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Rahul Singh
Rahul Singh

Posted on • Originally published at aicodereview.cc

Semgrep vs Veracode: SAST Comparison for 2026

Quick Verdict

Semgrep screenshot
Veracode screenshot

Semgrep and Veracode represent two fundamentally different philosophies in application security testing. Semgrep is an open-source, developer-first, pattern-based SAST engine built for fast scans, easy custom rules, and zero-friction CI/CD integration. Veracode is an enterprise AppSec platform covering SAST - including unique binary analysis without source code access - DAST, SCA, and integrated developer security training. Both appear on shortlists for the same enterprise security programs in 2026, but they serve different organizational models and solve different problems.

If you need fast, developer-friendly SAST with custom rules and open-source transparency: Choose Semgrep. Scans complete in 10 to 30 seconds. Any developer can write a YAML-based security rule in minutes. The open-source CLI is free for commercial use, and the full AppSec Platform with cross-file analysis, AI triage, SCA with reachability analysis, and secrets detection is free for up to 10 contributors.

If you need binary SAST, DAST, federal compliance certifications, or integrated developer training: Choose Veracode. No other major AppSec vendor matches Veracode's binary analysis capability - scanning compiled JARs, DLLs, and executables without source code access. Veracode holds FedRAMP authorization, SOC 2 Type II, and FIPS 140-2 certifications that many federal contracts and financial services regulations require. Veracode Security Labs provides hands-on developer security training directly connected to scan findings.

The real answer: The choice comes down to who owns security at your organization. If developers own their own security posture and need tools that stay out of their way, Semgrep is built for that model. If a dedicated AppSec team manages security centrally across a large software portfolio with regulatory requirements, Veracode is built for that model. Some organizations run both - Semgrep for fast PR-level custom rule scanning and Veracode for binary SAST, DAST, and compliance evidence.

At-a-Glance Feature Comparison

Category Semgrep Veracode
Primary focus Developer-first SAST with custom rules Enterprise AppSec platform
Core approach Pattern-based analysis (YAML rules) Binary + source SAST, DAST, SCA
SAST - source code OSS engine + Pro cross-file analysis Yes - Policy scan, Pipeline scan
SAST - binary analysis No Yes - unique binary scanning capability
DAST No Yes - Veracode Dynamic Analysis
SCA Semgrep Supply Chain (reachability analysis) Veracode SCA (vulnerability + license scanning)
API security No Yes - Veracode Dynamic Analysis covers APIs
IaC scanning Yes (Terraform, K8s, CloudFormation, Docker) Limited
Container scanning No Limited
Secrets detection Yes - Semgrep Secrets (with validation) Limited
Custom rules YAML-based - writable in minutes Custom policies and cleansers - limited flexibility
Scan speed 10-30 seconds (source) 15 min to several hours (cloud upload + analysis)
AI features Semgrep Assistant (AI triage, 20-40% noise reduction) Veracode Fix (AI remediation suggestions)
Developer training No Yes - Veracode Security Labs + eLearning
Open source Yes - LGPL-2.1 (core engine) No
Free tier OSS CLI + full platform for 10 contributors No free tier
Paid starting price $35/contributor/month (Team) Contact sales
Enterprise price ~$21K-$42K/year (50-100 devs) ~$40K-$80K+/year
Deployment Cloud + self-hosted CLI Cloud-hosted only (Veracode platform)
Compliance certifications None (maps OWASP/CWE) FedRAMP, SOC 2 Type II, FIPS 140-2, ISO 27001
Compliance reporting OWASP/CWE mapping in platform Deep mapping (PCI DSS, HIPAA, SOC 2, NIST, OWASP)
IDE integration VS Code (LSP-based) VS Code, IntelliJ
Target buyer DevSecOps engineers, security-minded developers CISOs, AppSec teams, compliance officers
Languages supported 30+ (modern + IaC) 100+ (modern + legacy + binary-compiled)

What Is Semgrep?

Semgrep is a lightweight, programmable static analysis engine created by Semgrep, Inc. The name is short for "semantic grep" - it searches code like grep but with an understanding of code structure and syntax rather than treating code as plain text. The core engine is open source under the LGPL-2.1 license, runs as a single binary with no external dependencies, and completes scans in seconds.

Semgrep's defining characteristic is its approach to rule authoring. Rules are written in YAML using patterns that mirror the target language's syntax. A rule to detect SQL injection in Python looks like the Python code it is matching, which makes rules readable and writable by any developer - not just security specialists. This accessibility sets Semgrep apart from traditional enterprise SAST tools like Veracode, where the scanning engine is a closed system and customization is limited.

The Semgrep Product Suite

Semgrep operates on three tiers that build on the open-source core:

Semgrep Community Edition (OSS) is the free, open-source engine. It provides single-file, single-function analysis with 2,800+ community-contributed rules across 30+ languages. The OSS engine runs anywhere - locally, in CI/CD pipelines, on air-gapped systems - with no external dependencies. Independent testing found that the Community Edition detects 44-48% of vulnerabilities in standardized test suites.

Semgrep Pro Engine adds cross-file and cross-function data flow analysis. This traces tainted data from sources (user input, environment variables) to sinks (SQL queries, system commands) across entire codebases, including through function calls, class hierarchies, and module boundaries. The Pro engine detects 72-75% of vulnerabilities in independent testing - a significant improvement over the Community Edition that comes from the added cross-file scope.

