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Saner Platform

  • Saner Platform Release Notes
    • Release Notes Saner 6.4.1
    • Release Notes SanerNow 6.4
    • Release Notes SanerNow 6.3.1
    • Release Notes SanerNow 6.3
    • Release Notes SanerNow 6.2.1
    • Release Notes SanerNow 6.2.0.3
    • Release Notes SanerNow 6.2.0.1
    • Release Notes SanerNow 6.2
    • Release Notes SanerNow 6.1.1
    • Release Notes SanerNow 6.1
    • Release Notes SanerNow 6.0
    • Release Notes SanerNow 5.3.1
    • Release Notes SanerNow 5.3
    • Release Notes SanerNow 5.2
    • Release Notes SanerNow 5.1
    • Release Notes SanerNow 5.0
    • Release Notes SanerNow 4.8.0.0
    • Release Notes SanerNow 4.7.0.0
    • Release Notes SanerNow 4.6.0.0
    • Release Notes SanerNow 4.5.0.0
    • Release Notes SanerNow 4.4.0.0
    • Release Notes SanerNow 4.3.0.0
    • Release Notes SanerNow 4.2.2.1
    • Release Notes SanerNow 4.2.2.0
    • Release Notes SanerNow 4.2.1.0
    • Release Notes SanerNow 4.2.0.0
    • Release Notes SanerNow 4.1.1.0
    • Release Notes SanerNow 4.0.0.5
  • Saner Platform Guide
    • Saner Platform Function Guides
    • Saner Device Management User Guide
  • FAQs
    • Saner CVEM Technical FAQs
  • How Tos
    • General
      • How to increase the subscription count for an Account in Saner CVEM
      • How to increment license count for an Organization in Saner CVEM
      • How to provision Saner tools for an Organization
      • How to change subscription type in Saner CVEM
      • How to sign-up with Saner CVEM?
      • How to create a new account in Saner CVEM?
      • How to create a new user in Saner CVEM?
      • How to enable SSO authentication policy in Saner CVEM?
      • How to set alerts in SanerNow?
      • How to view, download and filter the audit logs?
      • How to designate Saner Agent to perform network scan?
      • How to Co-Brand with your logo?
      • How to fetch the details of the mandatory fields from the Okta account?
      • How to create MFA policy for Okta?
      • How to fetch the details of the mandatory fields from the PingID account?
      • How to create MFA policy for PingID?
      • How to fetch the details of the mandatory fields from the PingOne account?
      • How to create MFA policy for PingOne?
      • How to download and install Saner Agent in Mac?
      • How to download and install Saner agent in Linux?
      • How to download and install the Saner agent in Windows?
      • How to update the expiry date of an existing subscription?
      • How to manage users and their preferences using role-based access?
      • How to uninstall SanerNow Agent using SanerNow Offline deployer tool.
      • How to onboard a new organization?
      • How to deploy SanerNow Agent using SanerNow Offline deployer tool.
      • How to install a Saner agent through the command line?
      • How to uninstall the Saner agent through command line?
    • Saner Reports
      • How to configure mail settings to email Report PDF?
      • How to create a custom report in SanerNow?
      • How to schedule for the report back up?
    • Saner Device Management
      • How to create custom groups in Saner CVEM
    • Saner Mail Settings
      • How to create new mail settings in Saner?
      • How to use OAuth-enabled authentication in Saner mail settings
      • How to create OAuth Client ID and Client Secret for Gmail
      • How to create OAuth Client ID and Client Secret for Microsoft 365.
  • Supported OSs and Platforms
    • Operating Systems and Platforms Supported
    • Supported Third-party Applications for Patching

