislike about JFrog?**

Jfrog user interface can be more user friendly

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

It is helping me by storing my all artifacts at one place and also It has multi-cloud support and It is very efficient to use as container registry in using CI/CD pipelines for automation. This tool helps me in daily working with maintaining the artifacts.

  ### 26. Great environment for Networking and Knowledge Sharing

**Rating:** 5.0/5.0 stars

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

**Reviewed Date:** September 17, 2025

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

The event was organised by so nicely, that I would love to come back again.

**What do you dislike about JFrog?**

Nothing much really. In fact it was great.

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

Repository Management, SCA, DevOps

  ### 27. One of the best Artifactory that i use as a Devops Engineer

**Rating:** 4.0/5.0 stars

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

**Reviewed Date:** June 13, 2025

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

me as a devops engineer where i need to store, manage, and serve build artifacts and dependencies in DevOps and CI/CD workflows. and JFROG is the best software that i have used. must recomended

**What do you dislike about JFrog?**

the UI has two many options it might be overwhelming to new users

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

JFrog helps me keep all my build artifacts organized in one place, which makes my deployments more consistent and reliable. Before, we struggled with version mismatches and slow builds — now everything is traceable and cached, so it saves us time and reduces headaches. It also makes it easier to promote builds between environments without rebuilding from scratch

  ### 28. Full Software Distribution Pipeline

**Rating:** 4.5/5.0 stars

**Reviewed by:** Ajay P. | Production Service Engineer - 2, Mid-Market (51-1000 emp.)

**Reviewed Date:** June 16, 2025

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

I don’t know anyone who offers distribution, access, multi site replication at a single place.

**What do you dislike about JFrog?**

Artifactory Service would go down with no notice couple of times.

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

I use it store JAR to containers, Python and NodeJs modules at one place only. Artifactory is very helpful.

  ### 29. Jfrog review by Jannatul

**Rating:** 4.0/5.0 stars

**Reviewed by:** Jannatul H. | Senior Cloud Developer, Enterprise (> 1000 emp.)

**Reviewed Date:** December 18, 2024

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

Best about Jfrog is security of its platform due to which I feel most secure platform to store the artifacts.

**What do you dislike about JFrog?**

Least helpful if you want to use it as CICD tool compared Gitlab. Dislike about is the pricing model

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

Problems solved by Jfrog is software packaging and sharing the artifacts with the end user in most secured way

  ### 30. Once again, JFROG has totally tanked my artifactory account

**Rating:** 0.0/5.0 stars

**Reviewed by:** Billy M. | CTO and Founder, Small-Business (50 or fewer emp.)

**Reviewed Date:** December 30, 2024

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

When it works, its OK.  Reasonable integration with gradle.

**What do you dislike about JFrog?**

They keep changing policies, pricing, features --> mostly trying to drive you to pay them more money.

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

Sharing JAR files with all our teams and outside vendors

  ### 31. Best for Artifact Storage

**Rating:** 5.0/5.0 stars

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

**Reviewed Date:** September 11, 2024

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

It was very easy to implment the Artifact storage solution for our Docker products and NPM packages. We had a seamless integration and migration from Artifactory to Jfrog.

**What do you dislike about JFrog?**

The pricing was not transparent initially and initially we expected more help from the customer support.

**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!

  ### 32. JFrog Artifactory User Review

**Rating:** 3.0/5.0 stars

**Reviewed by:** Vimal A. | Software Engineer, Enterprise (> 1000 emp.)

**Reviewed Date:** December 21, 2023

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

Jfrog's interface is very user-friendly and it is much reliable to securely store and distribute binary files. The tracking and versioning along with its robust security measures enhanced our workflow efficiency.

**What do you dislike about JFrog?**

Some features are bit complex to set up initially and their pricing is bit higher comparitively. Some advanced features requires higher resource, so it is affecting the system performance in large scale environment.

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

It helps me to organize and manage our software files more efficiently and it enhances security to our files with JFrog we can control who has access to what it ensures our software is safe.

**Official Response from Devin Hood:**

> We're glad to hear that you find JFrog's interface user-friendly and reliable for securely storing and distributing binary files. We understand that some features may be complex to set up initially, and we are continuously working to improve the user experience. Regarding pricing, we strive to provide value for the investment, and we appreciate your feedback on this. We are committed to addressing performance concerns in large-scale environments. Thank you for sharing your experience with us.

  ### 33. Efficient Artifact Management with JFrog"

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Computer & Network Security | Mid-Market (51-1000 emp.)

**Reviewed Date:** October 22, 2023

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

Jfrog is the best artifact Lifecycle management solution I've ever used, it is fast and reliable, and the configuration is straightforward and very fast to get things done.