Semgrep AppSec Platform is the commercial product that wraps the engine with three product modules:

  • Semgrep Code (SAST): 20,000+ Pro rules, cross-file analysis, managed dashboard, policy management, and CI/CD integrations
  • Semgrep Supply Chain (SCA): Dependency scanning with reachability analysis that determines whether vulnerable code paths in dependencies are actually invoked by your application, dramatically reducing noise
  • Semgrep Secrets: Credential and secret detection with active validation - Semgrep tests whether an exposed API key or token is still live, prioritizing findings that represent immediate risk

The platform also includes Semgrep Assistant, an AI-powered triage system that analyzes each finding, assesses exploitability, and reduces false positive noise by 20-40% out of the box.

Semgrep's Strengths

Custom rule authoring is best-in-class. Semgrep's YAML rule syntax lets any developer write and deploy a security rule in under an hour. The same task in a traditional enterprise SAST tool can take days or require specialized consultants. This matters most when organizations need to encode internal security policies, detect custom framework misuse, or scan for proprietary vulnerability patterns.

Scan speed enables per-PR security feedback. A 10-30 second scan can run on every pull request without creating a pipeline bottleneck. Developers receive security feedback while the code is fresh in their minds, which directly improves fix rates. Vulnerabilities caught in a PR before merge are orders of magnitude cheaper to fix than those found in a nightly scan after code has shipped.

The open-source core is genuinely free for commercial use. The CLI, community rules, and single-file analysis are free with no usage limits. The full AppSec Platform is also free for up to 10 contributors, making Semgrep accessible to startups and small teams at zero cost.

Reachability analysis in Semgrep Supply Chain reduces SCA noise. Rather than alerting on every CVE in the dependency tree regardless of whether vulnerable code is called, Semgrep traces actual call paths through your application. A vulnerability in a library function your code never invokes is deprioritized compared to one in a function called on every request. This practical filtering makes SCA findings genuinely actionable.

Semgrep's Limitations

No binary analysis. Semgrep requires source code. If you need to scan third-party pre-compiled libraries, vendor-supplied JARs, or applications where source code is unavailable, Semgrep cannot help. This is the single largest functional gap relative to Veracode.

No DAST capabilities. Semgrep cannot test running applications for runtime vulnerabilities. Authentication bypass, session management flaws, CORS issues, and server misconfigurations are invisible to static analysis tools.

No developer security training. Semgrep Assistant provides AI-assisted remediation guidance on findings, but there is no structured training curriculum, no hands-on labs, and no mechanism to connect vulnerability findings to developer education modules.

No federal compliance certifications. Semgrep holds no FedRAMP authorization, FIPS 140-2 validation, or equivalent certifications that federal contracts and certain financial services regulations require of security tooling vendors.

Single-file analysis in the free tier limits detection. Cross-file taint tracking requires the paid Pro engine. Teams relying on the free OSS edition will miss vulnerabilities that span multiple files or function boundaries.

What Is Veracode?

Veracode is an enterprise application security platform founded in 2006 and acquired by Broadcom in 2024. Veracode pioneered cloud-based application security testing and is best known for its binary analysis capability - the ability to scan compiled application artifacts without access to source code. The platform covers SAST (both source and binary), DAST, SCA, and developer security training. Veracode holds multiple regulatory certifications and is consistently listed as a Leader in Gartner Magic Quadrant for Application Security Testing.

Veracode's core philosophy is that security must be measurable, auditable, and enforceable across an entire software portfolio. The platform is built for AppSec teams and security directors who need to define security policies, track compliance across dozens or hundreds of applications, and produce evidence for auditors. This enterprise-first approach is reflected in every aspect of the product - from the cloud-only delivery model to the absence of a self-service free tier.

The Veracode Platform

Veracode Static Analysis is the flagship binary SAST product. Organizations upload compiled artifacts - JAR files, DLLs, EXEs, WAR files, packaged mobile apps - to the Veracode platform, which analyzes them without source code. The binary analysis engine supports Java, .NET, C/C++, iOS, Android, and other compiled languages. For organizations that acquire software from vendors, scan partner-supplied components, or need to verify the security of pre-built artifacts in their supply chain, binary analysis is uniquely valuable. Source code analysis is also available for cases where source is accessible.

Veracode Pipeline Scan is a lighter-weight SAST option designed for CI/CD integration. It analyzes source code or compiled artifacts faster than the full Policy scan and is intended for per-PR feedback. Pipeline Scan still requires uploading code to the Veracode cloud and takes longer than Semgrep's local scan, but it provides a faster feedback loop than the traditional Veracode Policy scan.

Veracode Dynamic Analysis performs DAST on running web applications and APIs. It discovers authentication vulnerabilities, injection flaws, configuration errors, and runtime issues that static analysis cannot detect. Dynamic Analysis integrates with the Veracode Platform for unified risk scoring across SAST and DAST findings.

Veracode SCA scans open-source dependencies for known vulnerabilities, license compliance risks, and problematic packages. It generates SBOMs and integrates with the Veracode Policy engine for portfolio-level open-source risk management.

Veracode Security Labs provides hands-on security training through in-browser labs where developers fix real vulnerabilities in the same languages and frameworks they use professionally. When a Veracode scan finds a vulnerability, the platform can recommend a relevant Security Labs exercise to the developer responsible. This direct connection between findings and learning is a meaningful driver of developer security improvement.

