How to Automatically Remediate CVEs Found With Your Scanner

Written by
Kamran Shirazi
Published on
November 14, 2025

In today’s software landscape, vulnerability scanning is a foundational security practice. Every team is doing it, or says they are. But here’s the hard truth: traditional scanners may be giving you a false sense of security.

That’s not because they’re broken. They were built for a world that no longer exists.

Today’s world is different:

  • Containers change daily

  • Dependencies shift hourly

  • Third-party packages explode in complexity

  • CI/CD pushes code continuously

A static scanner simply cannot keep pace with dynamic software.

This article explains why traditional scanners fall short and how RapidFort is redefining vulnerability remediation with a runtime-accurate, automated, and highly effective approach.

Where Traditional Scanners Fall Short

Traditional scanners, including SCA tools, static analyzers, and container image scanners, generally follow a predictable pattern:

  • Inventory components in your codebase or container image

  • Match those components to known CVEs from databases such as NVD

  • Generate long lists of vulnerabilities, often without meaningful context

Useful? Yes. Sufficient? Not anymore. Here are the structural limitations that make traditional scanning incomplete:

1. Static analysis only

Conventional scanners evaluate what is present in an image, not what actually loads or executes at runtime. As a result, they treat every component as equally important, even when large portions of the code are never invoked.

2. Excessive noise

These tools flag every vulnerable package, whether it is used or unused. This results in inflated CVE counts, significant false positives, and dashboards filled with issues that pose little to no real-world risk.

3. No remediation path

Traditional scanners stop at reporting. Teams are left to remediate issues manually, which requires patching, code modifications, or complete image rebuilds. This creates delays in development cycles and contributes to growing patch backlogs.

The consequence

Organizations experience alert fatigue, slow remediation workflows, and persistent compliance challenges, all while struggling to determine which vulnerabilities truly pose a risk.

RapidFort: A Modern, Runtime-Aware Model for Vulnerability Remediation

RapidFort doesn’t replace scanners — it transforms what happens after scanning, using a unified approach built around:

Unified, Context-Aware Scanning

RapidFort combines SCA, image scanning, deep binary inspection, runtime profiling, and behavioral instrumentation to produce a complete, runtime-accurate view of your software.

Execution-Path Awareness

RapidFort identifies which components actually execute, filtering out CVEs tied to unused code paths.

RBOM™ Generation

Unlike static SBOMs, the Runtime Bill of Materials™ lists only the components loaded at runtime. This eliminates noise and aligns findings with real-world behavior.

Less Noise, More Signal

Your teams stop chasing vulnerabilities that live in dead code, unused libraries, or non-executed OS layers. This alone reduces vulnerability overload dramatically.

Prioritized Remediation, Not Just Reporting

RapidFort understands that not all CVEs are equally important. It prioritizes based on:

  • Runtime execution
  • Actual component usage
  • Severity and exploitability
  • Compliance relevance, FedRAMP, CMMC, SOC 2, HIPAA, PCI DSS
  • Attack surface impact

Your team's focus on the small subset of vulnerabilities that represent real, exploitable risk, not the hundreds that never execute.

From Vulnerability Lists to Hardened Containers

RapidFort’s automated hardening engine delivers the ability to:

  • Remove unused or unreachable components, reducing unnecessary code paths and inherited risk

  • Reduce software attack surface by up to 90% through intelligent, behavior-based optimization

  • Remediate up to 95% of vulnerabilities automatically, without requiring source code modification

  • Optimize and streamline container images, improving performance and maintainability with no developer intervention

Supported by 17,000+ Curated Near-Zero CVE Images, RapidFort allows teams to begin with hardened, FIPS-validated, STIG and CIS-aligned CVE-free base images rather than inheriting upstream vulnerabilities.

Continuous Monitoring and Runtime Protection

Security does not stop once a container is deployed. Real workloads evolve, usage patterns shift, and new CVEs emerge daily. RapidFort’s Runtime Protection extends security into production environments by providing continuous visibility into how software actually behaves.

With RunTime Protection, organizations gain:

  • Runtime behavioral baselines, showing how workloads operate under normal conditions

  • Anomaly and drift detection, surfacing unexpected or unauthorized execution

  • Alerts tied to real runtime activity, not theoretical vulnerabilities

  • Cluster-wide monitoring with near-zero overhead, enabling broad visibility without operational impact

  • Automatic hardening workflows informed by runtime intelligence, helping teams maintain security alignment throughout the software lifecycle

These capabilities ensure that deployed software remains hardened and stays aligned with both security policies and compliance expectations, supported by evidence that matches production reality.

Real Impact: Metrics That Matter

RapidFort’s approach has produced consistent, measurable results across enterprise, public sector, and defense environments:

  • 95% reduction in patching backlog

  • 90% reduction in software attack surface

  • Accelerate FedRAMP, cATO, CMMC, SOC2 compliance readiness

  • Reduce development costs by more than 10%

ColorTokens Case Study

ColorTokens, a Zero-Trust cybersecurity leader, utilized RapidFort to enhance the security of its containerized platform and expedite federal compliance efforts. By adopting RapidFort’s curated near-zero CVE Images and automated hardening workflows, the team eliminated long-standing patching bottlenecks, reduced its attack surface by 77%, and accelerated readiness for frameworks such as FedRAMP.

RapidFort’s runtime-aware scanning and removal of unused components enabled a significant reduction in vulnerabilities without requiring any code changes. At the same time, continuous benchmarking and STIG-aligned baselines provided the audit evidence needed to advance federal certifications.

With RapidFort, ColorTokens now ships more secure containers at higher velocity — with substantially less engineering effort and greater confidence in compliance-aligned delivery. Read more here.

Final Word: Move Beyond Detection — Achieve Verified Remediation

Scanning tells you what’s wrong.
It doesn’t fix it.
It doesn’t reduce your attack surface.
It doesn’t produce audit-ready evidence.

RapidFort changes the equation by transforming vulnerability data into actual remediation, removing what’s unused, and validating what truly runs — continuously.

If your teams are still triaging spreadsheets of CVEs, you’re carrying unnecessary risk.
Shift to a model where remediation is automated, evidence is continuous, and security keeps pace with delivery.

👉 Browse 17,000+ Curated Near-Zero CVE Images.

👉 Access RapidFort Platform.

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