1<!DOCTYPE html><html lang="en-US"><head><meta charSet="utf-8" data-next-head=""/><meta name="viewport" content="width=device-width" data-next-head=""/><title data-next-head="">Snyk Code | SAST Code Scanning Tool | Code Security Analysis & Fixes | Snyk</title><meta name="robots" content="index,follow,max-image-preview:large" data-next-head=""/><meta name="description" content="Snyk Code is the fastest & most comprehensive SAST code vulnerability scanning and auto-fixing tool. Try Snykâs code scanner solutions for free, or book a live demo." data-next-head=""/><link rel="alternate" hrefLang="x-default" href="https://snyk.io/product/snyk-code/" data-next-head=""/><link rel="alternate" hrefLang="en" href="https://snyk.io/product/snyk-code/" data-next-head=""/><link rel="alternate" hrefLang="de" href="https://snyk.io/de/product/snyk-code/" data-next-head=""/><link rel="alternate" hrefLang="es" href="https://snyk.io/es/product/snyk-code/" data-next-head=""/><link rel="alternate" hrefLang="fr" href="https://snyk.io/fr/product/snyk-code/" data-next-head=""/><link rel="alternate" hrefLang="ja" href="https://snyk.io/jp/product/snyk-code/" data-next-head=""/><link rel="alternate" hrefLang="pt-BR" href="https://snyk.io/pt-BR/product/snyk-code/" data-next-head=""/><meta name="twitter:card" content="summary_large_image" data-next-head=""/><meta property="og:title" content="Snyk Code | SAST Code Scanning Tool | Code Security Analysis & Fixes | Snyk" data-next-head=""/><meta property="og:description" content="Snyk Code is the fastest & most comprehensive SAST code vulnerability scanning and auto-fixing tool. Try Snykâs code scanner solutions for free, or book a live demo." data-next-head=""/><meta property="og:url" content="https://snyk.io/product/snyk-code/" data-next-head=""/><meta property="og:type" content="website" data-next-head=""/><meta property="og:image" content="https://res.cloudinary.com/snyk/image/upload/t_Social%20Sharing Image/f_auto/q_auto/v1607608616/Marketing%20site%20assets/snyk-code-featured.png" data-next-head=""/><meta property="og:image:alt" content="snyk code featured" data-next-head=""/><meta property="og:image:width" content="1200" data-next-head=""/><meta property="og:image:height" content="628" data-next-head=""/><meta property="og:locale" content="en-US" data-next-head=""/><meta property="og:site_name" content="Snyk" data-next-head=""/><link rel="canonical" href="https://snyk.io/product/snyk-code/" data-next-head=""/><meta name="twitter:title" content="Snyk Code | SAST Code Scanning Tool | Code Security Analysis & Fixes | Snyk" data-next-head=""/><meta name="twitter:description" content="Snyk Code is the fastest & most comprehensive SAST code vulnerability scanning and auto-fixing tool. Try Snykâs code scanner solutions for free, or book a live demo." data-next-head=""/><meta name="twitter:image" content="https://res.cloudinary.com/snyk/image/upload/t_Social%20Sharing Image/f_auto/q_auto/v1607608616/Marketing%20site%20assets/snyk-code-featured.png" data-next-head=""/><meta property="article:tag" content="snyk-code" data-next-head=""/><meta property="article:tag" content="code-security" data-next-head=""/><link rel="preload" href="https://res.cloudinary.com/snyk/image/upload/v1743021644/website-heroes/illustration-hero-code.svg" as="image" data-next-head=""/><link rel="preload" href="https://res.cloudinary.com/snyk/image/upload/v1747832798/illustrated-ui-spot-agent-fix_ozribw.svg" as="image" data-next-head=""/><link rel="preload" href="https://res.cloudinary.com/snyk/image/upload/v1663712679/wordpress-sync/illustrated-ui-ide-call-out.svg" as="image" data-next-head=""/><link rel="preload" href="https://res.cloudinary.com/snyk/image/upload/v1663712674/wordpress-sync/illustrated-ui-snyk-code.svg" as="image" data-next-head=""/><link rel="preload" href="https://res.cloudinary.com/snyk/image/upload/v1723651384/illustration-ui-apprisk-priority.svg" as="image" data-next-head=""/><link rel="preload" href="https://res.cloudinary.com/snyk/image/upload/v1743004292/logocluster-developement-lifecycle-updated_h1nexh.svg" as="image" data-next-head=""/><link rel="preload" href="/_next/static/immutable/media/caa3a2e1cccd8315-s.p.0zr6hhvz-h9nw.woff2" as="font" type="font/woff2" crossorigin="anonymous" data-next-font="size-adjust"/><link rel="preload" href="/_next/static/immutable/media/797e433ab948586e-s.p.1v5bejj26fx9h.woff2" as="font" type="font/woff2" crossorigin="anonymous" data-next-font="size-adjust"/><link rel="preload" href="/_next/static/immutable/chunks/23or_hvsvwizy.css" as="style"/><link rel="preload" href="/_next/static/immutable/chunks/2r_b7rx28ckf1.css" as="style"/>
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123Book a live demo</a></div></div><div class="hero-text-media-wrapper"><figure class="w-full" data-component="Media Asset Container"><img alt="Abstract illustration of a colorful code interface with angle-bracket symbols and rounded programming elements" width="619" height="396" decoding="async" data-nimg="1" class="d-block w-full h-auto" style="color:transparent" src="https://res.cloudinary.com/snyk/image/upload/v1743021644/website-heroes/illustration-hero-code.svg"/></figure></div></div></div></section><section class="brandui-section"><div class="brandui-container"><div class="basic-cta" data-component="Basic CTA"><div class="basic-cta-content"><hgroup class="basic-cta-header-group"><h2 class="txt-headline-small" data-component="Title">On-demand SAST code security analysis demo</h2></hgroup><div class="txt-body txt-ui-body txt-rich" data-component="Text"><p>Watch our recorded demo to see how teams can find and auto-fix code vulnerabilities with Snyk Codeâs SAST scanning and Snyk Agent Fixâs automatic remediation.</p></div></div><div class="buttons"><a class="button tertiary max-w-full min-content mobile:marg-h-auto" title="Watch now" data-component="Next Link" href="/lp/on-demand-demo-sast/">Watch now</a></div></div></div></section><section class="brandui-section"><div class="brandui-container"><div class="marker-line-4 marg-h-auto marg-b-small"></div><div class="section-intro" data-component="Title Text"><h2 class="txt-section-title marg-h-auto" data-component="Title">Code security, chosen by developers</h2><div class="txt-body-lead txt-ui-body txt-rich" data-component="Text"><p>Snyk Code was the only AI-powered code security tool shortlisted by developers in <a href="/blog/stack-overflow-ai-development-survey/"><u>Stack Overflowâs 2024 survey</u></a>. Get the security intelligence and remediation advice you need without disrupting the development workflow. </p></div></div><div class="d-grid grid-cols-3 mobile:grid-cols-1 gap-medium" data-component="Grid"><div class="card-wrapper txt-center" data-component="Card"><article class="card h-full"><div class="card-body"><i class="icon icon-dev-friendly icon-solid icon-theme-solid icon-lg marg-h-auto" data-component="Brand Icon" aria-hidden="true"></i><h3 class="txt-subhead-small txt-center" data-component="Title">Developer-friendly</h3><div class="txt-body txt-ui-body txt-rich" data-component="Text"><p>Prevent code delays with fix advice and automatic fixes backed by industry-leading security intelligence.</p></div></div></article></div><div class="card-wrapper txt-center" data-component="Card"><article class="card h-full"><div class="card-body"><i class="icon icon-real-time-scan icon-solid icon-theme-solid icon-lg marg-h-auto" data-component="Brand Icon" aria-hidden="true"></i><h3 class="txt-subhead-small txt-center" data-component="Title">Fast and accurate</h3><div class="txt-body txt-ui-body txt-rich" data-component="Text"><p>Get real-time, in-line results with complete, automatic scans and 80%-accurate fixes, in your IDE and pull requests.</p></div></div></article></div><div class="card-wrapper txt-center" data-component="Card"><article class="card h-full"><div class="card-body"><i class="icon icon-admin icon-solid icon-theme-solid icon-lg marg-h-auto" data-component="Brand Icon" aria-hidden="true"></i><h3 class="txt-subhead-small txt-center" data-component="Title">Actionable results</h3><div class="txt-body txt-ui-body txt-rich" data-component="Text"><p>Find code vulnerabilities, understand more with dev-friendly context-specific explanations, and instantly apply auto-fixes with one click.</p></div></div></article></div></div></div><div class="decorations-wrapper"><div class="decoration-glow glow-top-right glow-theme-solid-primary glow-medium"></div><div class="decoration-glow glow-bottom-left glow-theme-solid-secondary glow-medium"></div></div></section><section class="brandui-section" data-component="River Layout"><div class="brandui-container"><div class="d-flex flex-col gap-huge"><div class="text-media" data-component="Text Media"><div class="text-media-media d-flex flex-col justify-center items-center"><figure class="w-full" data-component="Media Asset Container"><img alt="Illustrated security interface showing a Snyk Agent Fix suggestion for a Cross-site Scripting vulnerability with AI-generated code solutions and an Apply fixæé®" width="619" height="396" decoding="async" data-nimg="1" class="d-block w-full h-auto" style="color:transparent" src="https://res.cloudinary.com/snyk/image/upload/v1747832798/illustrated-ui-spot-agent-fix_ozribw.svg"/></figure></div><div class="text-media-text"><div class="text-media-text-content"><div class="title-text title-text-left-aligned" data-component="Title Text"><h2 class="txt-section-title" data-component="Title">Real-time code scanning and auto-fixing</h2><div class="txt-body-lead txt-ui-body txt-rich title-text-left" data-component="Text"><p>No more waiting for SAST reports. Scan, and automatically remediate source code issues with pre-screened fixes in seconds to minutes, build-free in the IDE and pull requests.