Sysdig Secure vs Zscaler Zero Trust Exchange Platform comparison

The compared Sysdig and Zscaler solutions aren't in the same category. Sysdig is ranked #15 in CNAP , with an average rating of 8.3, and holds a 3.3% mindshare in the category. Zscaler is ranked #4 in SASE , with an average rating of 8.4, and holds a 9.5% mindshare. Additionally, 100% of Sysdig users are willing to recommend the solution, compared to 98% of Zscaler users who would recommend it.

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Executive SummaryUpdated on Feb 8, 2026

Sysdig Secure and Zscaler Zero Trust Exchange compete in cybersecurity. Sysdig leads in pricing and customer support, while Zscaler provides superior security features that justify its higher price.

Features: Sysdig Secure offers container and Kubernetes security with runtime threat detection, compliance, and image scanning capabilities. It also integrates well with cloud providers like AWS, Azure, and Google Cloud, offering in-depth visibility. Zscaler Zero Trust Exchange focuses on secure access service edge (SASE) solutions, providing robust cloud security, zero-trust network access, and comprehensive internet access protection. Its API integration and DLP capabilities enhance security management.

Room for Improvement: Sysdig Secure could enhance scalability, streamline UI complexity, and improve the integration process with third-party solutions. Zscaler might benefit from reducing deployment complexity, addressing latency issues in some regions, and refining its threat detection algorithms for better efficiency.

Ease of Deployment and Customer Service: Sysdig Secure is easier to deploy for container environments with supportive customer service. Zscaler's deployment can be complex due to its range of features, yet its strong support teams assist in overcoming these challenges.

Pricing and ROI: Sysdig Secure offers competitive pricing with good ROI for container security, while Zscaler's solution involves higher costs justified by its extensive security features. Zscaler delivers significant ROI for organizations requiring comprehensive security solutions.

To learn more, read our detailed Sysdig Secure vs. Zscaler Zero Trust Exchange Platform Report (Updated: July 2025).

Buyer's Guide

Sysdig Secure vs. Zscaler Zero Trust Exchange Platform

July 2025

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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...

Mindshare comparison

Cloud-Native Application Protection Platforms (CNAPP) Mindshare Distribution
Product	Mindshare (%)
Sysdig Secure	3.3%
Wiz	17.4%
Prisma Cloud by Palo Alto Networks	12.4%
Other	66.9%

Cloud-Native Application Protection Platforms (CNAPP)

Secure Access Service Edge (SASE) Mindshare Distribution
Product	Mindshare (%)
Zscaler Zero Trust Exchange Platform	9.5%
Prisma Access by Palo Alto Networks	11.8%
Cato SASE Cloud Platform	9.8%
Other	68.9%

Secure Access Service Edge (SASE)

Featured Reviews

Satyavijay Chavan

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.

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Mumu Muhaemin

DevSecOps Engineer at a outsourcing company with 1,001-5,000 employees

Runtime threat detection has improved and security teams prioritize real Kubernetes risks

The best feature Sysdig Secure offers is threat detection. The threat detection feature on Sysdig Secure stands out compared to other solutions I have seen or used because Sysdig sees the actual behavior inside the container or kernel and correlates it with Kubernetes infrastructure, which makes detection both earlier and more precise in a cloud-native environment. Sysdig Secure has positively impacted our organization by improving visibility into our Kubernetes environment and focusing on real risk, which has reduced alert noise, improved threat detection at runtime, and made vulnerability management more efficient by prioritizing issues that actually affect running workloads.

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Zaheer_Khan

Cybersecurity Senior Program Manager at Dayforce

Secure access has improved remote work and has reduced vulnerabilities across our workforce

Zscaler Zero Trust Exchange Platform probably needs to be more efficient because scanning takes a lot of time. Some vulnerabilities create issues, and when we wanted to identify the source of the vulnerabilities, specifically focusing on mobile ID and related areas, it was unable to provide assistance. However, according to discussions with Zscaler Zero Trust Exchange Platform, they said that by the end of mid-2026, they are exploring these features, and probably those features can be incorporated or embedded into this particular system. That is the only major negative point.In terms of responses, Zscaler Zero Trust Exchange Platform is good. In terms of controlling vulnerability, it is good. The only cons I have noticed is that it is a bit slower, and sometimes it is unable to identify the source. These are the key areas for improvement.

