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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",[829,840,848,855,862,869,876,883,890],{"title":830,"heroImage":831,"category":9,"description":832,"authors":833,"slug":839,"externalUrl":6},"Introducing Spamcheck: A data-driven, anti-abuse engine","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749669841/Blog/Hero%20Images/lionello-delpiccolo-unsplash.jpg","How we built, tested and deployed a new tool on GitLab that fights spam and abuse.",[834,835,836,837,838],"Jayson Salazar","Alexander Dietrich","Alex Groleau","Ethan Urie","Juliet Wanjohi","introducing-spamcheck-data-driven-anti-abuse",{"title":841,"heroImage":842,"category":9,"description":843,"authors":844,"slug":847,"externalUrl":6},"How DevSecOps can protect businesses from future supply chain attacks","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749669522/Blog/Hero%20Images/solarpanels.jpg","Learn how GitLab's all-in-one DevSecOps solution can help businesses keep their supply chains secure.",[845,846],"Pedro Fortuna","Sam Kerr","what-the-solarwinds-attack-can-teach-us-about-devsecops",{"title":849,"heroImage":850,"category":9,"description":851,"authors":852,"slug":854,"externalUrl":6},"Meet Package Hunter: A tool for detecting malicious code in your dependencies","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749682075/Blog/Hero%20Images/package-hunter.png","We developed, tested and open sourced a new tool to analyze program dependencies and protect the supply chain.",[853],"Dennis Appelt","announcing-package-hunter",{"title":856,"heroImage":857,"category":9,"description":858,"authors":859,"slug":861,"externalUrl":6},"How we’re creating a threat model framework that works for GitLab","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749682058/Blog/Hero%20Images/pexels-nathan-j-hilton.jpg","As usual, we’re creating our own path in how we handle our threat modeling, approaching development both iteratively and collaboratively, and seriously shifting left with our framework and processes.",[860],"Mark Loveless","creating-a-threat-model-that-works-for-gitlab",{"title":863,"heroImage":864,"category":9,"description":865,"authors":866,"slug":868,"externalUrl":6},"A brief look at Gitpod, two bugs, and a quick fix","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749668524/Blog/Hero%20Images/closeup-photo-of-black-and-blue-keyboard-1194713.jpg","Our security researcher takes a look at Gitpod and finds some access tokens under the carpet.",[867],"Joern Schneeweisz","two-bugs-and-a-quick-fix-in-gitpod",{"title":870,"heroImage":871,"category":9,"description":872,"authors":873,"slug":875,"externalUrl":6},"How do bug bounty hunters use GitLab to help their hack?","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749670944/Blog/Hero%20Images/gitlab-to-help-my-hack.png","We know GitLab is a complete open source DevOps platform, but can it improve your hack? We chat with three bug bounty hunters to find out.",[874],"Heather Simpson","how-i-use-gitlab-to-help-my-hack",{"title":877,"heroImage":878,"category":9,"description":879,"authors":880,"slug":882,"externalUrl":6},"A deep dive into how we investigate and secure GitLab packages","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749682004/Blog/Hero%20Images/gabriel-sollmann-unsplash.jpg","Supply chain attacks aren't new, but that doesn't mean extra vigilance and protection aren't needed. We take a look at how we secure our packages and registries.",[881],"Vitor Meireles De Sousa","deep-dive-investigation-of-gitlab-packages",{"title":884,"heroImage":885,"category":9,"description":886,"authors":887,"slug":889,"externalUrl":6},"How we used GitLab values to develop a successful Security Awards Program","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749681989/Blog/Hero%20Images/security-awards-blog.png","We built a program that encourages, recognizes, and awards a shared responsibility for security.",[888],"Philippe Lafoucrière","how-we-used-gitlab-values-to-build-a-security-awards-program",{"title":891,"heroImage":892,"category":9,"description":893,"authors":894,"slug":895,"externalUrl":6},"How the Security Culture Committee is strengthening GitLab values","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749670879/Blog/Hero%20Images/Sec-Culture-Committee-blog.png","Learn how this group of team members works to preserve and reinforce GitLab values in the Security department and beyond.",[874],"how-the-security-culture-committee-is-strengthening-gitlab-values",1786803781024]