</p></div></div></div></div></div><div class="text-media reverse" data-component="Text Media"><div class="text-media-media d-flex flex-col justify-center items-center"><figure class="w-full" data-component="Media Asset Container"><img alt="Dark-themed code editor showing a project file tree and an SQL Injection vulnerability panel with Java code examples and external fixes." width="619" height="396" decoding="async" data-nimg="1" class="d-block w-full h-auto" style="color:transparent" src="https://res.cloudinary.com/snyk/image/upload/v1663712679/wordpress-sync/illustrated-ui-ide-call-out.svg"/></figure></div><div class="text-media-text"><div class="text-media-text-content reverse"><div class="title-text title-text-left-aligned" data-component="Title Text"><h2 class="txt-section-title" data-component="Title">Extensive coverage, including LLM sources</h2><div class="txt-body-lead txt-ui-body txt-rich title-text-left" data-component="Text"><p>Snykâs vulnerability scanner is compatible with most popular <a href="https://docs.snyk.io/products/snyk-code/snyk-code-language-and-framework-support" rel="noopener noreferrer" target="_blank"><u>languages</u></a>, <a href="/ide-plugins/"><u>IDEs</u></a>, and <a href="https://docs.snyk.io/integrations/ci-cd-integrations" rel="noopener noreferrer" target="_blank"><u>CI/CD tools</u></a> â and our coverage is constantly expanding, including our <a href="/blog/snyk-code-secures-ai-builds/"><u>source libraries</u></a>, encompassing 90% of all LLM libraries like OpenAI and Hugging Face, amongst others. </p></div></div></div></div></div><div class="text-media" data-component="Text Media"><div class="text-media-media d-flex flex-col justify-center items-center"><figure class="w-full" data-component="Media Asset Container"><img alt="Illustrated security dashboard showing a curl/libcurl vulnerability with severity filters, score 714, and a prominent Configure button" width="619" height="396" decoding="async" data-nimg="1" class="d-block w-full h-auto" style="color:transparent" src="https://res.cloudinary.com/snyk/image/upload/v1663712674/wordpress-sync/illustrated-ui-snyk-code.svg"/>
123</figure></div><div class="text-media-text"><div class="text-media-text-content"><div class="title-text title-text-left-aligned" data-component="Title Text"><h2 class="txt-section-title" data-component="Title">Revolutionary knowledge base</h2><div class="txt-body-lead txt-ui-body txt-rich title-text-left" data-component="Text"><p>With 25M+ data flow cases modeled, Snykâs powerful machine learning engine combs millions of open source libraries, helping human-in-the-loop AI build our robust knowledge base â ensuring cutting-edge security tooling.</p></div></div></div></div></div><div class="text-media reverse" data-component="Text Media"><div class="text-media-media d-flex flex-col justify-center items-center"><figure class="w-full" data-component="Media Asset Container"><img alt="Security dashboard showing issues prioritized by risk and an evidence graph tracing remote code execution through services to frontend and checkout." width="619" height="396" decoding="async" data-nimg="1" class="d-block w-full h-auto" style="color:transparent" src="https://res.cloudinary.com/snyk/image/upload/v1723651384/illustration-ui-apprisk-priority.svg"/></figure></div><div class="text-media-text"><div class="text-media-text-content reverse"><div class="title-text title-text-left-aligned" data-component="Title Text"><h2 class="txt-section-title" data-component="Title">Prioritize top code risks</h2><div class="txt-body-lead txt-ui-body txt-rich title-text-left" data-component="Text"><p>Snykâs code vulnerability detection leverages broad application context and adaptable features to eliminate noisy results and prioritize new, deployed or publicly exposed code issues that are riskier or more relevant to your organization.</p></div></div></div></div></div></div></div></section><section class="brandui-section"><div class="brandui-container"><div class="marker-line-4 marg-h-auto marg-b-small"></div><div class="section-intro" data-component="Title Text"><h2 class="txt-section-title marg-h-auto" data-component="Title">Reduce time to remediate by 84% or more with self-service code security analysis in your daily workflow</h2><div class="txt-body-lead txt-ui-body txt-rich" data-component="Text"><p>Empower developers to build faster and become quasi-security professionals with Snyk Codeâs comprehensive code security scanning tools.</p></div></div><div class="d-flex flex-col gap-large"><div class="d-grid grid-cols-3 mobile:grid-cols-1 gap-medium" data-component="Grid"><div class="text-grid-item center" data-component="Text Grid Item"><i class="icon icon-integrations icon-solid icon-theme-solid icon-lg marg-h-auto" data-component="Brand Icon" aria-hidden="true"></i><hgroup class="d-flex flex-col gap-extra-small"><div class="d-flex gap-extra-small items-center flex-wrap justify-center"><h3 class="txt-subhead-small" data-component="Title">Integrated IDE</h3></div></hgroup><div class="txt-body txt-ui-body txt-rich" data-component="Text"><p>Find issues during development before they enter the project, saving you time and money.</p></div></div><div class="text-grid-item center" data-component="Text Grid Item"><i class="icon icon-security-automation icon-solid icon-theme-solid icon-lg marg-h-auto" data-component="Brand Icon" aria-hidden="true"></i><hgroup class="d-flex flex-col gap-extra-small"><div class="d-flex gap-extra-small items-center flex-wrap justify-center"><h3 class="txt-subhead-small" data-component="Title">In-workflow testing</h3></div></hgroup><div class="txt-body txt-ui-body txt-rich" data-component="Text"><p>Automatically scan every PR and repo for a status report to assess, prioritize, and fix existing issues.</p></div></div><div class="text-grid-item center" data-component="Text Grid Item"><i class="icon icon-ship-it icon-solid icon-theme-solid icon-lg marg-h-auto" data-component="Brand Icon" aria-hidden="true"></i><hgroup class="d-flex flex-col gap-extra-small"><div class="d-flex gap-extra-small items-center flex-wrap justify-center"><h3 class="txt-subhead-small" data-component="Title">CI/CD security gate</h3></div></hgroup><div class="txt-body txt-ui-body txt-rich" data-component="Text"><p>Secure your application by integrating vulnerability scans, including PR checks, into the build process.</p></div></div></div></div></div></section><section class="brandui-section" data-component="River Layout"><div class="brandui-container"><div class="d-flex flex-col gap-huge"><div class="text-media reverse" data-component="Text Media"><div class="text-media-media d-flex flex-col justify-center items-center"><figure class="w-full" data-component="Media Asset Container"><img alt="Cluster of software and cloud platform logos arranged in rows, including JavaScript, Python, PHP, Go, .NET, GitHub, GitLab, AWS, Azure, Google Cloud, Docker, JF" width="619" height="396" decoding="async" data-nimg="1" class="d-block w-full h-auto" style="color:transparent" src="https://res.cloudinary.com/snyk/image/upload/v1743004292/logocluster-developement-lifecycle-updated_h1nexh.svg"/></figure></div><div class="text-media-text"><div class="text-media-text-content reverse"><div class="title-text title-text-left-aligned" data-component="Title Text"><h2 class="txt-section-title" data-component="Title">Integrations for your entire SDLC</h2><div class="txt-body-lead txt-ui-body txt-rich title-text-left" data-component="Text"><p>Snyk seamlessly integrates with the most popular languages, platforms, and systems â so you can secure your co
123de without disrupting the existing workflow.</p></div><div class="buttons"><a href="https://docs.snyk.io/integrate-with-snyk" rel="noopener noreferrer" target="_blank" class="button tertiary max-w-full max-content" title="Explore all integrations and languages" data-component="Next Link">Explore all integrations and languages</a></div></div></div></div></div></div></div></section><section class="brandui-section"><div class="brandui-container"><div class="marker-line-4 marg-h-auto marg-b-small"></div><div class="section-intro" data-component="Title Text"><h2 class="txt-section-title marg-h-auto" data-component="Title">Agentic AI that augments the developer experience</h2><div class="txt-body-lead txt-ui-body txt-rich" data-component="Text"><p> Snyk Codeâs unrivaled speed and accuracy, powered by a new agentic architecture that fuses frontier AI models with Snykâs proprietary security intelligence, delivers fixes that are both more secure and more functional than any standalone model. Our intuitive platform empowers and motivates developers to build efficient teams and secure products.</p></div></div><div class="d-flex flex-col gap-large"><div class="d-grid grid-cols-3 mobile:grid-cols-1 gap-medium" data-component="Grid"><div class="text-grid-item center" data-component="Text Grid Item"><hgroup class="d-flex flex-col gap-extra-small"><div class="d-flex gap-extra-small items-center flex-wrap justify-center"><h3 class="txt-subhead-small" data-component="Title">Purpose-built AI security engine</h3></div></hgroup><div class="txt-body txt-ui-body txt-rich" data-component="Text"><p>Our agentic architecture uses few-shot prompting to inject frontier models with the most relevant, real-world security guidance, delivering domain expert-level fixes without static fine-tuning.</p></div></div><div class="text-grid-item center" data-component="Text Grid Item"><hgroup class="d-flex flex-col gap-extra-small"><div class="d-flex gap-extra-small items-center flex-wrap justify-center"><h3 class="txt-subhead-small" data-component="Title">35,000+ real-world vulnerability database</h3></div></hgroup><div class="txt-body txt-ui-body txt-rich" data-component="Text"><p>Snyk maintains a database of over 35,000 real-world vulnerabilities and fixes written by Snyk security experts, continuously expanded to keep pace with emerging threats.</p></div></div><div class="text-grid-item center" data-component="Text Grid Item"><hgroup class="d-flex flex-col gap-extra-small"><div class="d-flex gap-extra-small items-center flex-wrap justify-center"><h3 class="txt-subhead-small" data-component="Title">Built-in security expertise</h3></div></hgroup><div class="txt-body txt-ui-body txt-rich" data-component="Text"><p>Snykâs security experts author real-world fixes and vulnerability data that guide our AI at the moment of generation, so every suggestion reflects tested, human-validated remediation.</p></div></div></div></div></div></section><section class="brandui-section"><div class="brandui-container"><div class="p-relative"><div class="decorations-wrapper"><div class="decoration-glow glow-top-right glow-theme-solid-tertiary glow-medium"></div></div><article class="max-w-8 mobile:max-w-full card pad-huge mobile:pad-medium marg-h-auto txt-center" data-component="Quote Module"><figure><div class="d-flex gap-small mobile:flex-col"><i class="general-icon icon-quote icon-medium txt-theme-gradient" data-component="General Icon"></i><blockquote class="marg-b-small txt-body-lead txt-ui-headline"><p>âSnyk Code gave us a net new capability to add to our arsenal. It analyzes code we write, quickly, and provides legitimate, actionable information that engineers can use during development and within build workflows. The Snyk view lets engineers quickly see any code issues, other sources for that issue, as well as how other engineers in the industry have fixed the issue. It gives us meaningful static analysis results that we can take action on immediately.â</p></blockquote></div><div class="marg-t-extra-large d-flex items-end mobile:items-center gap-small mobile:flex-col w-full justify-between"><div class="d-flex items-end"><div class="w-2"><div class="logo-container" data-component="Logo Container"><img alt="Panther Labs" loading="lazy" decoding="async" data-nimg="fill" class="logo-default" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;