**What do you dislike about JFrog?**

While JFrog is a powerful tool, there are areas for improvement:

Pricing: JFrog's pricing can be on the higher side for small to medium-sized businesses. It would be great to see more budget-friendly plans or options for startups.

Learning Curve: For beginners, JFrog Artifactory may have a learning curve due to its extensive feature set. Improved onboarding resources and documentation would be helpful.

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

JFrog's efficient artifact storage and retrieval system ensures that developers have access to the correct versions of dependencies. This results in fewer issues related to incorrect or missing artifacts and improves development productivity.

  ### 34. JFROG Review

**Rating:** 4.5/5.0 stars

**Reviewed by:** Yati R. | Mid-Market (51-1000 emp.)

**Reviewed Date:** August 24, 2023

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

Jfrog is a good vendor support tool. Here we can modify and store large artifacts.

**What do you dislike about JFrog?**

Too complex sometimes.
Difficult to showcase issues to jfrog vendors.

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

It solves variety of problems like handeling complex data, permission targets etc. We are using JFROG tool in my company. And we work in managing artifactory tool.

  ### 35. Easy to use, easy to set up

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Transportation/Trucking/Railroad | Mid-Market (51-1000 emp.)

**Reviewed Date:** October 09, 2023

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

I like using JFrog as it is easy to use and set up. Once that process is finished, I can download packages on the daily without having to go through additional steps to reauthenticate my packages.

**What do you dislike about JFrog?**

I have nothing to dislike about jFrog at this time.

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

JFrog solves the security aspect of having packages that are company private and need to distributed throughout multiple timezones

**Official Response from Devin Hood:**

> Love it - thanks for the review and we hope to continue to provide you value. 

  ### 36. JFrog : The core of DevOps automation

**Rating:** 4.0/5.0 stars

**Reviewed by:** Shrinivas S. | Senior Engineering Lead, Enterprise (> 1000 emp.)

**Reviewed Date:** January 01, 2023

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

Some benefits of using the JFrog platform include:

1. Efficient dependency management: Artifactory helps to reduce the time and effort required to resolve and manage dependencies for your builds. It acts as a cache for external dependencies, so you don't have to download them repeatedly from external sources.

2. Improved build speeds: By using a local repository manager such as Artifactory, you can significantly improve the speed of your builds.

3. Enhanced security: Artifactory includes fine-grained permissions and access control, which can help secure your artefacts and ensure that only authorised users have access.

4. Simplified deployment: The JFrog platform includes tools such as Bintray and Xray that can help streamline distributing and deploying your artefacts.

5. Better traceability: Artifactory tracks all deployments and resolves dependencies, making it easier to understand how your artefacts are being used and trace any issues that may arise.

6. Improved collaboration: The JFrog platform makes it easier for teams to collaborate and share artefacts, improving communication and productivity.

**What do you dislike about JFrog?**

One potential downside of using the JFrog platform is its cost. The cost of a subscription to JFrog's tools depends on the number of users and the support you require. Still, it can be cost-prohibitive for smaller organisations or individual developers.

Another potential issue is that the JFrog platform is complex and can have a steep learning curve. It includes a range of tools and features, and it may take some time to become proficient.

Finally, the JFrog platform requires a dedicated server, which can be an additional overhead for some organisations. This may not be a problem for larger companies that already have the infrastructure, but it could be a challenge for smaller organisations or individual developers.

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

The JFrog platform is designed to help organisations manage and deploy binary artifacts and their dependencies more efficiently. It can help to streamline the build and release process, reduce the time and effort required to resolve dependencies, and improve the speed and security of deployments.

Some specific business problems that the JFrog platform can help to solve include:

1. Reducing build times: By using a local repository manager such as Artifactory, you can significantly improve the speed of your builds by avoiding the need to download dependencies from external sources repeatedly.

2. Improving collaboration: The JFrog platform makes it easier for teams to share artifacts and collaborate, improving communication and productivity.

3. Enhancing security: Artifactory includes features such as fine-grained permissions and access control, which can help secure your artifacts and ensure that only authorized users have access.

4. Simplifying deployment: The JFrog platform includes tools such as Bintray and Xray that can help streamline distributing and deploying your artifacts.

5. Providing better traceability: Artifactory tracks all deployments and resolves dependencies, making it easier to understand how your artifacts are being used and trace any issues that may arise.

  ### 37. A company that partners with clients

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Computer & Network Security | Enterprise (> 1000 emp.)

**Reviewed Date:** June 15, 2023

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

Aside from offering best-in-class products, JFrog truly has second-to-none customer support service.    Their R&D actively solicits input from users and partners in future developments.

**What do you dislike about JFrog?**

Like any other Software company, the product is not always flawless; however, they strive to correct the issues as fast as possible.

