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That made tracking robust against code moving around the file and reduced futile re-auditing by about 30% compared to line-based tracking.",[712,743,744,745,749],{},"But one class of edits still slipped through: ",[746,747,748],"strong",{},"non-functional changes",". The offset counted every line between the scope boundary and the finding, including comments and blank lines. Add a comment above a vulnerable statement, and the offset shifts. The tracker sees a \"new\" vulnerability; you see a duplicate.",[712,751,752],{},"Our improved method addresses this by simply ignoring non-functional code (comments and blank lines) when computing the fingerprint. Since these lines do not affect the program's behavior, they should not affect the identity of a vulnerability either. With this normalization in place, adding a comment or reformatting a file no longer changes the fingerprint, while the precision of the tracking remains the same as before. The details of the approach are described in our accompanying research paper.",[712,754,755],{},"We evaluated the normalized method on a targeted benchmark: 439 source files across C/C++, C#, Go, Java, JavaScript, Python, and Ruby. We generated 2,247 commits, each inserting a single comment or blank line directly before a known vulnerability, and scanned the code as the history was replayed. The benchmark deliberately stresses the worst case: every commit is a non-functional edit right next to a finding.",[712,757,758,759,761],{},"On this benchmark, the original ",[726,760,732],{}," method accumulated 1,361 duplicate fingerprints, a 77% growth over the baseline. The normalized method produced zero duplicates and reduced unique fingerprints by 43% overall.",[712,763,764,767,768,772],{},[726,765,766],{},"Normalized Scope+Offset"," ships in GitLab as the ",[769,770,771],"code",{},"scope_offset_compressed"," tracking algorithm, supporting C#, C/C++, Go, Java, JavaScript, Python, Ruby, and PHP. It reuses the parse tree the scanner already constructs, so scan times are unaffected. The security report format is unchanged, so it composes with any combination of SAST tools in a heterogeneous setup.",[712,774,775,776,781,782,787],{},"The preprint of our study \"",[719,777,780],{"href":778,"rel":779},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1786457681/jm8oieyjhwut8ed2cpaq.pdf",[],"Vulnerability Tracking using Normalized\nScope+Offset","\" by Julian Thome, Hua Yan, Lucas Charles,\nCraig Smith, and Jason Leasure will be presented at the ",[719,783,786],{"href":784,"rel":785},"https://conf.researchr.org/track/ase-2026/ase-2026-industry-showcase",[],"ASE 2026 Industry Showcase",".",[712,789,790],{},[726,791,792,797,798,797,803,808],{},[719,793,796],{"href":794,"rel":795},"https://gitlab.com/hyan3",[],"Hua Yan",", ",[719,799,802],{"href":800,"rel":801},"https://gitlab.com/theoretick",[],"Lucas Charles",[719,804,807],{"href":805,"rel":806},"https://gitlab.com/craigmsmith",[],"Craig Smith",", and Jason Leasure contributed to this article and study.",{"title":810,"searchDepth":811,"depth":811,"links":812},"",2,[],"2026-08-12","Learn how GitLab's improved Scope+Offset fingerprinting keeps vulnerability tracking stable across comments, blank lines, and reformatting.","md","https://res.cloudinary.com/about-gitlab-com/image/upload/v1759320418/xjmqcozxzt4frx0hori3.png",{},"/en-us/blog/improved-scope-offset-fingerprinting",{"config":820,"title":705,"description":814},{"noIndex":10},"improved-scope-offset-fingerprinting","en-us/blog/improved-scope-offset-fingerprinting",[9,824,825,532],"security research","features","BlogPost","z9PxFKU9o9EEdo574q4RbWeXmDMzxOe1JTqEG3gukKs",[829,837,844,851,858,865,871,878,884],{"title":830,"heroImage":831,"category":9,"description":832,"authors":833,"slug":836,"externalUrl":6},"Tips to configure browser-based DAST scans","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749659561/Blog/Hero%20Images/securitycheck.png","Learn how to use the browser-based analyzer with common dynamic application security testing settings, based on web application attributes, to ensure successful scans.",[834,835],"Julie Byrne","Jerez Solis","tips-to-configure-browser-based-dast-scans",{"title":838,"heroImage":839,"category":9,"description":840,"authors":841,"slug":843,"externalUrl":6},"GitLab’s response to a high severity vulnerability impacting curl and libcurl","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749672878/Blog/Hero%20Images/securityscreen.jpg","Learn about CVE-2023-38545, which leverages a heap buffer overflow through the SOCKS5 protocol, and what it means for GitLab customers.",[842],"Joseph Longo","gitlab-response-to-cve-2023-38545",{"title":845,"heroImage":846,"category":9,"description":847,"authors":848,"slug":850,"externalUrl":6},"Introducing GitLab browser-based active checks in DAST","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749664638/Blog/Hero%20Images/applicationsecurity.png","As of GitLab 16.4, or DAST 4.0.9, browser-based DAST active scans will search for path traversal vulnerabilities using the GitLab check 22.1 instead of the ZAP alert 6.",[849],"Cameron Swords","dast-release-first-gitlab-active-check",{"title":852,"heroImage":853,"category":9,"description":854,"authors":855,"slug":857,"externalUrl":6},"Ask a hacker - 0xn3va","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749683087/Blog/Hero%20Images/cover-fotis-fotopoulos.png","Vladislav Nechakhin or @0xn3va, one of our top 10 hacker contributors, joined us for an AMA and details his approach and strategy for bug bounty hunting.",[856],"Ottilia Westerlund","ask-a-hacker",{"title":859,"heroImage":860,"category":9,"description":861,"authors":862,"slug":864,"externalUrl":6},"Unmasking password attacks at GitLab","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749664923/Blog/Hero%20Images/security-checklist.png","Our security team has identified an increased volume of password attacks against GitLab.com on the OAuth API endpoint since September 22, 2023. Learn more.",[863],"GitLab Security Team","unmasking-password-attacks-at-gitlab",{"title":866,"heroImage":867,"category":9,"description":868,"authors":869,"slug":870,"externalUrl":6},"How GitLab supports NSA and CISA CI/CD security guidance","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749683032/Blog/Hero%20Images/vaultimage.png","GitLab can support your alignment with NSA and CISA CI/CD recommendations and best practices for cloud-based DevSecOps environments.",[842],"how-gitlab-supports-the-nsa-and-cisa-cicd-security-guidance",{"title":872,"heroImage":873,"category":9,"description":874,"authors":875,"slug":877,"externalUrl":6},"The ultimate guide to enabling SAML and SSO on GitLab.com","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749666495/Blog/Hero%20Images/cover-1800x945.png","Learn how to make full use of SAML and SSO security features on the GitLab DevSecOps platform.",[876],"Bradley Lee","the-ultimate-guide-to-enabling-saml",{"title":879,"heroImage":860,"category":9,"description":880,"authors":881,"slug":883,"externalUrl":6},"Streamline security with keyless signing and verification in GitLab","Our partnership with Sigstore means that with just a few lines in a yml file, GitLab customers can make their development environment more secure.",[882],"Sam White","keyless-signing-with-cosign",{"title":885,"heroImage":886,"category":9,"description":887,"authors":888,"slug":889,"externalUrl":6},"How GitLab can support your ISO 27001 compliance journey","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749662877/Blog/Hero%20Images/security-cover-new.png","As a strategic partner, GitLab's software security features can help support your ISO 27001 compliance.",[842],"how-gitlab-can-support-your-iso-compliance-journey",1786803780688]