123color:transparent" sizes="(max-width: 960px) 100vw, 33vw" srcSet="/_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1530707820%2Fwordpress-sync%2Fpanther-labs.png&w=256&q=75 256w, /_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1530707820%2Fwordpress-sync%2Fpanther-labs.png&w=384&q=75 384w, /_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1530707820%2Fwordpress-sync%2Fpanther-labs.png&w=580&q=75 580w, /_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1530707820%2Fwordpress-sync%2Fpanther-labs.png&w=960&q=75 960w, /_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1530707820%2Fwordpress-sync%2Fpanther-labs.png&w=1240&q=75 1240w, /_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1530707820%2Fwordpress-sync%2Fpanther-labs.png&w=2560&q=75 2560w" src="/_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1530707820%2Fwordpress-sync%2Fpanther-labs.png&w=2560&q=75"/><img alt="Panther Labs" loading="lazy" decoding="async" data-nimg="fill" class="logo-dark" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" src="https://res.cloudinary.com/snyk/image/upload/v1741964475/website-customer-logos/logo-panther-labs-dark-mode.svg"/></div></div></div><figcaption><div class="txt-right mobile:txt-center"><p class="txt-subhead-small" data-component="Title">Joren McReynolds</p><p class="txt-body-bold txt-ui-body" data-component="Text">Director of Engineering<!-- -->, Panther Labs</p></div></figcaption></div></figure><div class="buttons justify-center marg-t-large"><a class="button tertiary max-w-full max-content mobile:marg-h-auto" title="Read case study" data-component="Next Link" href="/case-studies/panther-labs/">Read case study</a></div></article></div></div><div class="decoations-wrapper"><div class="decoration-bg hex-pattern"></div></div></section><section class="brandui-section" data-component="Product Pricing"><div class="brandui-container"><div class="marker-line-4 marg-h-auto marg-b-small"></div><div class="section-intro" data-component="Title Text"><div class="product-logo logo-snyk-code logo-lg logo-theme-solid marg-h-auto" data-component="Product Logo" aria-hidden="true"></div><h2 class="txt-section-title marg-h-auto" data-component="Title">Get started with Snyk Code vulnerability scanner</h2><div class="txt-body-lead txt-ui-body txt-rich" data-component="Text"><p>Find and auto-fix vulnerabilities as you code, with in-line remediation recommendations right in your IDE and pull requests.</p></div><div class="buttons marg-h-auto justify-center"><a class="button tertiary max-w-full max-content mobile:marg-h-auto" title="Compare all plans" data-component="Next Link" href="/plans/">Compare all plans</a></div></div><div class="p-relative"><div class="d-grid grid-cols-3 mobile:grid-cols-1 gap-medium gap-y-huge" data-component="Grid"><div class="p-relative"><article class="card" data-component="Pricing Card"><div class="card-body"><div class="d-flex flex-col gap-small"><p class="txt-subhead-small txt-ui-text" data-component="Title">Free forever</p></div><div class="d-flex gap-extra-small items-start" data-component="Feature Item"><div class="min-w-medium flex-shrink-0"><i class="feature-checkmark" data-component="Feature Checkmark"></i></div><p class="txt-body txt-ui-body mobile:txt-left">Automated fixes with Snyk Agent Fix (limited time only)</p></div><div class="buttons marg-t-auto pad-t-small flex-col"><a href="https://app.snyk.io/auth/auth0/github" rel="noopener noreferrer" target="_blank" class="button primary w-full" title="Start free with GitHub" data-component="Next Link"><i class="general-icon icon-github general-icon icon-solid icon-medium -marg-v-extra-small -marg-l-extra-small marg-r-slim pad-r-thin" data-component="General Icon" aria-hidden="true"></i>Start free with GitHub</a><a href="https://app.snyk.io/auth/auth0/google-oauth2" rel="noopener noreferrer" target="_blank" class="button primary w-full" title="Start free with Google" data-component="Next Link"><i class="general-icon icon-google general-icon icon-solid icon-medium -marg-v-extra-small -marg-l-extra-small marg
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data-component="Next Link" href="/start/team/">Buy now</a></div></div></article></div><div class="p-relative"><article class="card" data-component="Pricing Card"><div class="card-body"><div class="d-flex flex-col gap-small"><p class="txt-subhead-small txt-ui-text" data-component="Title">Enterprise</p></div><div class="d-flex gap-extra-small items-start" data-component="Feature Item"><div class="min-w-medium flex-shrink-0"><i class="feature-checkmark" data-component="Feature Checkmark"></i></div><p class="txt-body txt-ui-body mobile:txt-left">Jira integration</p></div><div class="d-flex gap-extra-small items-start" data-component="Feature Item"><div class="min-w-medium flex-shrink-0"><i class="feature-checkmark" data-component="Feature Checkmark"></i></div><p class="txt-body txt-ui-body mobile:txt-left">Reports</p></div><div class="d-flex gap-extra-small items-start" data-component="Feature Item"><div class="min-w-medium flex-shrink-0"><i class="feature-checkmark" data-component="Feature Checkmark"></i></div><p class="txt-body txt-ui-body mobile:txt-left">Rich API</p></div><div class="d-flex gap-extra-small items-start" data-component="Feature Item"><div class="min-w-medium flex-shrink-0"><i class="feature-checkmark" data-component="Feature Checkmark"></i></div><p class="txt-body txt-ui-body mobile:txt-left">Custom user roles</p></div><div class="d-flex gap-extra-small items-start" data-component="Feature Item"><div class="min-w-medium flex-shrink-0"><i class="feature-checkmark" data-component="Feature Checkmark"></i></div><p class="txt-body txt-ui-body mobile:txt-left">Security policy management</p></div><div class="d-flex gap-extra-small items-start" data-component="Feature Item"><div class="min-w-medium flex-shrink-0"><i class="feature-checkmark" data-component="Feature Checkmark"></i></div><p class="txt-body txt-ui-body mobile:txt-left">Automated fixes with Snyk Agent Fix</p></div><div class="d-flex gap-extra-small items-start" data-component="Feature Item"><div class="min-w-medium flex-shrink-0"><i class="feature-checkmark" data-component="Feature Checkmark"></i></div><p class="txt-body txt-ui-body mobile:txt-left">Prioritization and program management with Snyk Essentials</p></div><div class="buttons marg-t-auto pad-t-small flex-col"><a class="button primary w-full" title="Book a live demo" data-component="Next Link" href="/schedule-a-demo/">Book a live demo</a></div></div></article></div></div></div></div><div class="decorations-wrapper"><div class="decoration-glow glow-top-center glow-theme-solid-tertiary glow-w-full"></div></div></section><section class="brandui-section"><div class="brandui-container"><div class="marker-line-4 marg-h-auto marg-b-small"></div><div class="section-intro solo-title" data-component="Title Text"><h2 class="txt-section-title marg-h-auto" data-component="Title">Additional resources</h2></div><div class="d-grid grid-cols-4 mobile:grid-cols-1 gap-medium" data-component="Grid"><div class="card-wrapper" data-component="Media Card"><article class="card h-full"><div class="card-banner"><div class="w-full marg-h-auto p-relative aspect-ratio-banner" data-component="Banner"><img alt="Customer Komatsu" loading="lazy" decoding="async" data-nimg="fill" class="object-fit-cover" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" sizes="(min-width: 980px) 50vw, 100vw" srcSet="/_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1717775643%2FCustomer_-_Komatsu.png&w=384&q=75 384w, /_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1717775643%2FCustomer_-_Komatsu.png&w=580&q=75 580w, /_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1717775643%2FCustomer_-_Komatsu.png&w=960&q=75 960w, /_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1717775643%2FCustomer_-_Komatsu.png&w=1240&q=75 1240w, /_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1717775643%2FCustomer_-_Komatsu.png&w=2560&q=75 2560w" src="/_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1717775643%2FCustomer_-_Komatsu.png&w=2560&q=75"/></div></div><div class="card-body">