Veracode Fix is an AI-powered capability that suggests code changes to remediate identified vulnerabilities. Developers can accept, modify, or reject suggested fixes directly in their IDE or through the Veracode platform.

Veracode's Strengths

Binary analysis is a unique differentiator. No major Semgrep competitor or most other SAST tools can scan compiled binaries without source code. This capability solves real problems for large enterprises: validating security of acquired third-party software, scanning vendor-supplied components in the supply chain, auditing packaged applications from development partners, and analyzing mobile app binaries for security before distribution. For organizations that need to secure software they did not write and do not have source code for, Veracode binary analysis has no equivalent.

Federal compliance certifications unlock regulated markets. Veracode's FedRAMP authorization, FIPS 140-2 validation, SOC 2 Type II attestation, and ISO 27001 certification are not marketing checkboxes - they are hard requirements for selling software to US federal agencies, financial institutions subject to FFIEC guidance, and healthcare organizations under HIPAA-adjacent regulations. Many enterprise procurement processes explicitly require SAST tooling to hold these certifications. Semgrep holds none of them.

Developer training integrates directly with scan results. The connection between a Veracode finding and a Veracode Security Labs exercise creates a closed loop: scan finds vulnerability, training teaches developer why it is dangerous and how to fix it, developer applies the knowledge to fix the finding and write better code going forward. This is more than just remediation guidance - it is a structured program for raising the security knowledge of the engineering team over time.

Comprehensive compliance reporting supports audit workflows. Veracode Policy compliance gives AppSec teams the ability to define application security standards (required scan types, severity thresholds, scan frequency) and enforce them across the portfolio with automated pass/fail status. Findings map to PCI DSS, HIPAA, SOC 2, NIST, OWASP, and CWE frameworks. Executive dashboards provide portfolio-level security posture views that CISOs can present to boards and auditors.

Centralized policy management for large portfolios. Veracode is built to manage security across dozens or hundreds of applications simultaneously. Security teams define policies once and enforce them across the entire application portfolio. Per-application compliance status, trend data, and risk scoring give large organizations the visibility they need to prioritize remediation effort.

Veracode's Limitations

Scan times cannot match Semgrep for per-PR feedback. Veracode Static Analysis full scans take 15 minutes to several hours depending on application size and scan queue. Even Veracode Pipeline Scan - the faster option - adds meaningful latency to CI pipelines compared to Semgrep's sub-minute scans. The cloud upload model introduces network transfer time on top of analysis time. For teams practicing continuous deployment with frequent PRs, Veracode scan times create friction that Semgrep does not.

Custom rule authoring is limited. Veracode's rule set is pre-built and maintained by Veracode. Custom policies let security teams define pass/fail thresholds and suppress findings, but teams cannot write net-new scanning rules the way Semgrep's YAML system allows. When an organization discovers a novel internal vulnerability pattern, there is no path to deploying a custom Veracode rule in minutes.

No free tier and no self-service option. Veracode requires a sales conversation, a contract, and a budget that starts in the tens of thousands of dollars per year. Small teams, startups, and individual developers have no meaningful on-ramp. This makes Veracode inaccessible for any organization below a certain size and maturity.

Cloud-only deployment limits air-gapped use cases. All Veracode scanning happens in the Veracode cloud. Organizations with strict data sovereignty requirements that prohibit sending source code or binaries to third-party cloud services cannot use Veracode. Semgrep's OSS CLI runs fully on-premises with no data leaving the organization's environment.

Higher false positive rates than Semgrep. Veracode's binary analysis and deep static scanning can produce significant false positive volumes, particularly for large applications. Security teams typically allocate dedicated analyst time for result triage. This represents real cost that is often underestimated when comparing license pricing.

Feature-by-Feature Breakdown

SAST Analysis: Binary vs Source

This is the most consequential technical difference between the two tools, and it comes down to a fundamental architectural choice.

Semgrep analyzes source code using pattern matching and data flow analysis. The Community Edition matches code patterns within individual files using YAML rules that mirror the target language syntax. The Pro engine adds cross-file taint tracking that traces data flows from user-controlled sources to dangerous sinks across file and function boundaries. Scans run locally as a standalone binary, completing in 10-30 seconds. The 72-75% vulnerability detection rate of the Pro engine represents strong SAST performance at extraordinary speed.

Veracode analyzes compiled binaries in addition to source code. This binary analysis approach is Veracode's most important technical differentiator. By scanning compiled artifacts rather than source, Veracode can assess applications where source code is unavailable - vendor-supplied software, acquired applications, partner-provided components, and packaged mobile apps. The analysis works backward from compiled bytecode or machine code to identify vulnerability patterns, dataflow paths, and dangerous code constructs. This is significantly more complex than source analysis and is why Veracode scans take much longer.

The practical impact depends on what you are securing. If you are scanning your own source code that your developers write and maintain, both tools can do the job - Semgrep far faster and at lower cost. If you need to scan compiled third-party software, vendor-supplied libraries, or production binaries for security validation before deployment, only Veracode provides this capability among mainstream AppSec tools.

