AWS GuardDuty vs Lacework comparison

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4,644 views|3,143 comparisons
90% willing to recommend
Comparison Buyer's Guide
Executive Summary
Updated on Mar 9, 2023

We performed a comparison between AWS GuardDuty and Lacework based on our users’ reviews in five categories. After reading all of the collected data, you can find our conclusion below.

  • Ease of Deployment: Lacework has been described as straightforward to deploy, while AWS GuardDuty can be difficult to integrate when introduced to non-Amazon services.
  • Features: AWS GuardDuty is a continuous cloud security monitoring service that can provide threat detection across multiple Amazon accounts. Lacework is a cloud security service that prioritizes alerts based on their severity and finds vulnerabilities and anomalies in the user’s cloud system. Both services are noted to be in need of improvement in their data mapping and patching components.
  • Pricing: Both products have been described as having decent pricing, however, users have noted that AWS GuardDuty’s “per-gigabyte” licensing can get more expensive as the number of individual accounts increases.
  • Service and Support: The support of both services is described as timely, responsive, and reliable.
  • ROI: Users of Lacework noticed a return on investment in the form of a reduced amount of manual monitoring, while with AWS GuardDuty, they noted that the ROI is more qualitative than quantitative and is difficult to measure exactly.

Comparison results: Based on the parameters we compared, Lacework comes out ahead of AWS GuardDuty. While AWS GuardDuty uses multi-log sourcing to use as input to analyze traffic, it lacks Lacework’s ability to integrate easily with services outside of AWS.

To learn more, read our detailed AWS GuardDuty vs. Lacework Report (Updated: May 2024).
772,679 professionals have used our research since 2012.
Featured Review
Quotes From Members
We asked business professionals to review the solutions they use.
Here are some excerpts of what they said:
Pros
"The most valuable features of PingSafe are the asset inventory and issue indexing.""The mean time to detect has been reduced.""PingSafe offers three key features: vulnerability management notifications, cloud configuration assistance, and security scanning.""PingSafe 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.""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.""The tool identifies issues quickly.""Atlas security graph is pretty cool. It maps out relationships between components on AWS, like load balancers and servers. This helps visualize potential attack paths and even suggests attack paths a malicious actor might take.""It is very straightforward. It is not complicated. For the information that it provides, it does a pretty good job."

More SentinelOne Singularity Cloud Security Pros →

"It kinda just gives us another layer of security. So it does provide some sort of comfort that we do have something that is monitoring for abnormal behavior.""The most valuable features are the single system for data collection and the alert mechanisms.""The solution will detect abnormalities in the AWS workload and alert us so that we can monitor and take action.""One of the advantages of cloud services is the ability to use them on demand. There's minimal installation involved; you can check the latest offerings and make new deployments while dismantling the previous ones. This approach keeps you ahead of potential services, showcasing the agility of AWS.""The solution is easy to use.""It is a highly scalable solution since it is a service by AWS. Scalability-wise, I rate the solution a ten out of ten.""We have over 1,000 employees, and we monitor their activity through AWS GuardDuty.""The out-of-band malware detection from the EBS volumes. It's really cool. No agents or anything needed, it automatically finds and correlates based on malware."

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"The best feature, in my opinion, is the ease of use.""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 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.""For the most part, out-of-the-box, it tells you right away about the things you need to work on. I like the fact that it prioritizes alerts based on severity, so that you can focus your efforts on anything that would be critical/high first, moderate second, and work your way down, trying to continue to improve your security posture.""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.""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.""The most valuable feature, from a compliance perspective, is the ability to use Lacework as a platform for multiple compliance standards. We have to meet multiple standards like PCI, SOC 2, CIS, and whatever else is out there. The ability to have reports generated, per security standard, is one of the best features for me."

More Lacework Pros →

Cons
"Bugs need to be disclosed quickly.""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.""I want PingSafe to integrate additional third-party resources. For example, PingSafe is compatible with Azure and AWS, but Azure AD isn't integrated with AWS. If PingSafe had that ability, it would enrich the data because how users interact with our AWS environment is crucial. All the identity-related features require improvement.""There should be more documentation about the product.""The main area for improvement I want to see is for the platform to become less resource-intensive. Right now, it can slow down processes on the machine, and it would be a massive improvement if it were more lightweight than it currently is.""One area for improvement could be the internal analysis process, specifically the guidance provided for remediation.""We've found a lot of false positives.""I used to work on AWS. At times, I would generate a normal bug in my system, and then I would check PingSafe. The alert used to come after about three and a half hours. It used to take that long to generate the alert about the vulnerability in my system. If a hacker attacks a system and PingSafe takes three to four hours to generate an alert, it will not be beneficial for the company. It would be helpful if we get the alert in five to ten minutes."