123<div class="category" data-component="Category"><i class="general-icon icon-case-study icon-md txt-ui-text" data-component="General Icon"></i><span>Case Study</span></div><p class="txt-subhead txt-line-clamp-2" data-component="Title">Komatsu</p><p class="txt-body txt-ui-body txt-line-clamp-4" data-component="Text">Learn how Komatsu decreased mean time to fix vulnerabilities by 62%.</p><a class="button glyph marg-t-auto link-stretched" title="Read" data-component="Next Link" href="/case-studies/komatsu/"></a></div></article></div><div class="card-wrapper" data-component="Media Card"><article class="card h-full"><div class="card-banner"><div class="w-full marg-h-auto p-relative aspect-ratio-banner" data-component="Banner"><img alt="blog feature" loading="lazy" decoding="async" data-nimg="fill" class="object-fit-cover" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" sizes="(min-width: 980px) 50vw, 100vw" srcSet="/_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1729691729%2Fblog-feature.png&w=384&q=75 384w, /_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1729691729%2Fblog-feature.png&w=580&q=75 580w, /_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1729691729%2Fblog-feature.png&w=960&q=75 960w, /_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1729691729%2Fblog-feature.png&w=1240&q=75 1240w, /_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1729691729%2Fblog-feature.png&w=2560&q=75 2560w" src="/_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1729691729%2Fblog-feature.png&w=2560&q=75"/></div></div><div class="card-body"><div class="category" data-component="Category"><i class="general-icon icon-ballot icon-md txt-ui-text" data-component="General Icon"></i><span>Blog</span></div><p class="txt-subhead-small txt-line-clamp-2" data-component="Title">Find, auto-fix, and prioritize intelligently, with Snyk's AI-powered code security tools</p><p class="txt-body txt-ui-body txt-line-clamp-4" data-component="Text">Snyk Agent Fix is a powerful AI-driven tool that automatically fixes code vulnerabilities. It integrates seamlessly into developer workflows and prioritizes critical issues. By leveraging AI, Snyk Agent Fix offers fast, accurate, and safe auto-fixing, empowering teams to improve application security.</p><a class="button glyph marg-t-auto link-stretched" title="Read" data-component="Next Link" href="/blog/find-auto-fix-prioritize-intelligently-snyks-ai-powered-code/"></a></div></article></div><div class="card-wrapper" data-component="Media Card"><article class="card h-full"><div class="card-banner"><div class="w-full marg-h-auto p-relative aspect-ratio-banner" data-component="Banner"><img alt="blog feature snyk code party" loading="lazy" decoding="async" data-nimg="fill" class="object-fit-cover" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" sizes="(min-width: 980px) 50vw, 100vw" srcSet="/_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1646599376%2Fwordpress-sync%2Fblog-feature-snyk-code-party.jpg&w=384&q=75 384w, /_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1646599376%2Fwordpress-sync%2Fblog-feature-snyk-code-party.jpg&w=580&q=75 580w, /_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1646599376%2Fwordpress-sync%2Fblog-feature-snyk-code-party.jpg&w=960&q=75 960w, /_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1646599376%2Fwordpress-sync%2Fblog-feature-snyk-code-party.jpg&w=1240&q=75 1240w, /_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1646599376%2Fwordpress-sync%2Fblog-feature-snyk-code-party.jpg&w=2560&q=75 2560w" src="/_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1646599376%2Fwordpress-sync%2Fblog-feature-snyk-code-party.jpg&w=2560&q=75"/></div></div><div class="card-body">
123<div class="category" data-component="Category"><i class="general-icon icon-ballot icon-md txt-ui-text" data-component="General Icon"></i><span>Blog</span></div><p class="txt-subhead-small txt-line-clamp-2" data-component="Title">Vulnerability-Free C and C++ development in automotive manufacturing and software defined vehicles (SDV)</p><p class="txt-body txt-ui-body txt-line-clamp-4" data-component="Text">Look into the security challenges facing the booming Software-Defined Vehicle (SDV) market. While SDV promises exciting features and revenue streams, its reliance on C and C++ code, notorious for vulnerabilities, raises concerns.</p><a class="button glyph marg-t-auto link-stretched" title="Read" data-component="Next Link" href="/blog/vulnerability-free-c-and-c-development-in-automotive-manufacturing-and/"></a></div></article></div><div class="card-wrapper" data-component="Media Card"><article class="card h-full"><div class="card-banner"><div class="w-full marg-h-auto p-relative aspect-ratio-banner" data-component="Banner"><img alt="" loading="lazy" decoding="async" data-nimg="fill" class="object-fit-cover" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" sizes="(min-width: 980px) 50vw, 100vw" srcSet="/_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1671633728%2Fwordpress-sync%2Ffeature-5FoCS.jpg&w=384&q=75 384w, /_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1671633728%2Fwordpress-sync%2Ffeature-5FoCS.jpg&w=580&q=75 580w, /_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1671633728%2Fwordpress-sync%2Ffeature-5FoCS.jpg&w=960&q=75 960w, /_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1671633728%2Fwordpress-sync%2Ffeature-5FoCS.jpg&w=1240&q=75 1240w, /_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1671633728%2Fwordpress-sync%2Ffeature-5FoCS.jpg&w=2560&q=75 2560w" src="/_next/image/?url=https%3A%2F%2Fres.cloudinary.com%2Fsnyk%2Fimage%2Fupload%2Fv1671633728%2Fwordpress-sync%2Ffeature-5FoCS.jpg&w=2560&q=75"/></div></div><div class="card-body"><div class="category" data-component="Category"><i class="general-icon icon-ballot icon-md txt-ui-text" data-component="General Icon"></i><span>Blog</span></div><p class="txt-subhead-small txt-line-clamp-2" data-component="Title">Introducing the New Agentic Architecture for Snyk Agent Fix: Faster, Smarter, and More Secure</p><p class="txt-body txt-ui-body txt-line-clamp-4" data-component="Text">Snyk Agent Fix upgrades to a new agentic architecture for faster, smarter, and more secure AI-powered code fixes. Now with full Snyk Code language coverage and verified remediation.</p><a class="button glyph marg-t-auto link-stretched" title="Read" data-component="Next Link" href="/blog/snyk-agent-fix-agentic-architecture/"></a></div></article></div></div></div><div class="decorations-wrapper"><div class="decoration-glow glow-bottom-right glow-theme-solid-tertiary glow-large"></div><div class="decoration-glow glow-bottom-left glow-theme-solid-secondary glow-medium"></div><div class="decoration-bg circuit-tracks circuit-tracks-bottom-left"></div></div></section></main><footer class="brandui-footer"><div class="footer-content content-block"><nav class="footer-navigation"><div class="footer-column"><h2 class="footer-column-title txt-mini-header-small">Platform</h2><ul class="footer-links"><li><a class="d-block" href="/platform/">Snyk AI Security Platform</a></li><li><a class="d-block" href="/evo/">Evo</a></li><li><a class="d-block" href="/integrations/">Integrations</a></li><li><a class="d-block" href="/platform/deepcode-ai/">DeepCode AI</a></li></ul></div><div class="footer-column"><h2 class="footer-column-title txt-mini-header-small">Our Resources</h2><ul class="footer-links"><li><a class="d-block" href="/resource-library/">Resource Library</a></li><li><a class="d-block" href="/blog/">Blog</a></li><li><a class="d-block" href="/podcasts/the-secure-developer/">Snykâs Podcasts</a></li><li><a class="d-block" href="/glossaries/ai/">AI Glossary</a></li><li><a href="https://snyk.io/llms.txt" rel="noopener noreferrer" target="_blank" class="d-block">llms.txt<i class="general-icon icon-open-in-new icon-sm txt-action marg-l-thin translate-x-slim" data-component="General Icon"></i></a></li></ul></div><div class="footer-column"><h2 class="footer-column-title txt-mini-header-small">Knowledge & Docs</h2><ul class="footer-links"><li><a href="https://labs.snyk.io/" rel="noopener noreferrer" target="_blank" class="d-block">Snyk Labs<i class="general-icon icon-open-in-new icon-sm txt-action marg-l-thin translate-x-slim" data-component="General Icon"></i></a></li><li><a class="d-block" href="/platform/snyk-learn/">Snyk Learn</a></li><li><a href="https://docs.snyk.io/" rel="noopener noreferrer" target="_blank" class="d-block">Snyk User Docs<i class="general-icon icon-open-in-new icon-sm txt-action marg-l-thin translate-x-slim" data-component="General Icon"></i></a></li><li><a href="https://support.snyk.io/s/" rel="noopener noreferrer" target="_blank" class="d-block">Snyk Support<i class="general-icon icon-open-in-new icon-sm txt-action marg-l-thin translate-x-slim" data-component="General Icon"></i></a></li><li><a href="https://security.snyk.io/" rel="noopener noreferrer" target="_blank" class="d-block">Snyk Vuln Database<i class="general-icon icon-open-in-new icon-sm txt-action marg-l-thin translate-x-slim" data-component="General Icon"></i></a></li><li><a href="https://updates.snyk.io/" rel="noopener noreferrer" target="_blank" class="d-block">Snyk Updates<i class="general-icon icon-open-in-new icon-sm txt-action marg-l-thin translate-x-slim" data-component="General Icon"></i></a></li><li><a href="https://trust.snyk.io/home" rel="noopener noreferrer" target="_blank" class="d-block">Snyk Trust Center<i class="general-icon icon-open-in-new icon-sm txt-action marg-l-thin translate-x-slim" data-component="General Icon"></i></a></li></ul></div><div class="footer-column"><h2 class="footer-column-title txt-mini-header-small">Company & Community</h2><ul class="footer-links"><li><a class="d-block" href="/about/">About Snyk</a></li><li><a class="d-block" href="/contact-us/">Contact Us</a></li><li><a class="d-block" href="/schedule-a-demo/">
