One of the best tool helping us in ML model deployment
What do you like best about the product?
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 the product?
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 the product 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.
Comprehensive artifact management for DevOps pipelines
What do you like best about the product?
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 the product?
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 the product 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.
Supports a wide variety of packages with robust security features but needs tighter cloud integration
What is our primary use case?
JFrog Artifactory is designed for software management. We used it for storing all assets and packages that were downloaded from external package systems, making them available for our development teams to use in their builds.
It primarily supported a fail-fast approach, where vulnerabilities were identified ahead of time, enabling us to alert our development team to use the latest packages without those vulnerabilities.
JFrog Artifactory proved very helpful in supporting a variety of package types for different projects.
What is most valuable?
The best features of JFrog Artifactory include the core functionality of package management and software management, along with scanning capabilities to prevent vulnerabilities from being introduced.
The metadata management feature was particularly useful for managing packages within JFrog Artifactory.
We utilized Xray integration with JFrog Artifactory, which was instrumental in managing vulnerabilities overall.
JFrog Artifactory has robust functionality in terms of access control, which helped us ensure minimal access to various artifacts.
I would rate it eight out of ten because it is a great product that is widely used in the industry. It has excellent features from an artifact management perspective and maintains good integrations.
What needs improvement?
JFrog could improve this product with tighter integration capabilities.
For how long have I used the solution?
I used JFrog Artifactory in the last twelve months.
How are customer service and support?
I would rate their support for JFrog Artifactory as seven out of ten.
How would you rate customer service and support?
What other advice do I have?
I am no longer using JFrog Artifactory in my current role as I moved away from the team. The metadata management features were very useful, particularly for managing packages inside JFrog Artifactory. We were customers of JFrog. Based on my experience, I would rate JFrog Artifactory eight out of ten.
Which deployment model are you using for this solution?
On-premises
If public cloud, private cloud, or hybrid cloud, which cloud provider do you use?
JFrog for devops
What do you like best about the product?
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 the product?
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 the product 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.
My JFrog Experience
What do you like best about the product?
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 the product?
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 the product 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
My Go-To Artifactory
What do you like best about the product?
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 the product?
1. integration issues in the begining
2. performance issues sometimes
3. time taken to leaning is high
What problems is the product 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
Full Software Distribution Pipeline
What do you like best about the product?
I don’t know anyone who offers distribution, access, multi site replication at a single place.
What do you dislike about the product?
Artifactory Service would go down with no notice couple of times.
What problems is the product 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.
One of the best Artifactory that i use as a Devops Engineer
What do you like best about the product?
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 the product?
the UI has two many options it might be overwhelming to new users
What problems is the product 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
DevOps
What do you like best about the product?
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 the product?
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 the product 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.
JFrog as a handy DevTool Platform for devops
What do you like best about the product?
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 the product?
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 the product solving and how is that benefiting you?
The security offerings & artifact management are our primary usecases of having JFrog in place to manage it.
