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JFrog Xray vs Sweet Security comparison

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Comparison Buyer's Guide

Executive Summary

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

SentinelOne Singularity Clo...
Sponsored
Ranking in Vulnerability Management
4th
Average Rating
8.6
Reviews Sentiment
7.5
Number of Reviews
118
Ranking in other categories
Cloud and Data Center Security (3rd), Container Security (3rd), Cloud Workload Protection Platforms (CWPP) (4th), Cloud Security Posture Management (CSPM) (3rd), Cloud-Native Application Protection Platforms (CNAPP) (3rd), Compliance Management (2nd), AI Observability (2nd)
JFrog Xray
Ranking in Vulnerability Management
39th
Average Rating
7.8
Reviews Sentiment
6.3
Number of Reviews
10
Ranking in other categories
Container Security (14th), Software Composition Analysis (SCA) (5th), Software Supply Chain Security (2nd)
Sweet Security
Ranking in Vulnerability Management
40th
Average Rating
8.8
Reviews Sentiment
7.4
Number of Reviews
4
Ranking in other categories
Cloud Workload Protection Platforms (CWPP) (19th), Cloud Security Posture Management (CSPM) (25th), Cloud-Native Application Protection Platforms (CNAPP) (17th), Identity Threat Detection and Response (ITDR) (11th), Cloud Detection and Response (CDR) (7th)
 

Mindshare comparison

As of March 2026, in the Vulnerability Management category, the mindshare of SentinelOne Singularity Cloud Security is 2.4%, up from 1.3% compared to the previous year. The mindshare of JFrog Xray is 1.4%, down from 1.6% compared to the previous year. The mindshare of Sweet Security is 0.7%, up from 0.1% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Vulnerability Management Mindshare Distribution
ProductMindshare (%)
SentinelOne Singularity Cloud Security2.4%
JFrog Xray1.4%
Sweet Security0.7%
Other95.5%
Vulnerability Management
 

Featured Reviews

SC
Information Security Engineer at DataVigilant Infotech
Enables us to prioritize and effectively address critical security issues
Evidence-based reporting helps us to prioritize and solve critical security issues. The new visualization feature demonstrates how an attacker can enter the system, highlighting the potential path that can be exploited and outlining all the steps the attacker could take. With that visibility, we can ensure the perimeter is strong and attackers cannot enter, thus reducing the risk. It has helped us prioritize issues. The visibility into how an attack could happen is valuable. For example, it highlights the system vulnerability and outlines where an attack could propagate. The visualization helps me to prioritize remediation, and if I don't know where to start, I can check to see the score that enables me to prioritize issues. I am using infrastructure-as-code scanning, and it's one of the useful features. In pre-production, it identifies embedded secrets and misconfigurations, including issues with Kubernetes or some privileged containers. This feature allows us to pass the audit and secure IaC code so that it isn't easily exploitable by attackers. We can more proactively work to identify and resolve vulnerabilities by using the dashboard and the alerting system that SentinelOne provides. It helps us with audits and compliance. We can show the compliance in percentage. We can confidently say that our company or infrastructure is very secure. It has improved our security posture by 30% to 35%. It has reduced our false positives by 30%. It has helped teams collaborate better. The security team manages SentinelOne Singularity Cloud Security, and when it flags vulnerabilities, they are forwarded to DevOps for remediation. Previously, we needed to identify and report the issues, but there would be lapses in communication. Now, there is a centralized dashboard that anyone can look at and see the open issues and work on them.
Anand Nanwana - PeerSpot reviewer
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.
FM
Infrastructure & Dev Ops Lead at Babylon Labs
Continuous runtime security has improved visibility while the interface still needs refinement
One thing I think Sweet Security can definitely improve is that they have a lot of features, but the UI right now is not so well designed in my opinion. It's a bit difficult to navigate and get to the signal. There is a lot of signal there, but it's a bit difficult to get to the correct place and understand what I am seeing. It has a small learning curve that I don't think such a product should have. It should be very straightforward. Sweet Security has a mechanism where they initially show all the vulnerabilities that are in my infrastructure, which they show as a huge number, maybe around ten thousand, and they narrow it down to which of these could actually be exploited and are actually severe. It's nice that they are able to narrow it down to a few incidents. However, they don't really need to show this in the UI. Maybe they can just show the actual signal and not show that there is a lot of vulnerabilities, but indicate which are important. That's good that they can do it, but it's not so important to see it every time in the platform.