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123scription":"Look into the security challenges facing the booming Software-Defined Vehicle (SDV) market. While SDV promises exciting features and revenue streams, its reliance on C and C++ code, notorious for vulnerabilities, raises concerns.","no_index":false,"socialImage":[{"url":"http://res.cloudinary.com/snyk/image/upload/v1646599376/wordpress-sync/blog-feature-snyk-code-party.jpg","tags":[],"type":"upload","bytes":29650,"width":1200,"format":"jpg","height":628,"version":1646599376,"duration":null,"metadata":{},"public_id":"wordpress-sync/blog-feature-snyk-code-party","created_at":"2022-03-06T20:42:56Z","secure_url":"https://res.cloudinary.com/snyk/image/upload/v1646599376/wordpress-sync/blog-feature-snyk-code-party.jpg","resource_type":"image"}],"sitemapChangeFreq":"monthly","sitemapPriority":0.7,"ogType":"article"}},"containsVideo":false,"featuredImage":[{"url":"http://res.cloudinary.com/snyk/image/upload/v1646599376/wordpress-sync/blog-feature-snyk-code-party.jpg","tags":[],"type":"upload","bytes":29650,"width":1200,"format":"jpg","height":628,"version":1646599376,"duration":null,"metadata":{},"public_id":"wordpress-sync/blog-feature-snyk-code-party","created_at":"2022-03-06T20:42:56Z","secure_url":"https://res.cloudinary.com/snyk/image/upload/v1646599376/wordpress-sync/blog-feature-snyk-code-party.jpg","resource_type":"image"}],"authors":[{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"oyrbri43adzz"}},"id":"pFo4jDSB0DmPVedOoo4DVR","type":"Entry","createdAt":"2022-09-20T23:21:20.343Z","updatedAt":"2025-06-12T16:02:20.680Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":226,"revision":195,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"contentPerson"}},"locale":"en-US"},"fields":{"internalName":"Liran Tal","fullName":"Liran Tal","slug":"liran-tal","firstName":"Liran","lastName":"Tal","headshot":[{"url":"http://res.cloudinary.com/snyk/image/upload/v1663712675/wordpress-sync/liran-yoda.jpg","tags":[],"type":"upload","bytes":40391,"width":400,"format":"jpg","height":400,"version":1663712675,"duration":null,"metadata":[],"public_id":"wordpress-sync/liran-yoda","created_at":"2022-09-20T22:24:35Z","secure_url":"https://res.cloudinary.com/snyk/image/upload/v1663712675/wordpress-sync/liran-yoda.jpg","resource_type":"image","raw_transformation":""}],"roles":["Blog Author","Event Speaker","Podcast Guest","Podcast Host"],"bio":{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[],"value":"Award-winning software developer, security researcher, and open source champion in the JavaScript community. His contributions to developer security education include leading OWASP projects, building supply chain security tools, participation in CNCF and OpenSSF initiatives, and authoring books such as O'Reilly's Serverless Security.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"document"},"title":"Director of Developer Relations","company":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"oyrbri43adzz"}},"id":"BiiaijTYQ14RazfFg8UMc","type":"Entry","createdAt":"2022-11-08T15:58:24.247Z","updatedAt":"2026-08-04T11:30:17.114Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":436,"revision":428,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"contentCompany"}},"locale":"en-US"},"fields":{"companyName":"Snyk","logoHorizontalDark":[{"url":"http://res.cloudinary.com/snyk/image/upload/v1645705749/snyk-marketingwp/snykcon/logo-snyk.svg","tags":[],"type":"upload","bytes":8086,"width":155,"format":"svg","height":80,"version":1645705749,"duration":null,"metadata":{},"public_id":"snyk-marketingwp/snykcon/logo-snyk","created_at":"2022-02-24T12:29:09Z","secure_url":"https://res.cloudinary.com/snyk/image/upload/v1645705749/snyk-marketingwp/snykcon/logo-snyk.svg","resource_type":"image"}],"logoHorizontal":[{"url":"http://res.cloudinary.com/snyk/image/upload/v1645182199/snyk-marketingui/brand-logos/wordmark-logo-color.svg","tags":null,"type":"upload","bytes":6792,"width":283,"format":"svg","height":146,"version":1645182199,"duration":null,"metadata":[],"public_id":"snyk-marketingui/brand-logos/wordmark-logo-color","created_at":"2022-02-18T11:03:19Z","secure_url":"https://res.cloudinary.com/snyk/image/upload/v1645182199/snyk-marketingui/brand-logos/wordmark-logo-color.svg","original_url":"http://res.cloudinary.com/snyk/image/upload/v1645182199/snyk-marketingui/brand-logos/wordmark-logo-color.svg","resource_type":"image","raw_transformation":"","original_secure_url":"https://res.cloudinary.com/snyk/image/upload/v1645182199/snyk-marketingui/brand-logos/wordmark-logo-color.svg"}],"companyUrl":"https://snyk.io/","region":"americas","size":"enterprise","isCustomer":false,"isPartner":false}},"linkedInUrl":"https://github.com/lirantal","githubUrl":"https://twitter.com/liran_tal"}}],"publishDate":"2024-10-23T00:00-05:00","excerpt":"Look into the security challenges facing the booming Softw
123are-Defined Vehicle (SDV) market. While SDV promises exciting features and revenue streams, its reliance on C and C++ code, notorious for vulnerabilities, raises concerns.","article":{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[],"value":"The automotive industry is at a unique inflection point in its history with the advent of the Software Defined Vehicle (SDV). During the Society of Automotive Engineers (SAE) World Congress held in Detroit April 16th - 18th, 2024, it was explicitly stated there is more than a $500 billion market that will see investment in R\u0026D and technological advancements for the automotive industry. The shift to SDV will empower new income streams through subscriptions to features and services that were impossible with the legacy âone-time buyâ model inherent to the auto industry since its inception. ","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Automakers and their suppliers have set out to become technology companies driven by the Electrical/Electronic (E/E) architecture, with semiconductors at the center of these innovations. Furthermore, a critical enabler of the SDV is microservices, containerized architecture, and significant cloud computing presence. ","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"This sector relies almost exclusively on C and C++ software development as reliable, efficient, and robust programming languages. However, these languages have security risks such as buffer overflows and memory safety issues dating back decades. The SDV market directly correlates with Snykâs mission to secure software. Automakers benefit from Snykâs Infrastructure as Code (IaC) and Container offerings, and Snykâs natural integration with various cloud providers.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"For example, ","nodeType":"text"},{"data":{"uri":"https://www.linkedin.com/pulse/road-mercedes-benz-operating-system-winter-spring-testing-%2525C3%2525B6stberg-yivze/?trackingId=5kQnFKUtHLtlUtwOegTnGg%3D%3D"},"content":[{"data":{},"marks":[{"type":"underline"}],"value":"Mercedes is ahead of the game","nodeType":"text"}],"nodeType":"hyperlink"},{"data":{},"marks":[],"value":" with their MB Operating System.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"oyrbri43adzz"}},"id":"5SXORcw43jj1Z5LD5QgAwp","type":"Entry","createdAt":"2024-10-23T12:53:01.781Z","updatedAt":"2025-06-12T16:02:20.716Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":11,"revision":4,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"contentQuote"}},"locale":"en-US"},"fields":{"internalName":"Quote: {Mercedes}","quote":{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[],"value":"We integrated the best available hardware quickly with the Qualcomm Gen4 8295, which was made available for consumer purposes only six months earlier. This was an ambitious project and I am enormously proud of the team for accepting the challenge, creating 20GB of compiled code, and getting this precursor to MB.OS into the E-Class, because the learnings are crucial for the launch of our full-blown MB.OS 1.0.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"document"}}}},"content":[],"nodeType":"embedded-entry-block"},{"data":{},"content":[{"data":{},"marks":[],"value":"MISRA Compliance for C and C++","nodeType":"text"}],"nodeType":"heading-2"},{"data":{},"content":[{"data":{},"marks":[],"value":"","nodeType":"text"},{"data":{"uri":"https://misra.org.uk/misra-c2023-released/"},"content":[{"data":{},"marks":[{"type":"underline"}],"value":"MISRA C:2023 guidelines","nodeType":"text"}],"nodeType":"hyperlink"},{"data":{},"marks":[],"value":" primarily focus on safety and reliability in critical systems, including aspects relevant to application security, especially where vulnerabilities could lead to safety risks. While the MISRA C:2023 guidelines encompass a broad range of topics, certain rules and directives are particularly relevant to enhancing application security by promoting practices that prevent undefined behavior, memory corruption, unauthorized access, and other common vulnerabilities.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Similarly to the C guidelines, the structure and content of the ","nodeType":"text"},{"data":{"uri":"https://misra.org.uk/misra-cpp2023-released-including-hardcopy/"},"content":[{"data":{},"marks":[{"type":"underline"}],"value":"MISRA C++:2023","nodeType":"text"}],"nodeType":"hyperlink"},{"data":{},"marks":[],"value":" specification outlines several rules and directives related to application security, accompanied by examples of compliant and non-compliant code.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Some of the MISRA compliance guidelines for C and C++ development cite directives and rules, such as the following, about application security and building secure C and C++ software:","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[],"value":"MISRA Dir 4.12 - Dynamic memory allocation shall not be used: Restricting dynamic memory allocation can prevent a class of vulnerabilities related to memory management errors.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"},{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[],"value":"MISRA Rule 1.3 - There shall be no undefined or critical unspecified behavior: Undefined behavior can lead to security vulnerabilities, making this rule crucial for security.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"},{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[],"value":"MISRA Rule 18.1 - A pointer resulting from arithmetic on a pointer operand shall address an element of the same array as that pointer operand: This rule aims to prevent out-of-bounds access, a common vulnerability in C programs.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"},{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[],"value":"MISRA Rule 21.3 - The memory allocation and deallocation functions of \u003cstdlib.h\u003e shall not be used: Similar to Dir 4.12, avoiding dynamic memory allocation reduces risks related to memory management vulnerabilities.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"},{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[],"value":"MISRA Rule 22.1 to Rule 22.20 (Resources): Proper management of resources, including error handling and resource release, is fundamental to preventing leaks and exhaustion, which can be leveraged in denial-of-service attacks or lead to undefined behavior exploitable by attackers.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"}],"nodeType":"unordered-list"},{"data":{},"content":[{"data":{},"marks":[],"value":"While the MISRA C specification does not explicitly label guidelines as \"security\" measures, adherence to its comprehensive rules and directives increases the softw