Saner Cloud

  • Before You Begin
    • Glossary of Terms
    • Read me First
  • Get Started
    • Saner Cloud Deployment Guides
      • Azure Onboarding
      • Troubleshooting
      • Get Started with Saner CNAPP AWS Cloud Deployment V1.0
      • Onboarding with AWS Credentials(Least Recommended Method)
      • Onboarding with AWS Role(Manual)
      • Onboarding with AWS Role CloudFormation (Automatic): Recommended
    • Roles and Permissions
      • Roles and Permissions for AWS Remediation Access
      • Roles and Permissions for Azure Onboarding, Detection, and Remediation
  • Learn About
    • Excessive Permission Categories Evaluated Across Different Cloud Services
    • Publicly Accessible Resources
    • Patch Aging and Patch Impact
    • SecPod Default Benchmarks
    • Watchlists
    • Cloud Workload Protection Platform(CWPP)
    • Overview of Report Views in Saner Cloud
    • Whitelisting Resources
    • Saner Plasma AI Assistant for Seamless User Interaction
    • Critical Events to Monitor in AWS
    • High-Privilege Actions in Critical Activity Logs for AWS
    • Audit Logs in Saner Cloud
    • Excessive Permissions
    • Alerts in SanerCloud
  • User Guides
    • Cloud Security Remediation Management(CSRM) User Guide
    • Cloud Infrastructure Entitlement Management(CIEM) User Guide
    • Cloud Security Posture Anomaly(CSPA) User Guide
    • Cloud Security Asset Exposure(CSAE) User Guide
    • Cloud Security Posture Management(CSPM) User Guide
  • Tell Me How
    • How to Configure Automation Rule to Remediate Misconfigurations?
    • How to Manage Report Views at Organization-level in Saner Cloud?
    • How to Get a Cohesive View from Saner Cloud Unified Dashboard?
    • How to Use Tags to Quickly Filter Resources?
    • How to Troubleshoot Issues with Audit Logs?
    • How to Manage Groups and Tags in Saner Cloud?
    • How to Manage Report Views for a User Account in Saner Cloud?
    • How to Troubleshoot or Analyze with Critical Activity Logs?
    • How to Setup Alerts Across SanerCloud Tools?
    • How to Take Action on Alert Notifications from SanerCloud?
    • CSAE
      • How to Setup Watchlist Configuration for a Resource?
      • How to Identify Outdated Resources for Cleanup?
      • How does Resource Categorization Work in Saner CSAE?
      • How to Identify Resources Exposed to External Network?
      • How to Understand the Resource Footprint Globally Across Various Regions?
      • How to Make Informed Decisions on Your Expenditure based on Resource Usage Graph?
    • CSPM
      • How to Setup Benchmarks in Saner CSPM?
      • How to Use Quick Evaluation Benchmarks?
      • How to Detect Patterns over a Period with Resource Trends?
      • How to Assess System Compliance and Security Posture?
    • CSPA
      • How to Initiate Patch Remediation from CSPA Dashboard?
      • How to Quickly Identify the Detected and Remediated Anomalies for an Account?
      • How to Prioritize Remediation or Fixes based on Confidence Levels?
      • How to Examine the Overall Anomaly Information for Specific Rules or Checks?
      • How to Search and Retrieve Anomaly Data?
      • How to Whitelist Rules or Resources in Cloud Security Scans?
    • CIEM
      • How to See the Active Version for an IAM Policy?
      • How to Troubleshoot or Analyze with Critical Activity Logs?
      • How to View by Type and Usage for any Identity in CIEM?
      • How to Get Visibility into Cloud Entitlements?
      • How to Use Evidence to Address Policies with Excessive Permission?
      • How to Know the Excessive Permissions on a Specific Service?
      • How to Visually See the Relationship between Identity, Entitlement, Policy, or Permission?
      • How to Determine if a Policy has Excessive Permission?
      • How to Initiate Patch Remediation from CIEM Dashboard?
    • CSRM
      • How to Configure Automation Rule to Remediate Misconfigurations?
      • How to Create a Patching Task for Items Currently in “Approval Pending” State?