Custom Rules and Policy

Semgrep gives teams full control over scanning rules. A security engineer who spots a new vulnerability pattern can write and deploy a Semgrep rule in under an hour. Here is a taint-tracking rule that detects command injection via Flask request parameters:

rules:
  - id: flask-command-injection
    mode: taint
    pattern-sources:
      - patterns:
          - pattern: flask.request.$ANYTHING
    pattern-sinks:
      - patterns:
          - pattern: subprocess.call(...)
    message: >
      User input from flask.request flows to subprocess.call(),
      creating a command injection vulnerability.
    severity: ERROR
    languages: [python]
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Any developer can read, understand, and modify this rule. The YAML syntax supports metavariables, taint tracking, inter-procedural analysis, and boolean pattern operators. When an internal API has a specific usage pattern that must always include a security check, a Semgrep rule encodes that requirement and enforces it in CI from the moment it is committed to the rule repository.

Veracode's rule set is pre-built and managed by Veracode. Custom policies let organizations define which vulnerability categories are required findings and which severity levels should fail builds. Custom cleansers allow teams to mark specific sanitization functions as safe so Veracode does not flag data flows through them as vulnerabilities. However, teams cannot write net-new scanning logic the way Semgrep supports. Veracode's philosophy is that its maintained rule library covers the relevant vulnerability landscape, and organizational customization is about policy thresholds rather than rule authoring.

Which approach is better depends on your needs. If your security program requires rapid encoding of internal security policies, novel framework patterns, or organization-specific vulnerability types, Semgrep's rule authoring speed is a decisive advantage. If your security program relies on a comprehensive maintained rule library with audit-ready findings mapped to compliance frameworks, Veracode's managed approach reduces the rule maintenance burden on your team.

Scan Speed and CI/CD Fit

Semgrep is built for per-PR scanning. Adding Semgrep to a CI pipeline is a single step:

- uses: semgrep/semgrep-action@v1
  with:
    config: p/default
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The scan runs as a standalone binary, completes in 10-30 seconds, and exits with standard pass/fail codes. Diff-aware scanning analyzes only changed files, keeping incremental scans fast regardless of total codebase size. Developers receive findings as inline PR comments within seconds of opening a pull request.

Veracode Pipeline Scan offers faster CI/CD integration than Veracode's traditional Policy scan. Pipeline Scan uploads code to the Veracode cloud and returns findings faster than the full Policy scan - typically within minutes rather than hours for smaller modules. It supports per-PR gating and returns findings in a machine-readable format. However, it still requires an internet connection, a Veracode account, and upload time in addition to analysis time. Scan times range from 5 to 30 minutes depending on application size, which is fast enough for nightly CI but still noticeably slower than Semgrep for per-commit workflows.

The developer experience gap is significant. Security feedback that arrives in seconds (Semgrep) reaches developers while they are still in the context of the code they just wrote. Feedback that arrives 15-30 minutes later (Veracode Pipeline Scan) requires context switching and competes with the next task the developer has already started. This latency directly affects fix rates and developer adoption of security scanning as part of their normal workflow.

DAST: Veracode's Exclusive Capability

Veracode Dynamic Analysis is a core part of the platform; Semgrep has no equivalent. Dynamic Application Security Testing sends crafted HTTP requests to running web applications and APIs to discover vulnerabilities that static analysis cannot detect. Authentication bypass, session fixation, insecure cookie handling, CORS misconfiguration, server-side request forgery, and many injection vulnerabilities only manifest at runtime.

Veracode Dynamic Analysis integrates with the broader Veracode Platform and correlates dynamic findings with static findings from SAST and SCA. When the same vulnerability is found by both SAST (in source code) and DAST (in a running application), Veracode can confirm the finding is exploitable and not a false positive. This cross-scan correlation reduces triage time significantly.

Teams using Semgrep that need DAST coverage must add a separate product - OWASP ZAP, Burp Suite Enterprise, Invicti, or another commercial DAST solution. Separate tools mean separate dashboards, separate findings that cannot be correlated with SAST results, and additional vendor relationships to manage.

Software Composition Analysis (SCA)

Semgrep Supply Chain includes reachability analysis, which materially reduces noise. When Semgrep identifies a CVE in a dependency, it also determines whether the vulnerable function in that library is actually called by your application code. A vulnerability in library.riskyMethod() that your code never invokes is still reported, but it is flagged differently than one in library.commonMethod() that your code calls on every incoming request. Reachability analysis reduces actionable SCA alert volume by 30-70% in typical projects.

Veracode SCA provides solid dependency scanning without reachability analysis. It covers all major package ecosystems - npm, Maven, PyPI, NuGet, RubyGems, Go modules - and generates SBOMs in CycloneDX and SPDX formats for supply chain visibility. License compliance scanning identifies dependencies with problematic licenses. The SCA results integrate with the Veracode Policy engine for portfolio-wide open-source risk tracking. However, every CVE in the dependency tree is flagged regardless of call graph reachability, which produces higher alert volumes that require more triage effort.

For teams prioritizing actionable SCA findings over comprehensive coverage, Semgrep Supply Chain's reachability analysis is a practical advantage. For teams that need SBOM generation and license compliance tracking integrated with their broader AppSec governance, Veracode SCA fits the workflow.

Developer Security Training

This is a capability that Veracode has and Semgrep does not. Veracode Security Labs provides hands-on, in-browser security training exercises. Each lab places the developer in a real application with a real vulnerability and asks them to both identify and fix it - in the same language and framework the developer uses at work. Labs exist for SQL injection, XSS, CSRF, authentication flaws, deserialization vulnerabilities, and dozens of other vulnerability types. The exercises are language-specific: a Java developer working on a Spring Boot application gets Java/Spring examples, not generic pseudocode.