123are's security posture by eliminating many common sources of security vulnerabilities in C and C++ code. The guidelines help develop safe, reliable, and secure systems by fostering robust, well-defined behavior.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Why Snyk is here to help","nodeType":"text"}],"nodeType":"heading-3"},{"data":{},"content":[{"data":{},"marks":[],"value":"Snyk is dedicated to helping developers secure their code, including those working with C and C++. By integrating security into the development lifecycle like DevSecOps methods, Snyk enables developers to catch vulnerabilities before they become critical issues. Even more so, Snyk helps developers catch insecure code patterns when they save their code in the IDE and donât have to wait until Continuous Integration (CI) and build pipelines pass, or require a code compilation step.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"With tools like Snyk Code, you can scan your C and C++ codebases for vulnerabilities and get actionable insights to fix them.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"For example, consider a common vulnerability in C++: the buffer overflow. Here's a simple code snippet that demonstrates this issue:","nodeType":"text"}],"nodeType":"paragraph"},{"data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"oyrbri43adzz"}},"id":"6RiazIVtUvP9ps5RWLJHBe","type":"Entry","createdAt":"2024-10-23T12:53:01.798Z","updatedAt":"2025-05-28T11:32:34.978Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":4,"revision":2,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"contentCodeBlockSnippets"}},"locale":"en-US"},"fields":{"internalName":"High Quality and Vulnerability-Free C and C++ Development in Critical Software - Code block 1","hideLineNumbers":true,"startingLineNumber":1,"snippet":"#include \u003ciostream\u003e\n#include \u003ccstring\u003e\n\nvoid vulnerableFunction(char* input) {\n char buffer[10];\n // â Potential buffer overflow\n strcpy(buffer, input);\n}\n\nint main() {\n char input[20] = \"This is a long string\";\n vulnerableFunction(input);\n return 0;\n}","highlightedSnippetHtml":"\u003cpre class=\"shiki cursor-dark shiki-code-block__pre\" style=\"background-color:#1a1a1a;color:#D8DEE9\" tabindex=\"0\"\u003e\u003ccode class=\"shiki-code-block__code\"\u003e\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#D8DEE9\"\u003e#\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003einclude\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e \u0026#x3C;\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003eiostream\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e\u003e\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#D8DEE9\"\u003e#\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003einclude\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e \u0026#x3C;\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003ecstring\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e\u003e\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#83D6C5\"\u003evoid\u003c/span\u003e\u003cspan style=\"color:#EBC88D\"\u003e vulnerableFunction\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e(\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003echar\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e*\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003e input\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e) {\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#94C1FA\"\u003e char\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003e buffer\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e[\u003c/span\u003e\u003cspan style=\"color:#EBC88D\"\u003e10\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e]\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e;\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#6D6D6D;font-style:italic\"\u003e // â Potential buffer overflow\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#EBC88D\"\u003e strcpy\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e(\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003ebuffer\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e, \u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003einput\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e);\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#D8DEE9\"\u003e}\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#94C1FA\"\u003eint\u003c/span\u003e\u003cspan style=\"color:#EBC88D\"\u003e main\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e() {\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#94C1FA\"\u003e char\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003e input\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e[\u003c/span\u003e\u003cspan style=\"color:#EBC88D\"\u003e20\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e]\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e =\u003c/span\u003e\u003cspan style=\"color:#E394DC\"\u003e \"This is a long string\"\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e;\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#EBC88D\"\u003e vulnerableFunction\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e(\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003einput\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e);\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#83D6C5\"\u003e return\u003c/span\u003e\u003cspan style=\"color:#EBC88D\"\u003e 0\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e;\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#D8DEE9\"\u003e}\u003c/span\u003e\u003c/span\u003e\u003c/code\u003e\u003c/pre\u003e","highlightedSnippetLanguage":"javascript"}}},"content":[],"nodeType":"embedded-entry-block"},{"data":{},"content":[{"data":{},"marks":[],"value":"In this example C++ program, the ","nodeType":"text"},{"data":{},"marks":[{"type":"code"}],"value":"strcpy","nodeType":"text"},{"data":{},"marks":[],"value":" function can cause a buffer overflow if the input string exceeds the size of the buffer. Snyk can help identify such vulnerabilities and provide recommendations for safer alternatives, such as using ","nodeType":"text"},{"data":{},"marks":[{"type":"code"}],"value":"strncpy","nodeType":"text"},{"data":{},"marks":[],"value":":","nodeType":"text"}],"nodeType":"paragraph"},{"data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"oyrbri43adzz"}},"id":"1j8JZL9s0hRL5sg2WdnktC","type":"Entry","createdAt":"2024-10-23T12:53:01.842Z","updatedAt":"2025-05-28T11:32:30.101Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":5,"revision":2,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"contentCodeBlockSnippets"}},"locale":"en-US"},"fields":{"internalName":"High Quality and Vulnerability-Free C and C++ Development in Critical Software - Code block 2","hideLineNumbers":true,"startingLineNumber":1,"snippet":"void secureFunction(ch
123ar* input) {\n char buffer[10];\n strncpy(buffer, input, sizeof(buffer) - 1);\n buffer[sizeof(buffer) - 1] = '\\0'; // Ensure null-termination\n}","highlightedSnippetHtml":"\u003cpre class=\"shiki cursor-dark shiki-code-block__pre\" style=\"background-color:#1a1a1a;color:#D8DEE9\" tabindex=\"0\"\u003e\u003ccode class=\"shiki-code-block__code\"\u003e\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#83D6C5\"\u003evoid\u003c/span\u003e\u003cspan style=\"color:#EBC88D\"\u003e secureFunction\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e(\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003echar\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e*\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003e input\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e) {\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#94C1FA\"\u003e char\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003e buffer\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e[\u003c/span\u003e\u003cspan style=\"color:#EBC88D\"\u003e10\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e]\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e;\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#EBC88D\"\u003e strncpy\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e(\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003ebuffer\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e, \u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003einput\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e, \u003c/span\u003e\u003cspan style=\"color:#EBC88D\"\u003esizeof\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e(\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003ebuffer\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e) \u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e-\u003c/span\u003e\u003cspan style=\"color:#EBC88D\"\u003e 1\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e);\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#94C1FA\"\u003e buffer\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e[\u003c/span\u003e\u003cspan style=\"color:#EBC88D\"\u003esizeof\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e(\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003ebuffer\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e) \u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e-\u003c/span\u003e\u003cspan style=\"color:#EBC88D\"\u003e 1\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e]\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e =\u003c/span\u003e\u003cspan style=\"color:#E394DC\"\u003e '\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e\\0\u003c/span\u003e\u003cspan style=\"color:#E394DC\"\u003e'\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e; \u003c/span\u003e\u003cspan style=\"color:#6D6D6D;font-style:italic\"\u003e// Ensure null-termination\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#D8DEE9\"\u003e}\u003c/span\u003e\u003c/span\u003e\u003c/code\u003e\u003c/pre\u003e","highlightedSnippetLanguage":"javascript"}}},"content":[],"nodeType":"embedded-entry-block"},{"data":{},"content":[{"data":{},"marks":[],"value":"But with Snyk installed in your IDE you get two superpowers:","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[],"value":"Snyk will detect vulnerable code such as this buffer overflow, without requiring a compilation step.