      • How to Evaluate Remediation Effort with Patching Impact Chart?
      • How to Prioritize and Address Older or High-Risk Anomalies with Patch Aging?
      • How to Monitor the Overall Status of the Remediation Job?
      • How do I Get to Know the Regions Impacted by a Specific Rule?
      • How to View the Severity of a Missing Patch Affected by a Rule?
      • How to Address Missing Patches Via Remediation Tasks?
      • How to Quickly Access the Necessary Tool for Remediation and Begin Patching Tasks?
  • Frequently Asked Questions
    • Saner Cloud Technical FAQs
  • Saner Cloud Release Notes
    • Saner Cloud – V.1.1 Release Notes
    • Saner Cloud – V.1.0 Release Notes
  • Security Intelligence for Saner Cloud
    • Infrastructure Entitlement Checks in AWS and Azure
      • Implementing Infrastructure Entitlement Checks in Azure
      • Implementing Infrastructure Entitlement Checks in AWS
    • Posture Anomaly Checks in AWS and Azure
      • Implementing Posture Anomaly Checks in AWS
      • Implementing Posture Anomaly Checks in Azure
    • Benchmark Compliance Rules in AWS and Azure
      • AWS
        • Implementing SecPod Default Rules in AWS
          • Implementing SecPod Global Rules in AWS
          • Implementing SecPod Regional Rules in AWS
        • PCI DSS 3.2.1 Rules in AWS
          • Understand SOC2 Regional Rules in Azure
          • Introduction
          • Understand PCI DSS 3.2.1 Global Rules in AWS
          • Understand PCI DSS 3.2. 1 Regional in AWS
        • CIS 3.0.0 and 4.0.0 Rules in AWS
          • Introduction
          • Understand CIS 3.0.0 Global Rules in AWS
          • Understand CIS 4.0.0 Global Rules in AWS
          • Understand CIS 3.0.0 Regional Rules in AWS
          • Understand CIS 4.0.0 Regional Rules in AWS
        • SOC
          • Implementing SOC 2 Regional Rules in AWS
          • Implementing SOC 2 Global Rules in AWS
        • Implementing HIPAA HITRUST Rules
          • Implementing HIPAA HITRUST Global Rules in AWS
          • Implementing HIPAA HITRRUST Regional Rules in AWS
        • NIST 800-53 Revision 5 Rules in AWS
          • Introduction
          • Understand NIST 800-53 revision 5 Global Rules in AWS
          • Understand NIST 800-53 revision 5 Regional Rules in AWS
      • Azure
        • CIS Rules in Azure
          • Understand CIS 1.1.0 Benchmark Compliance Rules in Azure
          • Understand CIS 3.0.0 Benchmark Compliance Rules in Azure
          • Understand CIS 1.2.0 Global Benchmark Compliance Rules in Azure
          • Understand CIS 2.1.0 Global Benchmark Compliance Rules in Azure
          • Understand CIS 3.0.0 Global Benchmark Compliance Rules in Azure
          • Understand CIS 2.0.0 Regional Benchmark Compliance Rules in Azure
          • Understand CIS 2.1.0 Regional Benchmark Compliance Rules in Azure
          • Understand CIS 3.0.0 Regional Benchmark Compliance Rules in Azure
        • NIST 800-53 Revision Rules in Azure
          • Understand NIST 800-53 Revision 5 Rules in Azure
          • Understand NIST 800-53 Revision 5 Global Rules in Azure
          • Understand NIST 800-53 Revision 5 Regional Rules in Azure
        • SecPod Rules in Azure
          • Understand SecPod Global Rules in Azure
          • Understand SecPod Regional Rules in Azure
          • Understand SecPod Default Rules in Azure
        • HIPAA HITRUST Rules in Azure
          • Understand HIPAA HITRUST 14.7.0 Rules in Azure
          • Understand HIPAA HITRUST 14.7.0 Global Rules in Azure
          • Understand HIPAA HITRUST 14.7.0 Regional Rules in Azure
        • PCI DSS Rules in Azure
          • Understand PCI DSS 4.0 Rules in Azure
          • Understand PCI DSS 4.0 Global Rules in Azure
          • Understand PCI DSS 4.0 Regional Rules in Azure
        • SOC Rules in Azure
          • Understand SOC2 Rules in Azure
          • Understand SOC2 Global Rules in Azure
          • Understand SOC2 Regional Rules in Azure

