FortiCNAPP vs JFrog Xray comparison

Fortinet and JFrog are both solutions in the Vulnerability Management category. Fortinet is ranked #42 with an average rating of 6.5, while JFrog is ranked #37 with an average rating of 7.0. Fortinet holds a 1.5% mindshare in VM, compared to JFrog’s 1.5% mindshare. Additionally, 83% of Fortinet users are willing to recommend the solution, compared to 90% of JFrog users who would recommend it.

Comparison Buyer's Guide

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Executive SummaryUpdated on Nov 18, 2025

FortiCNAPP and JFrog Xray are competing in the cybersecurity and software management category. JFrog Xray seems to have the upper hand due to its feature richness and integration capabilities, making it appealing for development-heavy environments.

Features: FortiCNAPP is known for its extensive security integrations, impressive threat intelligence capabilities, and a focus on security posture. JFrog Xray excels with advanced vulnerability detection, policy enforcement, and seamless integration into CI/CD pipelines, enabling detailed software artifact analysis.

Room for Improvement: FortiCNAPP could benefit from enhancements in integration with development tools, improvement in scalability for larger enterprises, and more user-friendly interfaces. JFrog Xray might improve its initial cost-effectiveness, expand its deployment documentation, and enhance its customer support for more personalized assistance.

Ease of Deployment and Customer Service: FortiCNAPP offers a straightforward setup process and robust support, facilitating quick problem resolution. JFrog Xray features a user-friendly deployment model, emphasizing comprehensive documentation and knowledge bases to aid customer assistance, with tailored solutions for various environments.

Pricing and ROI: FortiCNAPP has a competitive pricing structure focused on reducing long-term costs through comprehensive security protection, promising favorable ROI. JFrog Xray may have higher initial costs, but it provides substantial returns by minimizing security breaches and enhancing operational efficiency, offering significant justification for investment in software-focused businesses.

To learn more, read our detailed FortiCNAPP vs. JFrog Xray Report (Updated: January 2026).

Buyer's Guide

FortiCNAPP vs. JFrog Xray

January 2026

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Helped 881,082 peers since 2012

Review summaries and opinions

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:

Categories and Ranking

Zafran Security

Mindshare comparison

As of January 2026, in the Vulnerability Management category, the mindshare of Zafran Security is 1.1%, up from 0.2% compared to the previous year. The mindshare of FortiCNAPP is 1.5%, up from 1.4% compared to the previous year. The mindshare of JFrog Xray is 1.5%, down from 1.6% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Vulnerability Management Market Share Distribution
Product	Market Share (%)
Zafran Security	1.1%
JFrog Xray	1.5%
FortiCNAPP	1.5%
Other	95.9%

Vulnerability Management

Featured Reviews

Reviewer6233

Works at a healthcare company with 10,001+ employees

Has become an indispensable tool in our cybersecurity arsenal

While Zafran Security is already a powerful tool, there are areas where it could be further improved to provide even greater value. One key area for enhancement is the searching capabilities within its vulnerabilities module. By incorporating the ability to create Boolean searches, users would gain the ability to apply more complex filters and customize their search criteria. This would greatly enhance the precision and efficiency with which security teams can identify and prioritize vulnerabilities. Having such tailored search capabilities would save time and resources by narrowing down vast lists of vulnerabilities to those that meet specific parameters relevant to our unique risk environment. Additionally, integrating more robust reporting and visualization tools would be advantageous. Enhanced dashboards that offer customizable visual representations of risk configurations and threat landscapes would facilitate better communication with stakeholders, making it easier to explain vulnerabilities and the rationale behind certain security measures. This would also aid in demonstrating the improvements and value derived from existing security investments to leadership and non-technical team members.