Quotes from Members

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

Pros

"SentinelOne Singularity Cloud Security stands out for its user-friendly interface and intuitive software, making it easy to navigate and use."
"SentinelOne Singularity Cloud Security can integrate all your cloud accounts and resources you create in the AWS account, We have set it up to scan the AWS transfer services, EC2, security groups, and GitHub."
"We liked the search bar in SentinelOne Singularity Cloud Security. It is a global search. We were able to get some insights from there."
"I like CSPM the most. It captures a lot of alerts within a short period of time. When an alert gets triggered on the cloud, it throws an alert within half an hour, which is very reasonable. It is a plus point for us."
"The key strength of Singularity Cloud Security lies in its ability to pinpoint vulnerabilities in our cloud accounts and identify suspicious activity that warrants further investigation."
"The unified platform experience is good for us, and the GUI for the application is easy and not complex."
"The multi-cloud support is valuable. They are expanding to different clouds. It is not restricted to only AWS. It allows us to have different clouds on one platform."
"I would rate SentinelOne Singularity Cloud Security a ten out of ten."
"JFrog Xray shows us a list of vulnerabilities that can impact our code."
"I would say that this solution has helped our organization by allowing us to automate a lot of the processes."
"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."
"Good reporting functionalities."
"I would say the reporting functionalities are pretty good as are the policy watches."
"The solution is stable and reliable."
"The most valuable feature of JFrog Xray is the display of the entire internal dependencies hierarchy."
"The most valuable features of JFrog Xray are its curation capabilities, its native integration with Artifactory, scanning for vulnerabilities, and license compliance features."
"The value of having real-time visibility in our cloud environment with Sweet Security changes everything because it differentiates between identifying and reacting to something that is not really a risk and something that is truly a risk that needs to be treated."
"For the time I have been using Sweet Security, I feel a bit more safe in the sense that there is something that continuously scans my infrastructure for issues."
"The value we see from having real-time visibility into our cloud environment is significant, as Sweet Security serves as our eyes and ears inside AWS, telling us what we are doing wrong so we can fix it."
"Before we had Sweet Security, upon any type of detection of activity, we needed to conduct lots of investigations in different platforms and logs until we could build the larger picture, but once we inserted Sweet Security, we are able to actually see each and every request being made from the application level towards the infrastructure, making it much easier and reducing the time for an analyst to understand what's really happening."
 

Cons

"From my personal experience, the alerting system needs to be faster. If something happens in our infrastructure, the alert appears on the dashboard, but I have to log in to the dashboard and refresh it."
"Crafting customized policies can be tricky."
"We don't get any notifications from SentinelOne Singularity Cloud Security when the clusters are down."
"While it is good, I think the solution's console could be improved."
"A beneficial improvement for SentinelOne Singularity Cloud Security would be integration with Jira, allowing for a more streamlined ticketing system."
"There is a bit of a learning curve for new users."
"With Cloud Native Security, we can't selectively enable or disable alerts based on our specific use case."
"Scanning capabilities should be added for the dark web."
"JFrog Xray does not have a dashboard."
"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."
"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."
"Lacks deeper reporting, the ability to compare things."
"JFrog Xray's documentation and error logging could be improved."
"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."
"I'd like to see deeper reporting, they're pretty basic and there are no categories for comparing things."
"There was something a year ago that caused a production issue in my company, but they fixed it within an hour."
"One thing I think Sweet Security can definitely improve is that they have a lot of features, but the UI right now is not so well designed in my opinion."
"One area for improvement could be the alerts, as we have an issue with the alert time, the time it takes for the system to send the alert, but besides that, there is nothing special."
"The option to run specific playbooks through Sweet Security platform would help us a lot, but these must be fully customizable."
 

Pricing and Cost Advice

"We have an enterprise license. It is affordable. I'm not sure, but I think we pay 150,000 rupees per month."
"The features included in PingSafe justify its price point."
"I understand that SentinelOne is a market leader, but the bill we received was astronomical."
"PingSafe's primary advantage is its ability to consolidate multiple tools into a single user interface, but, beyond this convenience, it may not offer significant additional benefits to justify its price."
"I wasn't sure what to expect from the pricing, but I was pleasantly surprised to find that it was a little less than I thought."
"Its pricing is okay. It is in line with what other providers were providing. It is not cheap. It is not expensive."
"PingSafe falls somewhere in the middle price range, neither particularly cheap nor expensive."
"The cost for PingSafe is average when compared to other CSPM tools."
Information not available
Information not available
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Top Industries

By visitors reading reviews
Financial Services Firm
14%
Computer Software Company
11%
Manufacturing Company
9%
Government
6%
Financial Services Firm
25%
Manufacturing Company
11%
Computer Software Company
9%
Government
5%
Wellness & Fitness Company
11%
Healthcare Company
10%
Manufacturing Company
8%
Outsourcing Company
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business49
Midsize Enterprise22
Large Enterprise55
By reviewers
Company SizeCount
Small Business1
Midsize Enterprise3
Large Enterprise6
No data available
 

Questions from the Community

What do you like most about PingSafe?
The dashboard gives me an overview of all the things happening in the product, making it one of the tool's best featu...
What is your experience regarding pricing and costs for PingSafe?
Regarding the pricing for SentinelOne Singularity Cloud Security, I do not think it is something I can compare.
What needs improvement with PingSafe?
I do not see room for improvement in SentinelOne Singularity Cloud Security. In the future, I would like to see the i...
What do you like most about JFrog Xray?
JFrog Xray shows us a list of vulnerabilities that can impact our code.
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...
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...
What is your experience regarding pricing and costs for Sweet Security?
One very strong point of Sweet Security is their pricing. It's really good. Also, their team is very good, very respo...
What needs improvement with Sweet Security?
One thing I think Sweet Security can definitely improve is that they have a lot of features, but the UI right now is ...
What is your primary use case for Sweet Security?
I'm mostly using Sweet Security for real-time infrastructure security. If there is any threat, I want to detect it in...
 

Also Known As

PingSafe
JFrog Security Essentials
No data available
 

Overview

 

Sample Customers

Information Not Available
google, amazon, cisco, netflix, oracle, vmware, facebook
Information Not Available
Find out what your peers are saying about JFrog Xray vs. Sweet Security and other solutions. Updated: March 2026.
885,311 professionals have used our research since 2012.