Saner CVEM

  • Saner CVEM Release Notes
    • Release Notes Saner 6.4.1
    • Release Notes SanerNow 6.4
    • Release Notes SanerNow 6.3.1
    • Release Notes SanerNow 6.3
    • Release Notes SanerNow 6.2.1
    • Release Notes SanerNow 6.2.0.3
    • Release Notes SanerNow 6.2.0.1
    • Release Notes SanerNow 6.2
    • Release Notes SanerNow 6.1.1
    • Release Notes SanerNow 6.1
    • SanerNow Risk Prioritization Launch
    • Release Notes SanerNow 6.0
    • Release Notes SanerNow 5.3.1
    • Release Notes SanerNow 5.3
    • Release Notes SanerNow 5.2
    • Release Notes SanerNow 5.1
    • Release Notes SanerNow 5.0
    • Release Notes SanerNow 4.8.0.0
    • Release Notes SanerNow 4.7.0.0
    • Release Notes SanerNow 4.6.0.0
    • Release Notes SanerNow 4.5.0.0
    • Release Notes SanerNow 4.4.0.0
    • Release Notes SanerNow 4.3.0.0
    • Release Notes SanerNow 4.2.2.1
    • Release Notes SanerNow 4.2.2.0
    • Release Notes SanerNow 4.2.1.0
    • Release Notes SanerNow 4.2.0.0
    • Release Notes SanerNow 4.1.1.0
    • Release Notes SanerNow 4.0.0.5
  • Saner CVEM Guide
    • What’s New in Saner CVEM?
    • Getting Started with Saner CVEM
    • Pre-requisites for Saner CVEM Deployment
    • How does Saner CVEM’s deployment architecture work?
  • Saner CVEM Products
    • Overview of Saner Continuous Vulnerability and Exposure Management
    • Saner CVEM Unified Dashboard User Guide
    • Saner CVEM Asset Exposure User Guide
    • Saner CVEM Continuous Posture Anomaly Management User Guide
    • Data Points IT teams can Fetch from Saner CPAM
    • Posture Anomaly Computation Rules
    • Saner CVEM Vulnerability Management User Guide
    • Saner CVEM Compliance Management User Guide
    • Saner CVEM Risk Prioritization User Guide
    • Saner CVEM Patch Management User Guide
    • Saner CVEM Endpoint Management User Guide
    • Saner CVEM Remote Access User Guide
    • Saner CVEM Network Scanner User Guide
    • Saner CVEM Cyber Hygiene Score User Guide
  • How Tos
    • Saner AE
      • How to blacklist and whitelist applications in Saner AE?
      • How to manage asset licenses using Saner AE?
      • How to run an asset scan using Saner AE?
    • Saner CPAM
      • How to create new response in PA tool?
      • How to build your own detection and response in PA tool?
      • How to whitelist an entire PA ID?
      • How to configure Posture Anomaly tool for custom detection?
      • How to fix Anomalies from PA dashboard?
      • How to fix anomalies detected in your account from All Anomalies Page?
      • How to fix anomalies from PA Summary page?
      • How to delete PA scan preferences?
      • How to schedule PA Scans on Daily, Weekly, and Monthly basis?
      • How to launch Posture Anomaly scans?
    • Saner VM
      • How to automate and schedule vulnerability scans?
      • How to exclude vulnerabilities in Saner VM tool
      • How to manage excluded vulnerabilities in Saner VM?
      • How to remediate vulnerabilities from vulnerability management dashboard?
    • Saner CM
      • How to run a compliance scan?
      • How to custom create a security policy?
      • How to align with PCI security compliance management?
      • How to align with NIST 800-171 security compliance management?
      • How to align with NIST 800-53 security compliance management?
      • How to align with HIPAA security compliance management using Saner CM?
    • Saner PM
      • How to fix firmware in Saner?
      • How to exclude patches in Saner PM?
      • How to manage excluded patches in Saner PM?
      • How to automate patch management in Saner PM?
      • How to roll back patches in Saner PM?
      • How to specify Service Level Agreement (SLA) using Remediation SLA in Saner PM?
      • How to apply missing patches in Saner PM?
      • How to apply the most critical patches in Saner PM?
      • How to perform custom remediation for applications that require paid patches using Saner PM
      • How to check the status of patching activity?
    • Saner EM
      • How to collect all security events from Windows Events Log?
      • How to check password policy set in Windows systems?
      • How to check status of DEP in Windows systems?
      • How to check faulty Anti-Virus (AV) status in Windows systems?
      • How to check for Anti-Virus (AV) status in Windows systems?
      • How to check account lockout policy on Windows systems?
      • How to check if Bit-locker protection is OFF in Windows systems?
      • How to list all inactive users on Windows systems?
      • How to list all guest accounts in Windows systems?
      • How to list all Administrator accounts on Windows systems?
      • How to list last-logon details of users on Windows systems?
      • How to identify all users in Windows systems?
      • How to collect all services that are currently running in Windows systems?
      • How to list all Groups in Windows systems?
      • How to collect all keyboard and pointing devices connected to Windows systems?
      • How to collect all storage devices connected to Windows systems?
      • How to investigate total RAM or CPU threshold (greater than or equal to 80%) in Windows systems?
      • How to collect operating systems information in Windows?
      • How to investigate disks running out of space (<100 MB) in Windows systems?
      • How to collect and investigate disk information on Windows systems?
      • How to collect all installed patches in Windows systems?
      • How to collect all software patches that are hidden in the Windows Update server?
      • How to check the status of Windows Update Server (WSUS/SCCM)?
      • How to collect BIOS information such as serial number, version, manufacturer in Windows systems?
      • How to collect all the important missing patches in Windows systems?
      • How to check wireless security in Linux systems?
      • How to collect mounted disk information on Linux systems?
      • How to check wireless signal quality in Linux systems?
      • How to check all firewall policies on Linux systems?
      • How to collect all Dynamic Host Configuration Protocol (DHCP) information on Linux systems?
      • How to collect DNS information on Linux systems?
      • How to collect ARP entries that are created when a hostname is resolved to an IP address and then to a MAC addressing in Linux?
      • How to check wireless signal quality in Windows systems?
      • How to check wireless security in Windows systems?
      • How to collect all open ports in Windows systems?
      • How to collect all network interfaces in Windows systems?
      • How to investigate DNS cache on Windows systems?
      • How to check all firewall policies on Windows systems?
      • How to collect DNS information on Windows systems?
      • How to collect all the applications with an unknown publisher in Linux systems?
      • How to perform system tuning?
      • How to collect all software licenses in Windows systems?
      • How to identify potentially unwanted programs such as torrent downloaders or unnecessary toolbars running on Windows systems?
      • How to collect a list of applications that are started when you boot your computer?
      • How to collect all the applications with an unknown publisher in Windows systems?
      • How to collect all software licenses in Mac systems?
      • How to collect ARP entries that are created when a hostname is resolved to an IP address and then to a MAC addressing Windows?
      • How to collect all families of operating systems such as Windows, Unix, and macOS?
      • How to collect environment variables set in all operating systems?
      • How to collect all the applications with an unknown publisher in Mac systems?
      • How to delete and quarantine a file?
      • How to start and stop the processes in Saner?
      • How to block blacklisted applications in Saner?
      • How to enable/disable devices in Saner
      • How to manually import devices into Saner?
      • How to deploy software in Saner EM?
      • How to enable and disable firewall settings in Saner AE?
      • How to collect all shared resources on Windows systems?
      • How to collect all Dynamic Host Configuration Protocol (DHCP) information on Windows systems?
      • How to connect to a client machine graphically using Saner Remote Access
  • FAQs
    • Saner CVEM Technical FAQs