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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

"SentinelOne Singularity Cloud Security improved our risk posture significantly, helped reduce our mean time to detect and mean time to remediate, and enabled collaboration across cloud security, development, and AppSec teams, saving engineering time by approximately three to four hours."

"The SentinelOne Singularity Cloud Security has substantially affected my risk posture, as it was the first tool that notified me of the public exposure of a repository by a developer, allowing me to resolve the issue within minutes."

"Cloud Native Security helps us discover vulnerabilities in a cloud environment like open ports that allow people to attack our environment. If someone unintentionally opens a port, we are exposed. Cloud Native Security alerts us so we can remediate the problem. We can also automate it so that Cloud Native Security will fix it."

"It is pretty easy to integrate with this platform. When properly integrated, it monitors end-to-end."

"The most valuable aspects of SentinelOne Singularity Cloud Security are its alerting system and the remediation guidance it provides."

"Overall, I would rate it a ten on ten for cloud security."

"The ease of use of the platform is very nice."

"SentinelOne is far superior to our previous solution, Accops, due to its seamless updates, effortless maintenance, and user-friendly interface and dashboard."

More SentinelOne Singularity Cloud Security pros

"I have not seen any stability issues so far."

"Sysdig Secure has positively impacted our organization by improving visibility into our Kubernetes environment and focusing on real risk, which has reduced alert noise, improved threat detection at runtime, and made vulnerability management more efficient by prioritizing issues that actually affect running workloads."

"We appreciate this feature, especially when combined with CD monitoring. The implementation of requested features has been remarkable, such as scanning for compliance in CRM processes for the US government. We heavily rely on this feature to assess compliance with federal requirements."

"From a container-based standpoint, it offers excellent scalability to its users...I would tell those planning to use the solution that, from a container standpoint, it's excellent."

"Sysdig Secure has many strong foundational features like compliance and benchmark, security, network access management, and vulnerability management."

"The proactiveness of the support has been fantastic. Every time we mention something in a meeting that we're trying to do, he proactively takes that as an investigation topic and looks into it. He'll provide the solution even though we might not have asked him to investigate it."

"The log monitor is the most valuable feature."

"The tool has the capability to conduct scans initially. It can perform scans on your virtual machines, physical machines, containers, and container images. A standout feature is its ability to scan offline container images stored in your container registry. Additionally, it can scan runtime images in your cluster or on your host machine. This allows for the detection of vulnerabilities in running containers, including loaded libraries. Notably, the tool can identify which library vulnerabilities are already present in your system. An added advantage is its capacity to take action beyond threat detection. It has the ability to block access and respond to encountered threats."

More Sysdig Secure pros

"Zscaler Private Access is a platform that eliminates the complexity of VPN configuration."

"We don't need to connect anymore. It is automatically connected when you log on in Windows."

"As a cloud-based service, it is very easily implemented."

"The most valuable features of Zscaler SASE include web filtering, application control, and the private access configuration."

"Zscaler CASB's latency and architecture are excellent."

"Sandboxing, DLP, and SSL inspection engine are the most valuable features of Zscaler SASE."

"The product provides a seamless user experience."

"The most valuable features are the File Type Control and SSL bypass policies. We"

More Zscaler Zero Trust Exchange Platform pros

Cons

"There's an array of upcoming versions with numerous features to be incorporated into the roadmap. Customers particularly appreciate the service's emphasis on intensive security, especially the secret scanning aspect. During the proof of concept (POC) phase, the system is required to gather logs from the customer's environment. This process entails obtaining specific permissions, especially in terms of gateway access. While most permissions for POC are manageable, the need for various permissions may need improvement, especially in the context of security."