More SentinelOne Singularity Cloud Security Cons →

"There is currently no consolidated dashboard for AWS GuardDuty. It would be helpful if they could provide a dashboard based on severity levels (high, medium, low) and offer insights account-wise, especially for users utilizing automation structures.""Because it's a threat detection service, they need to keep up with the various threat factors because new threat factors and attack factors come up all the time.""For me, I would say just the presentation of findings, like the dashboards and other stuff, could be improved a bit.""We currently find Lacework to be much better at detecting vulnerabilities than AWS GuardDuty. The engines of AWS GuardDuty have to be improved.""The product needs to improve its cost-efficiency since it is expensive.""AWS GuardDuty needs to be more customer-oriented.""Improvement-wise, Amazon GuardDuty should have an overall dashboard analytics function so we could see what's in the current environment, and then in addition to that, provide best practices and recommendations, particularly to provide some type of observability, and then figure out the login side of it, based on our current environment, in terms of what we're not monitoring and what we should monitor. The solution should also give us a sample code configuration to implement that added feature or feature request. What I'd like to see in the next release of Amazon GuardDuty are more security analytics, reporting, and monitoring. They should provide recommendations and additional options that answer questions such as "Hey, what can we see in our environment?", "What should we implement within the environment?", What's recommended?" We know that cost will always be associated with that, but Amazon GuardDuty should show us the increased costs or decreased costs if we implement it or don't implement it, and that would be a good feature request, particularly with all products within AWS, just for cloud products in general because there are times features are implemented, but once they're deployed, they don't tell you about costs that would be generated along with those features. After features are deployed, there should a summary of the costs that would be generated, and projected based on current usage, so they would give us the option to figure out how long we're going to use those features and the option to keep those on or turn those off. If more services were like that, a lot more people would use those on the cloud.""Cost changes. It's very expensive. If you turn on every feature, it's more than most commercial vendors. For smaller orgs, that doesn't make sense."

More AWS GuardDuty Cons →

"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.""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.""Lacework lacks remediation features, but I believe they're working on that. They're focused on the reporting aspect, but other features need to improve. They're also adding some compliance features, so it's not worth saying they need to get better at it.""I would like to see a remote access assistance feature. And the threat-hunting platform could be better.""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.""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 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 Lacework Cons →

Pricing and Cost Advice
  • "As a partner, we receive a discount on the licenses."
  • "It's a fair price for what you get. We are happy with the price as it stands."
  • "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."
  • "Singularity Cloud Workload Security's pricing is good."
  • "Singularity Cloud Workload Security's licensing and price were cheaper than the other solutions we looked at."
  • "I understand that SentinelOne is a market leader, but the bill we received was astronomical."
  • "It's not expensive. The product is in its initial growth stages and appears more competitive compared to others. It comes in different variants, and I believe the enterprise version costs around $55 per user per year. I would rate it a five, somewhere fairly moderate."
  • "The pricing is fair. It is not inexpensive, and it is also not expensive. When managing a large organization, it is going to be costly, but it meets the business needs. In terms of what is out there on the market, it is fair and comparable to what I have seen, so I do not have any complaints about the cost"
  • More SentinelOne Singularity Cloud Security Pricing and Cost Advice →