Security Intelligence

  • Network Scanner Product Support Matrix
  • Privilege levels for authenticated scans using Saner Network Scanner
  • Overview of Security Content and Intelligence
  • Security Content Statistics
  • Application and OS Remediation Coverage
  • Compliance Benchmark Coverage
  • List of Vulnerability to Exploit/Malware Mapping covered in Saner
  • OVAL Definitions Family-wise Distribution
  • OVAL Definitions Class-wise Distribution
  • OVAL Definitions Platform Coverage
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  • Saner Cloud
  • Frequently Asked Questions
  • Saner Cloud Technical FAQs

Saner Cloud Technical FAQs

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How do I get started with Saner Cloud?

If direct access to the cloud infrastructure is unavailable, users can onboard manually using either of the following methods:

  • Role Stack Creation (Automated): If you are already logged into the AWS, then the system automatically creates the role in your infrastructure with required access to run scans.
  • Role Stack Creation (Manual): Manually create the role offline and upload the Role details to the Saner CNAPP portal.
  • AWS Credential Integration: Use AWS credentials such as an access key and secret key to grant access securely. These credentials are encrypted and securely stored to maintain confidentiality.
  • Azure Credential Integration: Use Azure credentials such as a tenant ID, access key and secret key to grant access securely. These credentials are encrypted and securely stored to maintain confidentiality.

Once the onboarding process is complete, an initial discovery scan is initiated according to the service provision settings.

What measures can we take to secure our account?

SanerCloud supports PingOne MFA and Google Authenticator MFA to enable extra secure access to your account. SanerNow presently supports SMS, Email, and the Authenticator app as PingOne MFA authentication methods.

How are system resources utilized, or how is the CPU performance during
remediation?