"It does not bring much threat intel from the outside world. All it does is scan. If it can also correlate things, it will be better."

"I believe the UI/UX updates for SentinelOne Singularity Cloud Security have room for improvement."

"Singularity Cloud Security currently lacks a break-glass account function, which is a critical component for implementing Single Sign-On as it allows for regaining access in emergencies."

"The SentinelOne customer support needs improvement, as they are sometimes late in responding, which is critical in a production issue."

"SentinelOne Singularity Cloud Security could be improved with easier integrations to the Singularity Data Lake, particularly for various vendors."

"SentinelOne Singularity Cloud Security is an excellent CSPM tool, but the CWPP features need to improve, and there is a scope for more application security posture management features. There aren't many ASPM solutions on the market, and existing ones are costly. I would like to see SentinelOne Singularity Cloud Security develop into a single pane of glass for ASPM, CSPM, and CWPP. Another feature I'd like to see is runtime protection."

"Their search feature could be better."

More SentinelOne Singularity Cloud Security cons

"I give it an eight because of the bugs, specifically the fix version bug where sometimes there is no fix version shown, and I wish Sysdig Secure would create a customizable UI that orders features by importance to enhance user experience."

"The solution needs to improve overall from a CSPM standpoint since they can't compete with Wiz or Orca."

"Banks and financial institutions cannot use Sysdig Secure because it doesn't sell SaaS-hosted versions for under two hundred working nodes."

"Sysdig's biggest weakness is dashboarding and reporting. You have access to the data and can get everything you need, but we need the ability to summarize the information quickly in a format that senior leaders can understand. We report to the executive level and global board. I need to roll all that in-depth information into a quick summary, and their maturity level isn't there. I'm seeing that on the future road map, but it isn't there now."

"Reporting can definitely be better. Live dashboards should be configurable for a longer period of time rather than 30 days. Being able to go back in time to compare six months ago to today would be valuable."

"Sysdig Secure works well for us, but there are a few areas for improvement, such as the alerting and notification system being more flexible for complex workflows, and some dashboard and reporting features could be more customizable to match specific team needs."

"The dashboard could be more simple and show the more important issues that are detected first. We'd like to be able to set it up so more important issues show up more prominently in the dashboard."

"There was a security concern related to a specific feature. While the feature itself was promising, it posed a challenge. The situation revolved around code scanning. If your source code is hosted within your own premises, say on Bitbucket, you naturally wouldn't want your code to be accessible to external parties beyond your company. Keeping your code base private is a standard practice. However, in the case of code scanning using Sysdig Secure, they copy your code to their SaaS platform. This posed an issue for us. When we inquired about this, their response acknowledged the concern. In an upcoming release, they plan to enable code scanning within your on-premises environment through the assistance of an agent. This change is already in progress. While this tool stands out compared to existing solutions in the market, it's important to note that there are still some limitations to consider. Another drawback we encountered relates to our expertise with Kubernetes. The tool can monitor Kubernetes audit logs, triggering alerts and notifications. However, it falls short in terms of taking direct action based on these alerts. There are different methods of event capture, including through system labels and system calls, as well as via Kubernetes audit events. Notably, at the system level, Sysdig Secure can both detect and respond to events, allowing actions like blocking and warning. This proactive approach is effective at the system call level. However, when it comes to monitoring Kubernetes audit events, Sysdig Secure can only notify without being able to execute any further actions. It can't block access or containers. The vendor likened their role to that of a monitoring camera, observing events and sending notifications without the capacity to intervene. This limitation applies to Kubernetes audit events. Given that everything operates within our system, there is a workaround available: configuring system-level policies to block containers as necessary."

More Sysdig Secure cons

"There are latency issues with the solution. They are small, however, they are there when you compare it to other vendors."