The integration with scan results is the key. When Veracode Policy scan or Pipeline scan identifies a vulnerability in a developer's code, the platform can automatically recommend a Security Labs exercise that teaches the developer why the vulnerability is dangerous and how to fix it. This closes the loop between "tool found a problem" and "developer understands the problem and won't make the same mistake again."

Veracode eLearning extends this with on-demand courses covering secure coding practices, security awareness, and compliance topics. Organizations can assign required training to development teams and track completion for compliance evidence.

Semgrep Assistant provides AI-generated explanations of why a finding is a security issue and suggests remediation, but there is no structured training curriculum, no hands-on labs, and no course library. The guidance is finding-specific rather than educational.

Language and Platform Coverage

Semgrep supports 30+ languages with strong modern and IaC coverage. Java, JavaScript, TypeScript, Python, Go, Ruby, PHP, C, C++, Kotlin, Swift, Scala, Rust, and others are fully supported with both community and Pro rules. Semgrep also natively scans infrastructure-as-code formats - Terraform, CloudFormation, Kubernetes YAML, Helm, and Dockerfiles - in the same tool and the same pipeline step as application code. Framework-specific rules for Django, Flask, Express.js, Spring Boot, Rails, and others provide targeted coverage.

Veracode supports 100+ languages and platforms, partly due to binary analysis. In addition to all major modern languages, Veracode scans COBOL, ABAP, ColdFusion, Classic ASP, VBScript, RPG, and other enterprise legacy languages. Veracode's Android and iOS binary analysis covers packaged mobile apps - a use case Semgrep cannot address. For organizations with diverse technology stacks spanning cloud-native applications, mobile apps, and mainframe-era legacy systems, Veracode's language breadth is a practical advantage.

Pricing Comparison

Semgrep Pricing

Tier Price What You Get
Community Edition (OSS) Free Open-source engine, 2,800+ community rules, single-file analysis, CLI and CI/CD
Team $35/contributor/month (free for first 10 contributors) Cross-file analysis, 20,000+ Pro rules, Semgrep Assistant (AI triage), Semgrep Supply Chain (SCA with reachability), Semgrep Secrets
Enterprise Custom pricing Everything in Team plus SSO/SAML, custom deployment, advanced reporting, dedicated support

Veracode Pricing

Veracode does not publish transparent pricing. All plans require a sales conversation. Based on industry estimates and publicly available procurement data:

Plan / Module Estimated Annual Cost
Veracode Static Analysis (SAST) ~$25,000-$50,000 (small teams)
Veracode Dynamic Analysis (DAST) Additional module cost
Veracode SCA Additional module cost
Veracode Security Labs Additional per-seat training cost
Full platform (SAST + DAST + SCA + training) ~$50,000-$120,000+ depending on team size

Side-by-Side Cost Analysis

Team Size Semgrep Team (Annual) Veracode SAST Only (Est.) Veracode Full Platform (Est.)
5 developers $0 (free for 10 contributors) Not available (no SMB plan) Not available
10 developers $0 (free for 10 contributors) Not available Not available
25 developers ~$10,500 ~$25,000-$35,000 ~$40,000-$60,000
50 developers ~$21,000 ~$35,000-$50,000 ~$55,000-$80,000
100 developers ~$42,000 ~$50,000-$80,000 ~$80,000-$120,000+

Key pricing observations:

Semgrep is substantially cheaper at every team size, but the comparison requires care. Semgrep SAST, SCA, and secrets scanning do not include DAST, binary analysis, or developer training - modules that Veracode bundles into its full platform price. Adding a commercial DAST tool to a Semgrep deployment closes some of the pricing gap. For teams that specifically need binary analysis or federal compliance certifications, there is no comparable Semgrep option at any price.

Veracode has no meaningful on-ramp for small teams. A startup or team under 20-25 developers will not be able to engage Veracode at reasonable pricing. Semgrep's free tier for 10 contributors provides genuine enterprise-grade SAST at zero cost with no sales conversation required.

For detailed pricing information, see our guides on Semgrep pricing and Veracode pricing.

Use Cases: When to Choose Each Tool

Choose Semgrep When

Developer-led security programs need fast feedback. If the expectation is that developers own their code's security posture - running scans in their IDEs, reviewing findings in PRs, and acting on results the same day - Semgrep's sub-minute scans and developer-friendly interface are built for exactly this model.

Custom rules are a core requirement. When your organization has internal security policies, proprietary framework patterns, or novel vulnerability types that need scanning, Semgrep's YAML rule system lets any developer encode and deploy those rules in under an hour. No Veracode equivalent exists.

CI/CD pipeline speed is non-negotiable. If your team practices continuous deployment with multiple daily merges, adding a 15-30 minute scan to every PR is not viable. Semgrep's 10-30 second scans keep pipelines fast regardless of deployment cadence.

Open-source transparency matters. If your organization values the ability to inspect the scanning engine, contribute to the rule library, or understand exactly what the tool is doing with your code, Semgrep's open-source core provides that transparency. Veracode is entirely opaque.

You are a startup or small team. The full Semgrep AppSec Platform is free for teams of 10 or fewer. Self-service onboarding takes minutes. Veracode has no equivalent entry point for small organizations.