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Sai Tharun Kumar

Software Engineer at a university with 5,001-10,000 employees

Improving security insights has been helpful but inconsistent vulnerability tracking needs attention

The vulnerability part is not systematically organized; it is all clumsy in the web UI, and it is not user-friendly. Regarding improvements, the vulnerability part, recent changes with user management, and Fortinet IM coming into place, which is not helpful at all because it cuts out the automation part, are the most important things. Lacework FortiCNAPP should have a new clean UI and ease of access for the users as that should be the main concern. There are limitations regarding the scalability of Lacework FortiCNAPP. There are also more limitations with integrations like GitHub or any other pipeline, CI/CD, or ISD. It is glitchy and works well only sometimes, and most of the time, the reports or other things are not properly calculated or circulated with the teams.

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Anand Nanwana

DevOps Engineer at Syvora

Offers flexibility across clouds and easy credential management while interface improvements are needed

For JFrog Xray, the Artifactory and package repositories are valuable features. There are many benefits from JFrog Xray. For example, with other registries such as ECR, we can use the images only in the AWS cloud. With JFrog, we can use this registry from any cloud or work locally as well. JFrog can support multiple packages, such as NuGet package, pip, and other technologies. It can be used for Terraform as well. The credential management is very easy in JFrog. For instance, when using GitHub action as a CI/CD tool, I just need to create a token and set up JFrog CLI there and give access to the repository. With multiple repositories, I can generate a token for a specific repository, add that token in the GitHub secret, fetch from the CI/CD, run the command JFrog CLI, and authenticate through the token. Then we can push the images into JFrog.

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Quotes from Members

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:

Pros

"Zafran has become an indispensable tool in our cybersecurity arsenal."

"Overall, we have seen about eighty-seven percent reduction of the number of vulnerabilities that require urgency to remediate, specifically the number of criticals."

"We saw benefits from Zafran Security almost immediately after deploying it."

"We are able to see the real risk of a vulnerability on our environment with our security tools."

"With Zafran Security, it integrates with your security controls, allowing you to take that risk score and reduce it based on the controls in place or increase the risk based on different factors, such as if the issue is internet reachable or if there's an exploit in the wild."

"Zafran is an excellent tool."

"The most valuable aspects are identifying vulnerabilities—things that are out there that we aren't aware of—as well as finding what path of access attackers could use, and being able to see open SSL or S3 buckets and the like."

"The compliance reports are definitely most valuable because they save time and are accurate. So, instead of relying on a human going through and checking or providing me with a report, I could just log into Lacework and see for myself."

"The machine learning capability in Lacework FortiCNAPP is used for threat detection, and automated policy recommendation helps to improve my security measures in general."

"Polygraph compliance is a valuable feature. In our perspective, it delivers significant benefits. The clarity it offers, along with the ability to identify and address misconfigurations, is invaluable. When such issues arise, we promptly acknowledge and take action, effectively collaborating with our teams and the responsible parties for those assets. This enables us to promptly manage problems as soon as they arise."

"Lacework is helping a lot in reducing the noise of the alerts. Usually, whenever you have a tool in place, you have a lot of noise in terms of alerts, but the time for an engineer to look into those alerts is limited. Lacework is helping us to consolidate the information that we are getting from the agents and other sources. We are able to focus only on the things that matter, which is the most valuable thing for us. It saves time, and for investigations, we have the right context to take action."

"The most valuable feature is Lacework's ability to distill all the security and audit logs. I recommend it to my customers. Normally, when I consult for other customers that are getting into the cloud, we use native security tools. It's more of a rule-based engine."

"The best feature, in my opinion, is the ease of use."

"There are many valuable features that I use in my daily work. The first are alerts and the event dossier that it generates, based on the severity. That is very insightful and helps me to have a security cap in our infrastructure. The second thing I like is the agent-based vulnerability management, which is the most accurate information."

More FortiCNAPP pros

"I am utilizing the deep scanning capabilities in JFrog Xray product, and this feature is very handy because with other software, you don't know where the bad dependencies come from."

"With JFrog, we can use this registry from any cloud or work locally as well, and it can support multiple packages such as NuGet, pip, and other technologies including Terraform, making credential management very easy."

"The most valuable feature of JFrog Xray is the display of the entire internal dependencies hierarchy."

"If multiple dependencies and vulnerabilities are found in a project, JFrog Xray is intelligent enough to tell you which vulnerability to target first."