"To enhance their offering, it is advisable for them to focus on strengthening the foundation of their architecture. Additionally, they should consider integrating a broader range of services that go beyond what managed service providers typically offer independently."

"The pricing for Private Access seems to be on the expensive side, and I believe they should consider making it more competitive with other solutions."

"The connectivity monitoring part should be included in the core license without any extra charges."

"Occasionally, issues arise in the LogStack by a third party, particularly for government websites accessed by numerous users."

"The granularity in blocking is not sufficient, as new domains are automatically blocked for 30 days without further information."

"It's an expensive solution."

"Sometimes, support takes time since the solution has some bugs that need fixing."

More Zscaler Zero Trust Exchange Platform cons

Pricing and Cost Advice

"While SentinelOne Singularity Cloud Security offers robust protection, its high cost may be prohibitive for small and medium-sized businesses."

"Pricing is based on modules, which was ideal for us."

"The tool is cost-effective."

"The features included in PingSafe justify its price point."

"The cost for PingSafe is average when compared to other CSPM tools."

"It's a fair price for what you get. We are happy with the price as it stands."

"PingSafe is not very expensive compared to Prisma Cloud, but it's also not that cheap. However, because of its features, it makes sense to us as a company. It's fairly priced."

More SentinelOne Singularity Cloud Security pricing and cost advice

"The solution's pricing depends on the agents...In short, the price depends on the environment of its user."

"I am always going to say that it could be a little bit cheaper. I do feel that it is a little bit on the expensive side."

"In comparison to other cloud solutions, it's reasonably priced. However, when compared to in-house built open-source projects, it might be considered somewhat costly. The cost depends on whether someone sees the support provided by Sysdig as an advantage or if it's deemed unnecessary. Personally, I find the support to be excellent and consider it a good value."

"Sysdig is competitive. The quality matches the pricing. Obviously, everyone wants things to be cheaper, but if you're realistic, you acknowledge that quality service comes with a price. Sysdig is the gold standard for Kubernetes, and I wouldn't choose anything else. We live in Kubernetes. Everything is containerized, so that means a lot to us, and we're willing to make an investment."

"It is quite costly compared to other tools."

"The solution has increased prices this year."

"The solution is expensive."

"Pricing for Zscaler Private Access is moderate. It's acceptable, though I can't give you the exact price currently. It's not too expensive, and on a scale of one to five, I would rate it a four out of five in terms of pricing."

"The product has reasonable pricing."

"The pricing is expensive and on the higher end. Honestly, in my opinion, it is not worth the price."

"In terms of market positioning, I would describe Zscaler Private Access as offering optimal pricing. Based on our experience, Cato Networks tends to be slightly more expensive."

"The cost is expensive. It depends on the number of users."

"The licensing model for Zscaler Cloud DLP allows you to only buy what you need. You don't need to buy it as a whole, so it's good."

More Zscaler Zero Trust Exchange Platform pricing and cost advice

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Top Industries

By visitors reading reviews

Financial Services Firm

14%

Computer Software Company

12%

Manufacturing Company

10%

Government

Financial Services Firm

18%

Computer Software Company

13%

Manufacturing Company

Comms Service Provider

Financial Services Firm

13%

Computer Software Company

10%

Manufacturing Company

10%

Insurance Company

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

By reviewers
Company Size	Count
Small Business	48
Midsize Enterprise	22
Large Enterprise	55

By reviewers
Company Size	Count
Small Business	6
Midsize Enterprise	2
Large Enterprise	5

By reviewers
Company Size	Count
Small Business	16
Midsize Enterprise	12
Large Enterprise	42

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...

See all answers

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.

See all answers

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...

See all answers

What do you like most about Sysdig Secure?

The proactiveness of the support has been fantastic. Every time we mention something in a meeting that we're trying t...

See all answers

What needs improvement with Sysdig Secure?

Sysdig Secure works well for us, but there are a few areas for improvement, such as the alerting and notification sys...

See all answers

What is your primary use case for Sysdig Secure?