Infrastructure-as-code security is part of the scope. Semgrep natively scans Terraform, Kubernetes YAML, CloudFormation, and Dockerfiles in the same pipeline as application code. Veracode's IaC coverage is limited.

Choose Veracode When

Binary analysis is required. If you need to scan third-party vendor software, pre-compiled library artifacts, packaged mobile applications, or any software where source code is unavailable, Veracode is the appropriate tool. No Semgrep equivalent exists for this use case.

Federal or regulated-industry compliance requires certified tooling. FedRAMP authorization, FIPS 140-2, SOC 2 Type II, and ISO 27001 are hard requirements in many procurement processes for US federal agencies, defense contractors, and regulated financial institutions. Veracode holds these certifications. Semgrep does not.

DAST is part of the security program. If your compliance framework or internal security standards require dynamic application testing alongside static analysis, Veracode provides both in one platform. Semgrep requires adding a separate DAST vendor with separate tooling, dashboards, and integrations.

Developer security training is a strategic priority. If your organization wants to reduce vulnerability recurrence by upskilling developers, not just catch bugs after the fact, Veracode Security Labs and eLearning provide a structured training program connected directly to scan findings. Semgrep provides no equivalent.

A dedicated AppSec team manages security centrally. If your operating model has security specialists defining scanning policies, triaging results, and reporting compliance status across dozens or hundreds of applications, Veracode's Policy engine, portfolio dashboards, and centralized governance tools are built for this model.

You need to demonstrate application security compliance to customers or regulators. Veracode's Verified program and compliance reporting give organizations a certifiable way to demonstrate that applications meet defined security standards. This is valuable for software vendors whose enterprise customers require security evidence as part of procurement.

Using Both Together

Some large enterprises run Semgrep and Veracode simultaneously. The pattern is practical for organizations that need both developer-speed scanning and compliance-grade evidence. Semgrep handles fast, developer-facing custom rule scanning in every PR - catching internal policy violations and common patterns in seconds. Veracode handles binary SAST analysis for release builds, DAST on staging environments, compliance reporting for audits, and developer training program management.

The main challenges are managing duplicate SAST findings, maintaining two platforms, and the combined licensing cost. For organizations with both a fast-moving engineering culture and serious compliance requirements - common in fintech, healthcare technology, and defense-adjacent software companies - the dual-tool approach is a practical solution rather than redundancy.

Alternatives to Consider

Before choosing between Semgrep and Veracode, evaluate these tools that may fit your specific needs better.

Checkmarx

Checkmarx is the most direct Veracode competitor. Both are enterprise AppSec platforms covering SAST, DAST, and SCA. Checkmarx One offers deep data flow analysis and broader API security capabilities. Veracode's differentiators over Checkmarx are binary analysis and the integrated developer training program. See our Checkmarx vs Veracode comparison and Semgrep vs Checkmarx comparison for detailed analysis.

Snyk Code

Snyk Code occupies a middle ground between Semgrep and Veracode. It is developer-friendly like Semgrep, but includes container scanning and has stronger SCA with reachability analysis. Snyk does not offer binary analysis or developer training, but it provides a broader developer-facing security platform than Semgrep. See our Snyk vs Veracode comparison for details.

SonarQube

SonarQube is a code quality and security platform that many teams use alongside either Semgrep or Veracode rather than as a replacement for either. SonarQube's strength is code quality gates, technical debt tracking, and security hotspot detection integrated into developer workflows. It does not offer binary analysis or DAST. See our SonarQube vs Veracode comparison for how they compare.

CodeAnt AI

CodeAnt AI is an AI-powered code review and security analysis platform positioned as an accessible alternative to legacy enterprise SAST tools. At $24-40 per user per month, CodeAnt AI is priced between Semgrep's self-serve tier and Veracode's enterprise pricing. It offers AI-driven code review, security scanning, and automated fix suggestions with a developer-first workflow closer to Semgrep than Veracode. CodeAnt AI does not offer binary analysis, DAST, or developer training, but for teams that want more AI-assisted code review capability alongside security scanning without Veracode's complexity and cost, it is worth evaluating alongside both tools.

For broader exploration, see our guides to Semgrep alternatives, Veracode alternatives, and the best SAST tools in 2026.

Head-to-Head on Specific Scenarios

Scenario Better Choice Why
Developer fixing a vulnerability in a PR Semgrep Scan completes in seconds with inline findings
Scanning a third-party JAR before use Veracode Binary analysis without source code
Writing a custom rule for an internal API Semgrep YAML rule written and deployed in under an hour
FedRAMP-compliant software development Veracode FedRAMP authorization held by Veracode
Scanning a running web application Veracode DAST capability that Semgrep does not have
Startup with 8 developers Semgrep Free full platform for 10 contributors
Reducing developer vulnerability recurrence Veracode Integrated Security Labs training
Detecting command injection in Python Semgrep Taint-tracking rule writable in minutes
Mobile app binary security review Veracode iOS and Android binary analysis
IaC misconfiguration detection Semgrep Native Terraform, K8s, CloudFormation scanning
License compliance across open-source dependencies Veracode SCA with license compliance reporting
Minimizing false positive noise Semgrep AI-powered triage reduces noise by 20-40%
Dependency scanning with reachability Semgrep Reachability analysis in Semgrep Supply Chain
PCI DSS compliance reporting Veracode Deep compliance mapping and audit-ready reports
Fastest time-to-first-scan Semgrep Minutes to first scan; Veracode requires sales + onboarding
Portfolio-level security governance Veracode Policy engine and centralized compliance tracking

Final Recommendation

Semgrep and Veracode solve different problems, and the right choice depends on what problem you actually have.