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"},{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[],"value":"Snyk will propose to fix it for you using Snyk Agent Fix.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"}],"nodeType":"ordered-list"},{"data":{},"content":[{"data":{},"marks":[],"value":"Do you want to see this magic in action? Watch here:","nodeType":"text"}],"nodeType":"paragraph"},{"data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"oyrbri43adzz"}},"id":"729HbVjXtI4SkKpw5IYrUK","type":"Entry","createdAt":"2024-10-28T15:20:46.861Z","updatedAt":"2025-05-28T11:32:35.175Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":6,"revision":3,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"contentYoutubeVideo"}},"locale":"en-US"},"fields":{"internalName":"Snyk installed in your IDE","title":"Snyk installed in your IDE","videoId":"JZONFvjyzZI"}}},"content":[],"nodeType":"embedded-entry-block"},{"data":{},"content":[{"data":{},"marks":[],"value":"By adopting secure coding practices and leveraging tools like Snyk, developers can significantly reduce the risk of vulnerabilities in their C and C++ codebase
123s. Sign up for ","nodeType":"text"},{"data":{"uri":"https://app.snyk.io/login"},"content":[{"data":{},"marks":[{"type":"underline"}],"value":"Snyk","nodeType":"text"}],"nodeType":"hyperlink"},{"data":{},"marks":[],"value":" today and start securing your critical software projects.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Secure and compliant vs insecure and vulnerable C and C++ code examples","nodeType":"text"}],"nodeType":"heading-2"},{"data":{},"content":[{"data":{},"marks":[],"value":"To show how MISRA guidelines and specifications connect to real-world code and vulnerabilities, weâll explore a C program, ","nodeType":"text"},{"data":{},"marks":[{"type":"code"}],"value":"program2.c","nodeType":"text"},{"data":{},"marks":[],"value":", that displays an example of Undesired Behavior (MISRA Rule 1.3) from the above list.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Here's the C program code:","nodeType":"text"}],"nodeType":"paragraph"},{"data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"oyrbri43adzz"}},"id":"4NAQ0VCu7lnf2CIAxF5Jcc","type":"Entry","createdAt":"2024-10-23T12:53:01.948Z","updatedAt":"2025-05-28T11:32:33.184Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":6,"revision":2,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"contentCodeBlockSnippets"}},"locale":"en-US"},"fields":{"internalName":"High Quality and Vulnerability-Free C and C++ Development in Critical Software - Code block 3","language":"cpp","hideLineNumbers":true,"startingLineNumber":1,"snippet":"#include \u003cstdio.h\u003e\n\nvoid undefinedBehavior() {\n int x = 5 / 0;\n printf(\"Value of x: %d\\n\", x);\n}\n\nint main() {\n undefinedBehavior();\n return 0;\n}","highlightedSnippetHtml":"\u003cpre class=\"shiki cursor-dark shiki-code-block__pre\" style=\"background-color:#1a1a1a;color:#D8DEE9\" tabindex=\"0\"\u003e\u003ccode class=\"shiki-code-block__code\"\u003e\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#A8CC7C\"\u003e#include\u003c/span\u003e\u003cspan style=\"color:#E394DC\"\u003e \u0026#x3C;stdio.h\u003e\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#82D2CE\"\u003evoid\u003c/span\u003e\u003cspan style=\"color:#EFB080\"\u003e undefinedBehavior\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e() {\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#82D2CE\"\u003e int\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e x\u003c/span\u003e\u003cspan style=\"color:#83D6C5\"\u003e =\u003c/span\u003e\u003cspan style=\"color:#EBC88D\"\u003e 5\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e /\u003c/span\u003e\u003cspan style=\"color:#EBC88D\"\u003e 0\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e;\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#EFB080\"\u003e printf\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e(\u003c/span\u003e\u003cspan style=\"color:#E394DC\"\u003e\"Value of x: %d\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e\\n\u003c/span\u003e\u003cspan style=\"color:#E394DC\"\u003e\"\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e,\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e x\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e);\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#D8DEE9\"\u003e}\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#82D2CE\"\u003eint\u003c/span\u003e\u003cspan style=\"color:#EFB080\"\u003e main\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e() {\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#EFB080\"\u003e undefinedBehavior\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e();\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#83D6C5\"\u003e return\u003c/span\u003e\u003cspan style=\"color:#EBC88D\"\u003e 0\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e;\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#D8DEE9\"\u003e}\u003c/span\u003e\u003c/span\u003e\u003c/code\u003e\u003c/pre\u003e","highlightedSnippetLanguage":"cpp"}}},"content":[],"nodeType":"embedded-entry-block"},{"data":{},"content":[{"data":{},"marks":[],"value":"Division by zero is an undefined behavior in C that can lead to unpredictable results. MISRA guidelines, rightfully so, prohibit such operations to ensure code safety and security in critical software.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Run the program by compiling first and then executing it:","nodeType":"text"}],"nodeType":"paragraph"},{"data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"oyrbri43adzz"}},"id":"6G1pzsHJ2QLEmVdvgJablF","type":"Entry","createdAt":"2024-10-23T12:53:01.965Z","updatedAt":"2025-05-28T11:32:34.772Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":4,"revision":2,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"contentCodeBlockSnippets"}},"locale":"en-US"},"fields":{"internalName":"High Quality and Vulnerability-Free C and C++ Development in Critical Software - Code block 4","hideLineNumbers":true,"startingLineNumber":1,"snippet":"$ gcc program2.c -o program2\n$ ./program2","highlightedSnippetHtml":"\u003cpre class=\"shiki cursor-dark shiki-code-block__pre\" style=\"background-color:#1a1a1a;color:#D8DEE9\" tabindex=\"0\"\u003e\u003ccode class=\"shiki-code-block__code\"\u003e\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#94C1FA\"\u003e$\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003e gcc\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e program2\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e.\u003c/span\u003e\u003cspan style=\"color:#AA9BF5\"\u003ec\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e -\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003eo\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003e program2\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#94C1FA\"\u003e$\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e .\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e/\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003eprogram2\u003c/span\u003e\u003c/span\u003e\u003c/code\u003e\u003c/pre\u003e","highlightedSnippetLanguage":"javascript"}}},"content":[],"nodeType":"embedded-entry-block"},{"data":{},"content":[{"data":{},"marks":[],"value":"You'll notice that the GCC compiler will throw a warning about division by zero:","
123nodeType":"text"}],"nodeType":"paragraph"},{"data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"oyrbri43adzz"}},"id":"5FHqA2d6GS47FRmW0VNRSa","type":"Entry","createdAt":"2024-10-23T12:53:01.984Z","updatedAt":"2025-05-28T11:32:33.801Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":4,"revision":2,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"contentCodeBlockSnippets"}},"locale":"en-US"},"fields":{"internalName":"High Quality and Vulnerability-Free C and C++ Development in Critical Software - Code block 5","hideLineNumbers":true,"startingLineNumber":1,"snippet":"program2.c:5:15: warning: division by zero is undefined [-Wdivision-by-zero]\n int x = 5 / 0;\n ^ ~\n1 warning generated.","highlightedSnippetHtml":"\u003cpre class=\"shiki cursor-dark shiki-code-block__pre\" style=\"background-color:#1a1a1a;color:#D8DEE9\" tabindex=\"0\"\u003e\u003ccode class=\"shiki-code-block__code\"\u003e\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#D6D6DD\"\u003eprogram2\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e.\u003c/span\u003e\u003cspan style=\"color:#AA9BF5\"\u003ec\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e:\u003c/span\u003e\u003cspan style=\"color:#EBC88D\"\u003e5\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e:\u003c/span\u003e\u003cspan style=\"color:#EBC88D\"\u003e15\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e: warning: \u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003edivision\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003e by\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003e zero\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003e is\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e undefined \u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e[-\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003eWdivision\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e-\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003eby\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e-\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003ezero\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e]\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#94C1FA\"\u003e int\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003e x\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e =\u003c/span\u003e\u003cspan style=\"color:#EBC88D\"\u003e 5\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e /\u003c/span\u003e\u003cspan style=\"color:#EBC88D\"\u003e 0\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e;\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#D6D6DD\"\u003e ^\u003c/span\u003e\u003cspan style=\"color:#D6D6DD\"\u003e ~\u003c/span\u003e\u003c/span\u003e\n\u003cspan class=\"line shiki-code-block__line\"\u003e\u003cspan style=\"color:#EBC88D\"\u003e1\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003e warning\u003c/span\u003e\u003cspan style=\"color:#94C1FA\"\u003e generated\u003c/span\u003e\u003cspan style=\"color:#D8DEE9\"\u003e.\u003c/span\u003e\u003c/span\u003e\u003c/code\u003e\u003c/pre\u003e","highlightedSnippetLanguage":"javascript"}}},"content":[],"nodeType":"embedded-entry-block"},{"data":{},"content":[{"data":{},"marks":[],"value":"However, this is a simple and small program code. In real-world scenarios, such issues can be hard to find across a large codebase and many compiler warnings piped to standard output.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Find the vulnerability with Snyk Code","nodeType":"text"}],"nodeType":"heading-3"},{"data":{},"content":[{"data":{},"marks":[],"value":"Seeing the undefined behavior error message from a compiler warning about _division by zero_ and other issues can be hard to spot and late in the development cycle. Snyk Code can help you identify them early in the development cycle by scanning your co