Our primary use case for Sysdig Secure is runtime threat detection and vulnerability management.

See all answers

What is the better solution - Prisma Access or Zscaler Private Access?

We looked into Prisma Access before choosing Zscaler Private Access (ZPA). Palo Alto’s Prisma Access is a secure ac...

See all answers

What do you like most about Zscaler SASE?

The most valuable features of Zscaler Private Access are reliability, scalability, and availability.

See all answers

What needs improvement with Zscaler SASE?

The solution needs to improve a lot of aspects.

See all answers

Comparisons

Wiz vs SentinelOne Singularity Cloud Security

Compared 10% of the time

Prisma Cloud by Palo Alto Networks vs SentinelOne Singularity Cloud Security

Compared 9% of the time

Microsoft Defender for Cloud vs SentinelOne Singularity Cloud Security

Compared 6% of the time

CrowdStrike Falcon Cloud Security vs SentinelOne Singularity Cloud Security

Compared 5% of the time

Tenable Security Center vs SentinelOne Singularity Cloud Security

Compared 2% of the time

More SentinelOne Singularity Cloud Security Competitors

Aqua Cloud Security Platform vs Sysdig Secure

Compared 11% of the time

Wiz vs Sysdig Secure

Compared 9% of the time

Prisma Cloud by Palo Alto Networks vs Sysdig Secure

Compared 8% of the time

Sysdig Falco vs Sysdig Secure

Compared 5% of the time

FortiCNAPP vs Sysdig Secure

Compared 4% of the time

More Sysdig Secure Competitors

Cato SASE Cloud Platform vs Zscaler Zero Trust Exchange Platform

Compared 8% of the time

Prisma Access by Palo Alto Networks vs Zscaler Zero Trust Exchange Platform

Compared 5% of the time

FortiSASE vs Zscaler Zero Trust Exchange Platform

Compared 4% of the time

Check Point Harmony SASE (formerly Perimeter 81) vs Zscaler Zero Trust Exchange Platform

Compared 4% of the time

Cloudflare One vs Zscaler Zero Trust Exchange Platform

Compared 4% of the time

More Zscaler Zero Trust Exchange Platform Competitors

Product Reports

Buyer's Guide

SentinelOne Singularity Cloud Security

February 2026

SentinelOne Singularity Cloud Security report

Download SentinelOne Singularity Cloud Security product report

Buyer's Guide

Sysdig Secure

February 2026

Download Sysdig Secure product report

Buyer's Guide

Zscaler Zero Trust Exchange Platform

February 2026

Zscaler Zero Trust Exchange Platform report

Download Zscaler Zero Trust Exchange Platform product report

Also Known As

PingSafe

No data available

Zscaler SASE, Zscaler DLP, Zscaler CASB, Zscaler CSPM, Zscaler Browser Isolation, Zscaler Posture Control

Overview

SentinelOne Singularity Cloud Security offers a streamlined approach to cloud security with intuitive operation and strong integration capabilities for heightened threat detection and remediation efficiency.

Singularity Cloud Security stands out for its real-time detection and response, effectively minimizing detection and remediation timelines. Its automated remediation integrates smoothly with third-party tools enhancing operational efficiency. The comprehensive console ensures visibility and support for forensic investigations. Seamless platform integration and robust support for innovation are notable advantages. Areas for development include improved search functionality, affordability, better firewall capabilities for remote users, stable agents, comprehensive reporting, and efficient third-party integrations. Clarity in the interface, responsive support, and real-time alerting need enhancement, with a call for more automation and customization. Better scalability and cost-effective integration without compromising capabilities are desired.

What are SentinelOne Singularity Cloud Security's standout features?

Ease of Use: Intuitive operation simplifies navigation across platforms.
Real-Time Detection: Quick identification and response to threats.
Automated Remediation: Streamlines recovery processes with integration capabilities.
Forensic Visibility: Aids in thorough threat analysis and prevention strategies.
Comprehensive Console: Offers full visibility and historical data tracking.
Platform Integration: Supports seamless operation across cloud and hybrid environments.