"The most valuable features of JFrog Xray are its curation capabilities, its native integration with Artifactory, scanning for vulnerabilities, and license compliance features."

"I would say that this solution has helped our organization by allowing us to automate a lot of the processes."

"JFrog Xray's reporting feature has a lot of options in it, including scanning."

More JFrog Xray pros

Cons

"The dashboarding and reporting functionality of Zafran Security is an area that definitely could use some improvements."

"I think the ability to have some enhanced reporting capabilities is something they can improve on, as they have good reports but we have asked for some specific reporting enhancements."

"Initially, we were somewhat concerned about the scalability of Zafran due to our large asset count and the substantial amount of information we needed to process."

"A feature that I have requested from them is the ability to sort alerts and policies based on a security framework. Right now, when you go into alerts, you have hundreds and hundreds of them that you have to manually pick. It would be useful to have categories for CIS Benchmark or SOC 2 and be able to display all the alerts and policies for one security framework."

"Its integrations with third-party SIEMs can be better. That is one of the things that we discussed with them."

"Visibility is lacking, and both compliance-related metrics and IAM security control could be improved."

"The vulnerability part is not systematically organized; it is all clumsy in the web UI, and it is not user-friendly."

"Lacework has not reduced the number of alerts we get. We've actually had to add resources as a result of using it because the application requires a lot of people to understand it to get the value out of it properly."

"The biggest thing I would like to see improved is for them to pursue and obtain a FedRAMP moderate authorization... I don't believe they have any immediate plans to get FedRAMP moderate authorized, which is a bit of a challenge for us because we can only use Lacework in our commercial environment."

"There are a couple of the difficulties we encounter in the realm of cybersecurity, or security as a whole, that relate to potentially limited clarity. Having the capacity to perceive the configuration aspect and having the ability to contribute to it holds substantial advantages, in my view. It ranks high, primarily due to its role in guaranteeing compliance and the potential to uncover vulnerabilities, which could infiltrate the system and introduce potential risks. I had been exploring a specific feature that captured my interest. However, just yesterday, I participated in a product update session that announced the imminent arrival of this feature. The feature involves real-time alerting. This was something I had been anticipating, and it seems that this capability is now being integrated, possibly as part of threat intelligence. While anomaly events consistently and promptly appear in the console, certain alerts tend to experience delays before being displayed. Yet, with the recent product update, this issue is expected to be resolved. Currently, a comprehensive view of all policies is available within the console. However, I want a more tailored display of my compliance posture, focusing specifically on policies relevant to me. For instance, if I'm not subject to HIPAA regulations, I'd prefer not to see the HIPAA compliance details. It's worth noting that even with this request, there exists a filtering mechanism to control the type of compliance information visible. This flexibility provides a workaround to my preference, which is why it's challenging for me to definitively state my exact request."

"The configuration and setup of alerts should be easier. They should make it easier to integrate with systems like Slack and Datadog. I didn't spend too much time on it, but to me, it wasn't as simple as the alerting that I've seen on other systems."

More FortiCNAPP cons

"JFrog Xray does not have a dashboard."

"JFrog Xray's documentation and error logging could be improved."

"Reporting is crucial, but it is lacking in the current tool. Every organization seeks specific data points rather than general information. Therefore, we require customized reports from the Xray tool."

"The speed of JFrog Xray should improve. Other solutions have better performance."

"The out-of-the-box PostgreSQL provided is not stable, which is why we are considering enterprise support."

"The UI of JFrog Xray could be improved. There is a dialogue box in the Xray section that doesn't always work properly."

"Lacks deeper reporting, the ability to compare things."

"I think that the user interface should be expanded to provide customers with a better dashboard for reviewing their feedback regarding their images and the vulnerabilities that are associated with the images."

More JFrog Xray cons

Pricing and Cost Advice

Information not available

"The licensing fee was approximately $80,000 USD, per year."

"It is slightly expensive. It depends on how big your environment is, but it is expensive. Right now, we are spending a lot of money. We have covered all of the cloud providers and most of our colocation facilities as well, so we cannot complain, but it is slightly expensive. It is not super expensive."