For developer-led security programs and DevSecOps teams: Choose Semgrep. The open-source core costs nothing and gets you started in minutes. The YAML rule authoring system lets developers encode internal security policies faster than any competing tool. Sub-minute scan times mean security feedback arrives while developers are still thinking about the code they just wrote. The full AppSec Platform including cross-file analysis, AI triage, SCA with reachability analysis, and secrets detection is free for teams of 10 or fewer. If you later need DAST, add it as a separate tool. If you need binary analysis, evaluate adding Veracode specifically for that use case.

For compliance-driven organizations in regulated industries: Evaluate Veracode. FedRAMP authorization, FIPS 140-2, and SOC 2 Type II are not optional for many federal and financial services contracts. Veracode's compliance reporting, Policy engine, and audit-ready output reduce the burden of demonstrating security compliance to customers, partners, and regulators. The binary analysis capability and DAST coverage mean a single vendor relationship covers most of the AppSec testing program. The developer training integration makes security scanning a vehicle for improving developer security knowledge, not just a bug-finding gate.

For teams that specifically need binary analysis: Veracode is the answer. There is no comparable capability in Semgrep, and binary analysis solves real supply chain security problems that source code SAST cannot address. Scanning vendor-supplied software, validating pre-compiled components, or auditing mobile app binaries before distribution all require binary analysis.

For startups, small teams, and budget-constrained organizations: Start with Semgrep. Free for 10 contributors, self-service onboarding, minutes to first scan. When your team grows past the free tier and compliance requirements become more serious, reassess whether Veracode's compliance certifications and binary analysis justify the cost premium.

For organizations already evaluating both: The strongest case for running both tools simultaneously is a team with fast-moving development (needing Semgrep's per-PR speed and custom rule capability) that also has regulatory requirements or binary supply chain scanning needs (requiring Veracode). If that description fits your situation, the dual-tool approach is practical rather than redundant. If it does not fit, choose the tool that aligns with who owns security at your organization - developers (Semgrep) or a central AppSec team with compliance obligations (Veracode).

The most important factor is adoption. A tool that developers use on every PR catches and fixes more vulnerabilities than a comprehensive platform that sits underutilized because it is too slow or too complex. Choose the tool your team will actually use, and invest in making that adoption successful.

Further Reading

Frequently Asked Questions

Is Semgrep better than Veracode for SAST?

Semgrep is better for teams that want fast, developer-friendly SAST with easy custom rule authoring and CI/CD-native integration. Scans complete in seconds, YAML-based rules can be written by any developer in minutes, and the open-source CLI is free for commercial use. Veracode is better for organizations that need enterprise-grade SAST, DAST, and SCA in a single platform, require binary analysis for scanning pre-compiled artifacts, or operate in regulated industries where Veracode's compliance certifications and audit-ready reporting carry weight. Neither is universally better - the right choice depends on team structure, compliance requirements, and whether developer speed or security depth matters more.

Can Semgrep replace Veracode?

Semgrep can partially replace Veracode's SAST capabilities, especially for teams that prioritize speed and custom rule authoring on source code. However, Semgrep cannot replace Veracode's binary analysis capability, DAST dynamic testing, SCA with license compliance, or developer security training platform. Veracode's unique strength is scanning compiled binaries without access to source code - useful for third-party component validation and supply chain security. For teams with pure SAST needs on owned source code, Semgrep is a strong substitute. For teams that rely on binary scanning, training, or DAST, Semgrep alone is insufficient as a Veracode replacement.

How much does Semgrep cost compared to Veracode?

Semgrep's open-source CLI is free for commercial use. The full Semgrep AppSec Platform - including cross-file analysis, AI triage, SCA with reachability analysis, and secrets detection - is free for up to 10 contributors, then $35 per contributor per month for the Team tier. Veracode does not publish pricing and requires a sales conversation. Industry estimates place Veracode at $25,000 to $80,000+ per year depending on team size and modules purchased. For a 50-developer team, Semgrep Team costs approximately $21,000 per year versus Veracode at an estimated $40,000 to $70,000. However, Veracode includes binary SAST, DAST, SCA, and developer training in that figure, while Semgrep covers SAST, SCA, and secrets scanning only.

What is Veracode binary analysis and does Semgrep have it?

Veracode Binary Analysis (formerly Veracode Static Analysis) scans compiled application binaries - JAR files, DLLs, executables, and packaged applications - without requiring access to original source code. This is Veracode's most distinctive capability. It allows organizations to scan third-party software, pre-compiled libraries, and applications where source code is unavailable or proprietary. Semgrep does not have binary analysis capability. Semgrep requires source code to scan. For teams that need to validate the security of third-party components or scan software supply chain artifacts, Veracode binary analysis is a capability that has no equivalent in Semgrep.

Does Semgrep have DAST like Veracode?

No, Semgrep does not offer DAST (Dynamic Application Security Testing). Semgrep is a static analysis tool that scans source code without executing it. Veracode Dynamic Analysis tests running web applications and APIs for runtime vulnerabilities including authentication bypass, session management flaws, CORS misconfiguration, injection vulnerabilities, and server misconfigurations that only surface at runtime. Teams using Semgrep that need DAST must add a separate tool such as OWASP ZAP, Burp Suite, or a commercial DAST product. Many enterprise compliance frameworks - including PCI DSS and NIST SP 800-53 - recommend or require dynamic testing alongside static analysis.