What benefits should users expect from SentinelOne Singularity Cloud Security?

Enhanced Efficiency: Automation and third-party integration improve threat response.
Improved Detection: Reduces mean time to detect and respond to threats.
Operational Support: Comprehensive visibility and forensic tools aid operational decisions.
Cost Efficiency: Affordable integration with scaling capabilities without high overhead.

SentinelOne Singularity Cloud Security is deployed in industries needing robust cloud security posture management, endpoint protection, and threat hunting. Utilized frequently across AWS and Azure, it assists in monitoring, threat detection, and maintaining compliance in diverse environments while providing real-time alerts and recommendations for proactive threat management.

SentinelOne

In the cloud, every second counts. Attacks move at warp speed, and security teams must protect the business without slowing it down. Sysdig stops cloud attacks in real time, instantly detecting changes in risk with runtime insights, a unique AI architecture, and open source Falco. Sysdig delivers live visibility by correlating signals across cloud workloads, identities, and services to uncover hidden attack paths. By knowing what is running, teams can prioritize the vulnerabilities, misconfigurations, permissions, and threats that matter most. From prevention to defense, Sysdig helps enterprises move faster and focus on what matters: innovation.

Sysdig. Secure Every Second.

Sysdig

Zscaler Zero Trust Exchange enhances security with seamless cloud-based connectivity and VPN-less operation, offering integration with multiple identity providers and advanced security features, suitable for remote work environments.

Zscaler Zero Trust Exchange provides secure, adaptive connectivity without traditional VPNs, allowing organizations to replace legacy systems and bolster remote work security. The platform offers cloud-based protection, single sign-on, dynamic URL categorization, and scalable solutions. While advanced security features like DLP and threat protection enhance data protection, users may face issues with speed, connectivity, and some customization options. Integration challenges, latency due to multi-tenant hosting, reporting delays, and licensing costs require consideration. It supports secure internet access and private application security, ensuring traffic control and data compliance.

What are the key features of Zscaler Zero Trust Exchange?

VPN-less Connectivity: Enables secure remote access without traditional VPNs.
Cloud-based Security: Offers scalable protection utilizing cloud infrastructure.
Single Sign-On: Integrates with multiple identity providers for streamlined access.
Dynamic URL Categorization: Provides real-time URL filtering to enhance security.
Advanced Threat Protection: Detects and mitigates sophisticated threats effectively.
Customizable Policies: Allows tailored security protocols to fit unique requirements.
Comprehensive DLP: Protects sensitive data through robust data loss prevention.
Integration Capabilities: Connects seamlessly with cloud services and applications.

What are the benefits of using Zscaler Zero Trust Exchange?

Enhanced Security: Delivers consistent protection regardless of user location.
Improved Compliance: Ensures adherence to data protection regulations.
Streamlined Access: Simplifies connectivity to private and cloud applications.
Scalability: Supports expanding organizational demands with cloud scalability.
Real-time Visibility: Provides instant insights into security incidents and network traffic.

Zscaler Zero Trust Exchange is deployed across industries to secure remote access and enforce zero trust principles. Organizations in finance, healthcare, and technology sectors utilize it for secure internet access and visibility into cloud applications, enhancing performance and compliance in dynamic environments.

Zscaler

Sample Customers

Information Not Available

SAP Concur, Goldman Sachs, Worldpay, Experian, BigCommerce, Arkose Labs, Calendly, Noteable, Bloomreach. More here: https://sysdig.com/customers/

Siemens, AutoNation, GE, NOV

Buyer's Guide

Sysdig Secure vs. Zscaler Zero Trust Exchange Platform

July 2025

Free Report: Sysdig Secure vs. Zscaler Zero Trust Exchange Platform

Find out what your peers are saying about Sysdig Secure vs. Zscaler Zero Trust Exchange Platform and other solutions. Updated: July 2025.

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