"My smaller deployments cost around 200,000 a year, which is probably not as expensive as Wiz."

"The pricing has gotten better. That scenario was somewhat unstable. They have a rather interesting licensing structure. I believe you get 200 resources per "Lacework unit." It was difficult, in the beginning, to figure out exactly what a "resource" was... That was a problem until about a year or so ago. They have improved it and it has stabilized quite a bit."

Information not available

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Top Industries

By visitors reading reviews

Financial Services Firm

11%

Manufacturing Company

Computer Software Company

Outsourcing Company

Financial Services Firm

13%

Computer Software Company

12%

Manufacturing Company

University

Financial Services Firm

25%

Manufacturing Company

12%

Computer Software Company

Government

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

No data available

By reviewers
Company Size	Count
Small Business	4
Midsize Enterprise	4
Large Enterprise	4

By reviewers
Company Size	Count
Small Business	1
Midsize Enterprise	3
Large Enterprise	6

Questions from the Community

What is your experience regarding pricing and costs for Zafran Security?

Since we stood Zafran Security up in our private cloud, we handle the maintenance on our side. As we opted not to use...

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What needs improvement with Zafran Security?

In terms of areas for improvement, Zafran Security is doing a really great job as a new and emerging company. Oftenti...

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What is your primary use case for Zafran Security?

My use cases for Zafran Security revolve around two primary areas. One is around vulnerability management and priorit...

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What is your experience regarding pricing and costs for Lacework?

My smaller deployments cost around 200,000 a year, which is probably not as expensive as Wiz.

See all answers

What needs improvement with Lacework?

The vulnerability part is not systematically organized; it is all clumsy in the web UI, and it is not user-friendly. ...

See all answers

What is your primary use case for Lacework?

The major use case for Lacework FortiCNAPP is for security. I'm using it for security internally for my company.

See all answers

What do you like most about JFrog Xray?

JFrog Xray shows us a list of vulnerabilities that can impact our code.

See all answers

What needs improvement with JFrog Xray?

I would assess the integration of JFrog Xray with CI/CD tools as the weak point. You have two means to do that: one i...

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What is your primary use case for JFrog Xray?

For JFrog Xray product, you can use it for two main goals: compliance and security. You can use it to check if your l...

See all answers

Comparisons

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Compared 24% of the time

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Qualys VMDR vs Zafran Security

Compared 6% of the time

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Compared 8% of the time

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Compared 5% of the time

Tenable Cloud Security vs FortiCNAPP

Compared 5% of the time

SentinelOne Singularity Cloud Security vs FortiCNAPP

Compared 4% of the time

Orca Security vs FortiCNAPP

Compared 3% of the time

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Trivy vs JFrog Xray

Compared 11% of the time

Black Duck SCA vs JFrog Xray

Compared 9% of the time

Wiz vs JFrog Xray

Compared 6% of the time

Mend.io vs JFrog Xray

Compared 5% of the time

Veracode vs JFrog Xray

Compared 5% of the time

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Product Reports

Buyer's Guide

Zafran Security

January 2026

Download Zafran Security product report

Buyer's Guide

FortiCNAPP

January 2026

Download FortiCNAPP product report

Buyer's Guide

JFrog Xray

January 2026

Download JFrog Xray product report

Also Known As

No data available

Polygraph, FortiCNP, Lacework

JFrog Security Essentials

Overview

Zafran Security integrates with existing security tools to identify and mitigate vulnerabilities effectively, proving that most critical vulnerabilities are not exploitable, optimizing threat management.

Zafran Security introduces an innovative operating model for managing security threats and vulnerabilities. By leveraging the threat exposure management platform, it pinpoints and prioritizes exploitable vulnerabilities, reducing risk through immediate remediation. This platform enhances your hybrid cloud security by normalizing vulnerability signals and integrating specific IT context data, such as CVE runtime presence and internet asset reachability, into its analysis. No longer reliant on patch windows, Zafran Security allows you to manage risks actively.

What are the key features of Zafran Security?