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

It provides a single source of truth for our software supply chain.
We manage our entire CI/CD through our pipelines.

  ### 38. Great way to automating processes for your projects

**Rating:** 4.0/5.0 stars

**Reviewed by:** Shruti A. | Frontend Developer, Small-Business (50 or fewer emp.)

**Reviewed Date:** March 07, 2023

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

As a beginner in devops, I used JFrog Pipelines as a part of DevOps toolchain to automate the process. At the beginning, I integrated JFrog artifactory for maintaining build images for my application as per version. It was of great use and added value to my project and organization at a whole.

**What do you dislike about JFrog?**

As a beginner in DevOps, I had to understand the details and how to configure it and integrate in my project which was challenging to me. The documentation can be improvised to be more details and can document how to solve common challenges which are faced during it's setup and use.

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

Automate the CI/CD process for our project.

  ### 39. JFrog, a tool necessary if life moves in artifacts

**Rating:** 5.0/5.0 stars

**Reviewed by:** Saurabh S. | DevOps Engineer, Enterprise (> 1000 emp.)

**Reviewed Date:** March 13, 2023

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

JFrog tool was introduced at the time when the artifactory and it's links were unable to handle in large organisations, these pipelines actually helped a ton in managing large amount of data with ease.

**What do you dislike about JFrog?**

This tool has nothing to be disliked from my end, there is yet many API and formats that need to be upgraded in the system configuration, but other than that the user experience is satisfactory

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

In my organisation, there were multiple builds that were getting deployed and a chain of steps was given, build then sanity testing and then release, which got easily covered using this pipeline from JFrog

  ### 40. Good for what it accomplishes, bad for efficiency

**Rating:** 2.5/5.0 stars

**Reviewed by:** Aleksandr K. | Mid-Market (51-1000 emp.)

**Reviewed Date:** February 27, 2023

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

I think this is an excellent tool if you already use JFrog Artifactory. When it comes down to the integrations, you will be forced to create in a way your own JFrog CI job that would trigger Xray scanner.

**What do you dislike about JFrog?**

I don't like the number of False Positives and overwhelming clunky behavior of the scanner. Sometimes it simply fails to complete the scan no matter what deployment you use (I've encountered this for both on-prem and cloud versions).

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

It keeps track of all issues within our artifacts. It gives a great visibility around what is being used where and helps us to segment artifacts/dependencies in different places within the tool.

  ### 41. Security for packages you manage in your Software

**Rating:** 5.0/5.0 stars

**Reviewed by:** Pramodh Kumar M. | DevSecOps Consultant, Mid-Market (51-1000 emp.)

**Reviewed Date:** December 16, 2022

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

JFrog Xray helps us continuously scan the artifacts/packages cached through a central repository such as maven, npm, docker, NuGet and the packages developers push to Artifactory. It also helps better with License violation checks. Secret detection and IaC Security are added feature that IT teams love about Xray.

**What do you dislike about JFrog?**

Insights on Security Vulnerabilities can be divided into the proper sections, and then reports can be prepared.  SAST Feature is missing for Application Security.

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

It helps in continuously scanning the artifacts that are pushed to Artifactory and receiving notifications of any vulnerabilities/violations. The reports from Xray are very useful for developers to quickly fix the issues.

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

**Rating:** 4.0/5.0 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?**

Easy to migrate from anothe service for example circle ci

**What do you dislike about JFrog?**

Sometimes is hard for big teams keep the api access keys updated for everyone and the service is high availability in last few days we are getting some build fails because of some time off

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

end to end automatization for new process

  ### 43. Secure Project with JFrog Xray

**Rating:** 4.5/5.0 stars

**Reviewed by:** Prakash C. | Developer, Computer Software, Enterprise (> 1000 emp.)

**Reviewed Date:** February 23, 2023

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

Ita very good tool for finding the vulnerabilities in your project and if we integrate it with CI/CD the We can stop build and deploy processes if we found any critical or high vulnerabilities in our project. Must have tool in CI/CD pipeline.

**What do you dislike about JFrog?**

Need to work on Reporting part by providing more data and solutions. Can make easy to implement and understand. Rest all good.

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

By using this tool now are able to find vulnerabilities in our project before deploying to production so we can secure our project by getting attacks and secure our infrastructure and customer data.

  ### 44. Security Architect

**Rating:** 4.0/5.0 stars

**Reviewed by:** Will N. | Enterprise (> 1000 emp.)

**Reviewed Date:** March 13, 2023

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

JFrog pipelines helped us to establish a complete CI/CD pipeline and consists of our main artifactpry repository. I has a compliance feature that enhances our security check against the release.