During remediation, the CPU average is relatively low. Patches are queued and applied in order. After the remediation operation, or rule, is completed, a scan is done.

What should I do if a remediation patch is not available?

Understand which resource is misconfigured and how and try to change the configuration from the Service Provider end.

Can I find out how long the patch was available and not applied in an organization?

The Patch Aging View  in Saner CSRM helps:

— Understand how many patches have been outstanding the longest

— Identify trends in how quickly your organization remediates vulnerabilities

Is it possible to automate responses/actions upon detection?

The scanner is configured to run continuously, day after day, to identify unwanted
elements or anomalies within the organization and to either fix or whitelist
these anomalies using pre-built response schemes.

Can I see trending reports?

Trend reports in CSPM offers a Graphical depiction providing insight into the count of affected resources or cloud services(like AWS or Azure) over a period of time, helping users track patterns and potentially anticipate future issues. This is useful for identifying recurring vulnerabilities, seasonal spikes, or reductions in affected resources due to implemented security measures.

Can I be alerted to specific incidents on Anomaly detection?

SanerCloud offers pre-defined alert conditions based on standard compliance frameworks (e.g., CIS, HIPAA, PCI-DSS) and general security posture checks like missing patches, unauthorized access attempts, and exposed assets.

I want to avoid unnecessary exposure from resources exposed to public network. Is there a way to identify these publicly accessible cloud resources?

You can utilize the CSAE dashboard to identify which resources are truly accessible from the external network. Resources that need attention are flagged with orange, and those that comply with specifications are in grey making it easy to identify which instances are actively using public network interfaces.

Does Saner Cloud support AI?

Saner Cloud provides Generative AI-Powered Insights for Data Interpretation across every tool. If complex graphs and tables seem overwhelming, the tool interprets visualizations and tabular data, providing human-readable summaries. Users can copy AI-generated insights into reports, presentations, or team discussions, making data-driven decisions more accessible.

Why doesn’t the CIEM resource display on “Geographical Map”?

The geographical map is created to show resources based on their distribution in specific regions. However, global resources do not have a designated location, so they cannot be mapped geographically. CIEM includes global resources, and since these are not linked to any particular region, they do not appear on the geographical map.

Which cloud providers are supported in Saner Cloud?

Saner Cloud supports leading cloud providers like AWS and Azure that offer a vast array of services, each housing multiple resources critical to business operations.

How to Detect Deprecated and Outdated Resources in Use?

Cloud providers frequently deprecate older services. CSAE automatically flags deprecated services that may pose security or functionality risks, allowing teams to migrate to newer alternatives before support is discontinued.

How to Create Custom Watchlist for Critical Resources?

Users can define their own watchlists to monitor critical cloud assets. This feature ensures that high-priority resources are easily accessible, with alerts and filters providing instant visibility into security risks affecting these resources.

I want to make informed decisions on my expenditure based on complete and current
information of resource usage in the last 3months. How does Saner CSAE enable
me to do this?

You can directly view the breakdown of resource usage across different months from the “Cost and Usage” dashboard block.

Does Saner Cloud offer any pre-built benchmarks?

Cloud Security Posture Management (CSPM) is a widely recognized and essential tool designed to detect misconfigurations across various regions of cloud infrastructure by benchmarking them against established standards. SecPod’s Security Intelligence team has developed the SecPod Default Benchmark, an exceptional combination of best practices derived from prominent compliance frameworks like NIST, CIS, PCI, HIPAA, and SOC2. By adhering to the SecPod Default Benchmark, organizations can ensure that their cloud configurations are set to a high standard, with automatic benchmarking against globally recognized compliance frameworks. This approach not only guarantees security but also simplifies the process of meeting stringent regulatory requirements.

How do I identify cloud security findings?

Cloud security findings are obtained through various mechanisms designed for different cloud infrastructures. This process uses SDKs and REST APIs provided by cloud service providers to efficiently extract relevant security data. To optimize performance, advanced scanning techniques are employed to minimize data retrieval while still ensuring a comprehensive analysis. Furthermore, Saner intelligence improves the process by identifying security issues and gathering supporting evidence to validate the findings.

What distinguishes this approach is its integration with effective remediation techniques. This enables true remediation instead of merely providing textual workflows that require manual effort. As a result, security gaps are not only identified but also effectively addressed through actionable, automated solutions.

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