  • "We use a pay-as-you-use license, which is competitively priced in the market."
  • "I don't have all the details in terms of licensing for Amazon GuardDuty, but my organization does have a license set up for it."
  • "In terms of the costs associated with Amazon GuardDuty, it was $1 per GB from what I recall. Pricing was based on per gigabyte. For example, for the first five hundred gigabytes per month, it'll be $1 per GB, so it'll be $500. If your usage was greater, there's another bracket, for example, the next two thousand GB, then there's an add-on cost of 50 cents per GB. That's how Amazon GuardDuty pricing slowly goes up. I can't remember if there was any kind of additional cost apart from standard licensing for the solution. Nothing else that at least comes to mind. What the service was charging was worth it. That was one good thing when using Amazon GuardDuty because my company could be in a certain tier for a certain period. My company wasn't under a licensing model where it could overestimate its usage and under-utilize its usage and pay much more. This was what made the pricing model for Amazon GuardDuty better."
  • "Pricing is determined by the number of events sent."
  • "The pricing model is pay as you go and is based on the number of events per month."
  • "On a scale of one to ten, where one is a high price, and ten is a low price, I rate the pricing a four or five, which is somewhere in the middle."
  • "GuardDuty only enables accounts in regions where you have an active workload. If there are places where you don't have an active workload, you wouldn't even enable them. That's one area where they could allow you to cut down your cost."
  • "The tool has no subscription charges."
  • More AWS GuardDuty Pricing and Cost Advice →

  • "The licensing fee was approximately $80,000 USD, per year."
  • "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."
  • "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."
  • More Lacework Pricing and Cost Advice →

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    Questions from the Community
    Top Answer:The dashboard gives me an overview of all the things happening in the product, making it one of the tool's best… more »
    Top Answer:When I joined my organization, I saw that PingSafe was already implemented. I started to use the tool's alerting… more »
    Top Answer:With anomaly detection, active threat monitoring, and set correlation, GuardDuty alerts me to any unusual user behavior… more »
    Top Answer:80 percent of the customers are using AWS GuardDuty, and we recommend it due to its low cost, especially for small… more »
    Top Answer:One improvement I would suggest for AWS GuardDuty is the ability to assign findings to specific users or groups… more »
    Top Answer:Wiz and Lacework sucks... Buy Orca. 
    Top Answer:Polygraph compliance is a valuable feature. In our perspective, it delivers significant benefits. The clarity it offers… more »
    Top Answer:It is slightly expensive. It depends on how big your environment is, but it is expensive. Right now, we are spending a… more »
    Comparisons
    Also Known As
    PingSafe
    Polygraph
    Learn More
    Overview

    Singularity Cloud Security is SentinelOne’s comprehensive, cloud-native application protection platform (CNAPP). It combines the best of agentless insights with AI-powered threat protection, to secure and protect your multi-cloud infrastructure, services, and containers from build time to runtime. SentinelOne’s CNAPP applies an attacker’s mindset to help security practitioners better prioritize their  remediation tasks with evidence-backed Verified Exploit Paths™. The efficient and scalable runtime protection, proven over 5 years and trusted by many of the world’s leading cloud enterprises, harnesses local, autonomous AI engines to detect and thwart runtime threats in real-time. CNAPP data and workload telemetry is recorded to SentinelOne’s unified security lake, for easy access and investigation.

    Singularity Cloud Security includes both agentless and AI-powered cloud security controls, which represent two halves of our strategy to keep public cloud and container environments safe. Radically reduce your cloud attack surface with Singularity Cloud Native Security, formerly PingSafe, with agentless insights and evidence-based prioritization; protect runtime compute and container with Singularity Cloud Workload Security, SentinelOne’s real-time CWPP, with AI-powered machine-speed blocking of threats.

    Amazon Guard Duty is a continuous cloud security monitoring service that consistently monitors and administers several data sources. These include AWS CloudTrail data events for EKS (Elastic Kubernetes Service) audit logs, VPC (Virtual Private Cloud) flow logs, DNS (Domain Name System) logs, S3 (Simple Cloud Storage), and AWS CloudTrail event logs.

    Amazon GuardDuty intuitively uses threat intelligence data - such as lists of malicious domains and IP addresses - and ML (machine learning) to quickly discover suspicious and problematic activity in a user's AWS ecosystem. Activities may include concerns such as interactions with malicious IP addresses or domains, exposed credentials usage, or changes and/or escalation of privileges.

    GuardDuty is able to easily determine problematic AWS EC2 (Elastic Compute Cloud) instances delivering malware or mining bitcoin. It is also able to trace AWS account access history for evidence of destabilization. such as suspicious API calls resulting in changing password policies to minimize password strength or anomalous infrastructure deployments in new or different never-used regions.

    GuardDuty will continually alert users regarding their AWS environment status and will send the security discoveries to the GuardDuty dashboard or Amazon CloudWatch events for users to view.