123debase for vulnerabilities before compiling the code.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"The reason is that Snyk employs machine learning techniques in its static code application security engine to understand program call flows and connect sink-to-source code path flows, finding insecure code and potential vulnerabilities in your codebase without compiling the code.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{"target":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"oyrbri43adzz"}},"id":"68pAI1b0Rz4lT9lNmZ1Pjs","type":"Entry","createdAt":"2024-10-23T12:53:02.075Z","updatedAt":"2025-05-28T11:32:34.580Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":6,"revision":2,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"contentCloudinaryAsset"}},"locale":"en-US"},"fields":{"internalName":"High Quality and Vulnerability-Free C and C++ Development in Critical Software - Original 2","asset":[{"url":"http://res.cloudinary.com/snyk/image/upload/v1729619598/High_Quality_and_Vulnerability-Free_C_and_C_Development_in_Critical_Software_-_Original_1.png","tags":[],"type":"upload","bytes":173242,"width":1600,"format":"png","height":400,"version":1729619598,"duration":null,"metadata":{},"public_id":"High_Quality_and_Vulnerability-Free_C_and_C_Development_in_Critical_Software_-_Original_1","created_at":"2024-10-22T17:53:18Z","secure_url":"https://res.cloudinary.com/snyk/image/upload/v1729619598/High_Quality_and_Vulnerability-Free_C_and_C_Development_in_Critical_Software_-_Original_1.png","resource_type":"image"}],"maxWidth":"full","altText":"Vulnerable C program code showing undefined behavior"}}},"content":[],"nodeType":"embedded-entry-block"},{"data":{},"content":[{"data":{},"marks":[],"value":"Tools for C and C++ Security Compliance and Secure Code","nodeType":"text"}],"nodeType":"heading-2"},{"data":{},"content":[{"data":{},"marks":[],"value":"Some open-source options to check MISRA compliance in C and C++ code include the following open-source tools:","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"content":[{"data":{},"content":[{"data":{},"marks":[],"value":"OpenMRC: OpenMRC is an open-source MISRA-C rule checker developed as an Eclipse CDT (C/C++ Development Tooling) plugin. 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","nodeType":"text"},{"data":{},"marks":[{"type":"code"}],"value":"clang-misracpp2008","nodeType":"text"},{"data":{},"marks":[],"value":" was implemented as an LLVM/Clang plugin, demonstrating an effort to cover MISRA C++ rules through custom logic and compiler-provided flags.","nodeType":"text"}],"nodeType":"paragraph"}],"nodeType":"list-item"}],"nodeType":"unordered-list"},{"data":{},"content":[{"data":{},"marks":[],"value":"Aside from the above, whether theyâre maintained to your standards and uphold the quality guardrails and comprehensive threshold for their security tests, Snyk is another option to explore.","nodeType":"text"}],"nodeType":"paragraph"},{"data":{},"content":[{"data":{},"marks":[],"value":"Snykâs security platform includes ","nodeType":"text"},{"data":{"uri":"https://snyk.io/product/snyk-code/"},"content":[{"data":{},"marks":[{"type":"underline"}],"value":"Snyk Code","nodeType":"text"}],"nodeType":"hyperlink"},{"data":{},"marks":[],"value":", a developer-focused real-time SAST that optimizes code security with a developer-friendly experience. 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123an-hann/"}},{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"oyrbri43adzz"}},"id":"17oNLUkCHBmpXMakdsJkD8","type":"Entry","createdAt":"2026-04-22T20:22:26.862Z","updatedAt":"2026-04-22T20:22:26.862Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":6,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"contentPerson"}},"locale":"en-US"},"fields":{"internalName":"David Alessi","fullName":"David Alessi","slug":"david-alessi","firstName":"David","lastName":"Alessi","headshot":[{"url":"http://res.cloudinary.com/snyk/image/upload/v1776889238/David_Alessi_ozwugw.jpg","tags":[],"type":"upload","bytes":21613,"width":400,"format":"jpg","height":400,"version":1776889238,"duration":null,"metadata":{},"public_id":"David_Alessi_ozwugw","created_at":"2026-04-22T20:20:38Z","secure_url":"https://res.cloudinary.com/snyk/image/upload/v1776889238/David_Alessi_ozwugw.jpg","resource_type":"image"}],"site":"snyk.io","roles":["Blog Author"],"title":"Staff Product Manager, Snyk","linkedInUrl":"https://www.linkedin.com/in/david-alessi-12ab9963/"}}],"publishDate":"2026-04-27","excerpt":"Snyk Agent Fix upgrades to a new agentic architecture for faster, smarter, and more secure AI-powered code fixes. Now with full Snyk Code language coverage and verified remediation.","article":{"nodeType":"document","data":{},"content":[{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"The bottleneck in security has officially moved from âfinding issuesâ to âactually fixing themâ. Snyk has led this transformation before, helping organizations embrace a true developer-first approach to security. The latest evolution of Snyk Agent Fix is the first of many enhancements designed to bridge the gap between AI speed and security. By fusing Snykâs security intelligence with the power of leading frontier models, we are delivering fixes that are both more secure and more functional than any standalone model or previous iterations of Agent Fix could achieve. ","marks":[],"data":{}}]},{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"The next evolution of ","marks":[],"data":{}},{"nodeType":"hyperlink","data":{"uri":"https://snyk.io/solutions/secure-ai-generated-code/"},"content":[{"nodeType":"text","value":"Snyk Agent Fix","marks":[{"type":"underline"}],"data":{}}]},{"nodeType":"text","value":" arrives May 26th, 2026. By moving forward with new models and a new agentic architecture, weâve moved away from static fine-tuning to dynamic few-shot prompting, a system that can provide models with the most relevant security guidance in real time. This new approach improved performance across every metric and allows us to support all ","marks":[],"data":{}},{"nodeType":"hyperlink","data":{"uri":"https://snyk.io/product/snyk-code/"},"content":[{"nodeType":"text","value":"Snyk Code","marks":[{"type":"underline"}],"data":{}}]},{"nodeType":"text","value":"-supported languages, so our customers can harness the power of AI to remediate more issues faster across their entire codebase.","marks":[],"data":{}}]},{"nodeType":"heading-2","data":{},"content":[{"nodeType":"text","value":"How we measure success: The three pillars of benchmarking","marks":[],"data":{}}]},{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"In the world of AI, good enough isn't enough for security. The new model performs significantly better across our rigorous three-tiered benchmarking process, ensuring suggestions are both safe and usable:","marks":[],"data":{}}]},{"nodeType":"unordered-list","data":{},"content":[{"nodeType":"list-item","data":{},"content":[{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"Security integrity:","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" We measure the model's ability to write code that is inherently free of vulnerabilities on the first try (Pass@1) or within five attempts (Pass@5). ","marks":[],"data":{}}]}]},{"nodeType":"list-item","data":{},"content":[{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"Functional logic:","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" Using LLM-based evaluation, we ensure the new code maintains functional parity with the original without introducing logical errors. ","marks":[],"data":{}}]}]},{"nodeType":"list-item","data":{},"content":[{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"Golden tests:","marks":[{"type":"bold"}],"data":{}},{"nodeType":"text","value":" This is our source of truth. We use hundreds of real-world vulnerable snippets paired with unit tests to confirm the vulnerability is gone (FAIL to PASS) while the functional intent remains intact (PASS to PASS). ","marks":[],"data":{}}]}]}]},{"nodeType":"heading-2","data":{},"content":[{"nodeType":"text","value":"From fine-tuning to dynamic few-shot prompting: Guiding commercial models with expertise","marks":[],"data":{}}]},{"nodeType":"paragraph","data":{},"content":[{"nodeType":"text","value":"As LLM technology evolves, we've identified a new opportunity: moving from static fine-tuning to agentic architecture. The core advantage of Snyk Agent Fix over an out-of-the-box LLM lies in our proprietary security intelligence. Snyk maintains a database of over 35,000 real-world vulnerabilities from open source projects and fixes written by Snyk security experts. 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