**What do you dislike about JFrog?**

Jfrog does not have an integration with a DAST tool that we use onboard (Dynamic Application Security Testing) which prevents us from a full automation from a security perspective.

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

JFrog pipelines solve the automation of the release of our artifactories into the cloud and enhances our SSDLC framework strategy by its integration with Devops and Teamcity.

  ### 45. Review - JFrog Pipelines

**Rating:** 3.0/5.0 stars

**Reviewed by:** Vinoth R. | Mid-Market (51-1000 emp.)

**Reviewed Date:** March 19, 2023

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

JFrog Pipelines provides organizations with a powerful tool for automating and managing the software delivery pipeline, enabling faster, more efficient, and more secure software delivery.

**What do you dislike about JFrog?**

Setting up and configuring JFrog Pipelines can be challenging, especially for organizations unfamiliar with DevOps automation tools. It is a tool offered commercially and may not be feasible for all organizations, notably small and medium-sized businesses.

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

JFog pipelines eliminate manual processes, reduce errors, and ensure consistency across environments, leading to faster, more efficient, and more secure software delivery.

  ### 46. Great solution to store artifacts

**Rating:** 4.5/5.0 stars

**Reviewed by:** Raj B. | Lead Site Reliability Engineer(SRE), Mid-Market (51-1000 emp.)

**Reviewed Date:** December 20, 2022

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

The GUI is intuitive and have a good set of features to play with and integrate with other tools, I have used other solutions in this pace but this is more close to what we needed.

**What do you dislike about JFrog?**

I think their pricing is bit high compared to others for the feature set they offer but it could be a bit lesss

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

Artifact storage, we have continuous deployment to store artifacts programmatically in the centralized location, and we are using this solutin.

  ### 47. Automating CI/CD process

**Rating:** 5.0/5.0 stars

**Reviewed by:** Mrinalini . | Senior Quality Analyst, Small-Business (50 or fewer emp.)

**Reviewed Date:** March 10, 2023

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

1. Automate continuous integration and deployment
2. Useful Saas product
3. We can integrate with 3rd party tools as well like git, etc.

**What do you dislike about JFrog?**

Integration with some tools can be improved. I was just using this app for some time, so I felt good overall about this product.

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

1. Automating CI/CD process , 
2. Integration with tools like git, jira , etc , so that less time is wasted

  ### 48. JFrog Xray - A Devops Helper

**Rating:** 4.5/5.0 stars

**Reviewed by:** Sayam J. | Software Architect, Small-Business (50 or fewer emp.)

**Reviewed Date:** March 30, 2023

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

JFrog Xray is easily integrable with the existing CI/CD pipeline

**What do you dislike about JFrog?**

There may be a scope for improvement where the no of artifacts is increased; then there is a slowness observed.

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

JFrog Xray has helped us in smoothing the CI/CD pipeline. It has a wide range of repository-type support, which enabled us to do different projects under one umbrella.

  ### 49. Jfrog pipelines are easy to use and provide a perfect solution for CI/CD

**Rating:** 4.5/5.0 stars

**Reviewed by:** Kuldeep S. | Engineering Expert, Enterprise (> 1000 emp.)

**Reviewed Date:** March 07, 2023

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

Jfrog pipelines natively integrated with Jfrog platform which provides flexibility to use Jfrog artifactory , Jfrog X-ray and other Jfrog produc seamlessly

**What do you dislike about JFrog?**

Should give more user insights to user and more granularity to user permission , there is less documentation compared to artifact support

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

Jfrog pipelines provide seamless approach for CI/CD approach , jfrog pipeline can be integrated with jfrog Arti factory

  ### 50. A standard container registry

**Rating:** 2.5/5.0 stars

**Reviewed by:** Nandakumar G. | DevOps Engineer, Enterprise (> 1000 emp.)

**Reviewed Date:** December 15, 2022

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

A docker registry complaint container registry

**What do you dislike about JFrog?**

OCI Artifactory is a space where rapid innovation is happening, like the new OCI Artifact spec, supported by major registries like Azure Container Registry. Unfortunately, Jfrog Container Registry is not compliant for the new spec yet.

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

Helps in storing container images and retrieving them.


## 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=2026-05-14+02%3A35%3A45+-0500&secure%5Bsession_id%5D=8439b5c0-7128-4417-9f7e-a80f7c71f1dd&secure%5Btoken%5D=b17cf27b043f3151d5b19c33d2a0a97152da0fcca210d55729933ec480cd27c1&format=llm_user)
## JFrog Integrations
  - [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews)
  - [Docker](https://www.g2.com/products/docker-inc-docker/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)
  - [Jenkins](https://www.g2.com/products/jenkins/reviews)
  - [Kubernetes](https://www.g2.com/products/kubernetes/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
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