    Users can access GuardDuty via:

    • AWS SDKs: Amazon provides users with several software development kits (SDKs) that are made up of libraries and sample code of numerous popular programming languages and platforms, such as Android, iOS, Java, .Net, Python, and Ruby. The SDKs make it easier to develop programmatic access to GuardDuty.

    • GuardDuty HTTPS API: This allows users to issue HTTPS requests directly to the service.

    • GuardDuty Console: This is a browser-based intuitive dashboard interface where users can access and use GuardDuty.

    Amazon Elastic Kubernetes Service (Amazon EKS)

    Kubernetes protection is an optional add-on in Amazon GuardDuty. This tool is able to discover malicious behavior and possible destabilization of an organization's Kubernetes clusters inside of Amazon Elastic Kubernetes Service (Amazon EKS).

    When Amazon EKS is activated, GuardDuty will actively use various data sources to discover potential risks against Kubernetes API. When Kubernetes protection is enabled, GuardDuty uses optional data sources to detect threats against Kubernetes API.

    Kubernetes audit logs are a Kubernetes feature that captures historical API activity from applications, the control plane, users, and endpoints. GuardDuty collates these logs from Amazon EKS to create Kubernetes discoveries for the organization's Amazon EKS assets; there is no need to store or turn on the logs.

    As long as Kubernetes protection remains activated, GuardDuty will continuously dissect Kubernetes data sources from the Amazon EKS clusters to ensure no suspicious or anomalous behavior is taking place.

    Amazon Simple Cloud Storage (S3) Protection

    Amazon S3 allows Amazon GuardDuty to actively audit object-level API processes to discover possible security threats to data inside an organization's S3 buckets. GuardDuty continually audits risk to the organization’s S3 assets by carefully dissecting AWS CloudTrail management events and AWS CloudTrail S3 data events. These tools are continually auditing various CloudTrail management events for potential suspicious activities that affect S3 buckets, such as PutBucketReplication, DeleteBucket, ListBucket, and data events for S3 object-level API processes, such as PutObject, GetObject, ListObject, and DeleteObject.

    Reviews from Real Users

    The most valuable features are the single system for data collection and the alert mechanisms. Prior to using GuardDuty, we had multiple systems to collect data and put it in a centralized location so we could look into it. Now we don't need to do that anymore as GuardDuty does it for us.” - Arunkumar A., Information Security Manager at Tata Consultancy Services

    Lacework is a cloud security platform whose Polygraph Data Platform automates cloud security at scale so customers can innovate with speed and safety. Lacework is the only security platform that can collect, analyze, and accurately correlate data across an organization’s AWS, Azure, GCP, and Kubernetes environments, and narrow it down to the handful of security events that matter. As a breach detection and investigation tool, Lacework provides information on when and how a breach happened, including the users, machines, and applications involved in the breach. By using machine learning and behavioral analytics, the solution can automatically learn what's normal for your environment and reveal any abnormal behavior. In addition, Lacework gives you continuous visibility to find vulnerabilities, misconfigurations, and malicious activity across your cloud environment.

    Lacework Features

    Lacework has many valuable key features. Some of the most useful ones include:

    • Dashboards
    • Reports
    • Workflow management
    • Administration console
    • Governance
    • Policy enforcement
    • Auditing
    • Access control
    • Workflow management
    • Compliance monitoring
    • Anomaly detection
    • Data loss prevention
    • Cloud gap analytics
    • Host compliance

    Lacework Benefits

    There are many benefits to implementing Lacework. Some of the biggest advantages the solution offers include:

    • Security visibility: Get deep observability into your cloud accounts, workloads, and microservices to give you tighter security control.
    • Threat detection: By using Lacework, your organization can identify common security events that target your cloud servers, containers, and infrastructure-as-a-service (IaaS) accounts so you can take action on them quickly.
    • Flexible deployment: With Lacework, you have the option to deploy the way you prefer - either agent or agentless - which provides the visibility needed to have maximum security for cloud accounts and systems. Because Lacework offers an easy-to-deploy layered approach, you gain quick time to value.
    • Configuration compliance: With the Lacework solution, you can easily spot IaaS account configurations that are non-compliant and identify opportunities to apply security best practices.
    • Synced teams: Lacework allows your teams to operate smarter and bridge the gap between security, Dev, and Ops regardless of your team's size or experience level.
    • Gain meaningful security insights: Lacework provides meaningful security insights, alerting you of issues before they reach production from your existing workflows. This way you can build apps quickly and confidently.
    • Increased revenue streams: Because the solution has built-in security from the first line of code early on, it helps users unlock higher revenue streams.
    • Helps avoid development delays: The Lacework solution helps you better prioritize security fixes by making security information accessible to DevOps and security teams for earlier risk mitigation that speeds innovation.
    • Increased productivity: Lacework provides alerts with all the context you need and eliminates data silos and costly investigations, enabling you to boost productivity.
    • Correlate and contextualize behaviors: Lacework can take attributes and data points from your unique environment and correlate them together into behaviors.
    • Simplified cloud security posture and compliance: With the Lacework platform, you can get comprehensive visibility and continuous tracking to reduce risks and meet compliance requirements so you can improve your bottom line.
    • Address vulnerabilities before it is too late: Lacework enables you to limit your attack surface so you can address the riskiest vulnerabilities early in the development cycle.
    Sample Customers
    Information Not Available
    autodesk, mapbox, fico, webroot
    J.Crew, AdRoll, Snowflake, VMWare, Iterable, Pure Storage, TrueCar, NerdWallet, and more.
    Top Industries
    REVIEWERS
    Computer Software Company27%
    Construction Company13%
    Financial Services Firm10%
    Media Company8%
    VISITORS READING REVIEWS
    Computer Software Company21%
    Financial Services Firm15%
    Manufacturing Company10%
    Insurance Company4%
    REVIEWERS
    Financial Services Firm36%
    Computer Software Company14%
    Media Company7%
    Manufacturing Company7%
    VISITORS READING REVIEWS
    Financial Services Firm17%
    Computer Software Company15%
    Manufacturing Company8%
    Healthcare Company5%
    VISITORS READING REVIEWS
    Computer Software Company20%
    Financial Services Firm12%
    Manufacturing Company6%
    Retailer5%
    Company Size
    REVIEWERS
    Small Business39%
    Midsize Enterprise20%
    Large Enterprise41%
    VISITORS READING REVIEWS
    Small Business26%
    Midsize Enterprise13%
    Large Enterprise61%
    REVIEWERS
    Small Business33%
    Midsize Enterprise14%
    Large Enterprise52%
    VISITORS READING REVIEWS
    Small Business20%
    Midsize Enterprise13%
    Large Enterprise67%
    REVIEWERS
    Small Business30%
    Midsize Enterprise40%
    Large Enterprise30%
    VISITORS READING REVIEWS
    Small Business28%
    Midsize Enterprise17%
    Large Enterprise55%
    Buyer's Guide
    AWS GuardDuty vs. Lacework
    May 2024
    Find out what your peers are saying about AWS GuardDuty vs. Lacework and other solutions. Updated: May 2024.
    772,679 professionals have used our research since 2012.

    AWS GuardDuty is ranked 4th in Cloud Workload Protection Platforms (CWPP) with 20 reviews while Lacework is ranked 10th in Cloud Workload Protection Platforms (CWPP) with 9 reviews. AWS GuardDuty is rated 8.2, while Lacework is rated 8.8. The top reviewer of AWS GuardDuty writes "A stellar threat-detection service that has helped bolster security against malicious threats". On the other hand, the top reviewer of Lacework writes "Makes us aware of vulnerabilities and provides a lot of data but it's not easily understood at first look". AWS GuardDuty is most compared with Microsoft Defender for Cloud, Prisma Cloud by Palo Alto Networks, CrowdStrike Falcon Cloud Security, Wiz and Akamai Guardicore Segmentation, whereas Lacework is most compared with Wiz, Prisma Cloud by Palo Alto Networks, Snyk, Microsoft Defender for Cloud and Orca Security. See our AWS GuardDuty vs. Lacework report.

    See our list of best Cloud Workload Protection Platforms (CWPP) vendors.

    We monitor all Cloud Workload Protection Platforms (CWPP) reviews to prevent fraudulent reviews and keep review quality high. We do not post reviews by company employees or direct competitors. We validate each review for authenticity via cross-reference with LinkedIn, and personal follow-up with the reviewer when necessary.