Threat Exposure Management: Utilizes existing tools to prioritize vulnerabilities and manage threats.
Integrative Analysis: Combines security data with IT context for precise vulnerability management.
Real-time Risk Reduction: Enables immediate risk management without waiting for patches.
Hybrid Cloud Compatibility: Functions across diverse cloud environments for comprehensive security.

What benefits can users expect from Zafran Security?

Improved Security: Enhances protection by efficiently identifying and mitigating risks.
Cost Efficiency: Reduces unnecessary patching expenses by confirming non-exploitable vulnerabilities.
Time Savings: Frees developers to focus on root causes by handling immediate threats.
Comprehensive Insight: Offers a holistic view of security threats and vulnerabilities.

In industries where security is paramount, such as finance and healthcare, Zafran Security provides invaluable protection by ensuring that only exploitable vulnerabilities are addressed. It allows entities to maintain robust security measures while allocating resources efficiently, fitting seamlessly into existing security strategies.

Zafran Security

FortiCNAPP is a comprehensive cloud security platform focusing on ease of use and machine learning-driven anomaly detection. It offers robust compliance reporting, seamless integration, and continuous monitoring, making it an essential tool for organizations managing multi-cloud environments and security configurations.

FortiCNAPP provides significant capabilities in cloud security, compliance, and vulnerability management. Designed for organizations needing efficient monitoring, it enables detection of anomalies across cloud infrastructures while optimizing security posture and ensuring compliance with environments like AWS and GCP. The platform offers in-depth insights through scanning of IAC scripts, host systems, and cloud configurations. Recognized for effectively managing security posture, it safeguards Kubernetes and container environments, providing comprehensive threat detection and response. However, some areas like visibility, IAM security controls, and compliance metrics need improvement. Users face challenges with alert setup and lack intuitive design, alongside issues like FedRAMP authorization absence and complexity in the data model.

What are the key features of FortiCNAPP?

Ease of Use: FortiCNAPP simplifies security management for cloud environments.
Machine Learning Anomaly Detection: Automatically identifies and prioritizes threats.
Compliance Reporting: Streamlines compliance procedures and reporting.
Seamless Integration: Ensures smooth operation across multi-cloud environments.
Continuous Monitoring: Provides ongoing oversight of security vulnerabilities.
Multi-Cloud Integration: Enables swift response to misconfigurations and vulnerabilities.

What benefits should users expect when evaluating FortiCNAPP?

Time Efficiency: Reduces time spent on compliance and threat management.
Improved Security Posture: Enhances protection for cloud and container environments.
Valuable Security Insights: Provides in-depth analysis for proactive threat response.
Noise Reduction: Distills security logs to minimize alert fatigue.
Operational Effectiveness: Facilitates seamless multi-cloud security management.

FortiCNAPP is implemented extensively by industries needing reliable cloud security, such as finance, healthcare, and technology sectors. It supports organizations in enhancing cloud infrastructure protection, ensuring compliance, and strengthening vulnerability management. By integrating with platforms like AWS and GCP, businesses can optimize security posture in their cloud deployments.

Fortinet

JFrog is on a mission to enable continuous updates through Liquid Software, empowering developers to code high-quality applications that securely flow to end-users with zero downtime. The world’s top brands such as Amazon, Facebook, Google, Netflix, Uber, VMware, and Spotify are among the 4500 companies that already depend on JFrog to manage binaries for their mission-critical applications. JFrog is a privately-held, global company, and is a proud sponsor of the Cloud Native Computing Foundation [CNCF].

If you are a team player and you care and you play to WIN, we have just the job you're looking for.

As we say at JFrog: "Once You Leap Forward You Won't Go Back!"

JFrog

Sample Customers

Information Not Available

J.Crew, AdRoll, Snowflake, VMWare, Iterable, Pure Storage, TrueCar, NerdWallet, and more.

google, amazon, cisco, netflix, oracle, vmware, facebook

Buyer's Guide

FortiCNAPP vs. JFrog Xray

January 2026

Free Report: FortiCNAPP vs. JFrog Xray

Find out what your peers are saying about FortiCNAPP vs. JFrog Xray and other solutions. Updated: January 2026.

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