Which tool has better custom rule support - Semgrep or Veracode?

Semgrep has significantly better custom rule authoring for most teams. Semgrep rules are written in YAML using patterns that mirror the target language syntax - any developer can write a security rule in minutes with no specialized training. Veracode does offer custom policies and custom cleansers, but the platform is fundamentally designed around its pre-built rule library rather than team-authored custom rules. Veracode's binary analysis approach also limits the degree to which custom rules can be layered on top of existing scans in the same way Semgrep supports. If rapid encoding of internal security policies is a priority, Semgrep's custom rule capability is clearly superior.

How fast is Semgrep compared to Veracode SAST?

Semgrep is dramatically faster. Semgrep completes typical repository scans in 10 to 30 seconds using its lightweight pattern-matching engine that runs as a single binary. Veracode static analysis uploads compiled binaries or source code to the Veracode cloud platform for analysis - the scan process itself takes 15 minutes to several hours depending on application size and language. Veracode also has a queue-based model where scans may wait for platform capacity. This difference fundamentally changes how each tool fits into development workflows. Semgrep runs on every PR and every commit. Veracode is typically run on release builds or nightly scans at most organizations.

Does Veracode offer developer training that Semgrep does not?

Yes. Veracode Security Labs is a developer security training platform integrated into the Veracode product suite. It provides hands-on, in-browser security labs that teach developers to identify and fix specific vulnerability classes - SQL injection, XSS, CSRF, and others - in the same language and framework they use at work. When Veracode finds a vulnerability in your code, it can link directly to a relevant training lab, connecting scan results to education. Semgrep does not offer integrated developer training. This is a meaningful differentiator for organizations that want to use security scanning as a driver for developer upskilling rather than just as a gate.

Which tool supports more programming languages?

Both Semgrep and Veracode support a broad range of languages, but they differ in approach. Semgrep supports 30+ languages including all major modern languages - Java, JavaScript, TypeScript, Python, Go, Ruby, PHP, C, C++, Kotlin, Swift, Scala, Rust - plus infrastructure-as-code formats like Terraform, CloudFormation, Kubernetes YAML, and Dockerfiles. Veracode supports 100+ languages and frameworks including COBOL, ABAP, ColdFusion, Classic ASP, RPG, and other legacy enterprise languages. Veracode's broader language list is partly a result of binary analysis covering compiled outputs across diverse platforms. For modern stacks, both tools provide solid coverage. For legacy enterprise languages, Veracode's support is more comprehensive.

Is Semgrep open source and is Veracode open source?

Semgrep's core engine is open source under the LGPL-2.1 license. You can use it commercially, run it in CI/CD on proprietary code, and write unlimited custom rules at no cost. The open-source engine supports single-file analysis with 2,800+ community rules across 30+ languages. The commercial Semgrep AppSec Platform adds cross-file data flow analysis, Pro rules, AI triage, SCA, and secrets scanning. Veracode is fully proprietary with no open-source component. The platform is entirely cloud-hosted and requires a commercial license for all capabilities. There is no self-service free tier, no CLI that runs without a Veracode account, and no community-contributed rule library.

Which is better for compliance - Semgrep or Veracode?

Veracode is generally better for compliance-driven organizations, particularly those in regulated industries. Veracode holds certifications and attestations from major compliance frameworks including FedRAMP, SOC 2 Type II, ISO 27001, and FIPS 140-2, which are prerequisites for selling software to US federal government agencies and many financial institutions. Veracode's reports map findings to PCI DSS, HIPAA, NIST, OWASP, CWE, and SANS frameworks with audit-ready output. Veracode Policy compliance reporting lets organizations define and enforce application security standards across their portfolio with pass/fail results tied to scan findings. Semgrep maps findings to OWASP and CWE categories but lacks Veracode's depth of compliance tooling and regulatory certifications.

What is Veracode eLearning and how does it compare to Semgrep's approach to developer education?

Veracode eLearning is a library of on-demand security training courses covering vulnerability types, secure coding practices, and compliance topics. Combined with Veracode Security Labs (hands-on labs) and the Veracode Fix capability (AI-assisted remediation suggestions), Veracode takes a holistic approach to developer security education - scan to find, train to understand, fix to remediate. Semgrep Assistant provides AI-powered triage and remediation guidance, but does not offer structured training courses. For organizations that view security tooling as part of a developer security culture program - not just a scanning gate - Veracode's integrated training ecosystem is a meaningful advantage over Semgrep's narrower, scanning-focused approach.

Can I use Semgrep and Veracode together?

Yes, and some organizations do. A common pattern uses Semgrep for fast, developer-facing custom rule scanning in pull requests - catching internal policy violations, common vulnerability patterns, and secrets in seconds - while Veracode handles deeper binary SAST analysis, DAST on staging environments, and compliance reporting for audits. This gives developers instant security feedback in their workflow (Semgrep) while satisfying enterprise security and compliance requirements (Veracode). The main challenges are managing overlapping SAST findings from two different engines and the added cost of running both platforms. Organizations that must satisfy federal compliance standards while also maintaining fast development cycles find this dual-tool approach practical.


Originally published at aicodereview.cc

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