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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",[829,837,844,851,858,865,872,878,884],{"title":830,"heroImage":831,"category":9,"description":832,"authors":833,"slug":836,"externalUrl":6},"GitLab and Let's Encrypt partner to improve website security","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749667094/Blog/Hero%20Images/container-security.jpg","Learn how to add a Let's Encrypt TLS certificate to a website hosted and managed via GitLab Pages.",[834,835],"Fatima Sarah Khalid","Bryan Behrenshausen","using-gitlab-pages-lets-encrypt",{"title":838,"heroImage":839,"category":9,"description":840,"authors":841,"slug":843,"externalUrl":6},"Introducing the infrastructure bill of materials","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749671160/Blog/Hero%20Images/ibom.jpg","Pair IBoMs and SBOMs for a more secure software supply chain.",[842],"Cindy Blake","introducing-the-infrastructure-bill-of-materials",{"title":845,"heroImage":846,"category":9,"description":847,"authors":848,"slug":850,"externalUrl":6},"Give it a go: Capture the flag for $20K USD in our bug bounty program","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749670960/Blog/Hero%20Images/sigmund-i2VgGp5BwJg-unsplash.jpg","We created a private project containing a file with a flag. Use a permission-related vulnerability to bypass access control (without user interaction) and read the flag for a $20K USD bonus.",[849],"Heather Simpson","capture-the-flag-in-our-bug-bounty-program",{"title":852,"heroImage":853,"category":9,"description":854,"authors":855,"slug":857,"externalUrl":6},"GitLab adds further measures to combat credential stuffing and other types of platform abuse","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749671606/Blog/Hero%20Images/workflow-tips-security-quality-cover.jpg","Integration of fraud detection and prevention tool into authentication flow increases risk reduction.",[856],"Monmayuri Ray","gitlab-adds-further-measures-to-combat-credential-stuffing-and-other-types-of-platform-abuse",{"title":859,"heroImage":860,"category":9,"description":861,"authors":862,"slug":864,"externalUrl":6},"Why DevOps and zero trust go together","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749683257/Blog/Hero%20Images/devopszerotrust.jpg","Learn how DevOps and zero trust have matured into a solid pairing and the security considerations that come into play.",[863],"Sandra Gittlen","why-devops-and-zero-trust-go-together",{"title":866,"heroImage":867,"category":9,"description":868,"authors":869,"slug":871,"externalUrl":6},"The importance of compliance in DevOps","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749670037/Blog/Hero%20Images/auto-deploy-google-cloud.jpg","A basic understanding of what compliance means and how it impacts DevOps.",[870],"Lauren Minning","the-importance-of-compliance-in-devops",{"title":873,"heroImage":874,"category":9,"description":875,"authors":876,"slug":877,"externalUrl":6},"Securing the software supply chain through automated attestation","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749667086/Blog/Hero%20Images/blog-compliance.jpg","Standards bodies want to know how orgs are protecting against software tampering. Learn how automating compliance attestation can help.",[863],"securing-the-software-supply-chain-through-automated-attestation",{"title":879,"heroImage":880,"category":9,"description":881,"authors":882,"slug":883,"externalUrl":6},"Want to start hacking? Here's how to quickly dive in","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749670967/Blog/Hero%20Images/hack-gtlab-keyboard.png","We asked one of our top 10 hacker contributors, Johan Carlsson, to share his novel approach to bug bounty hunting.",[849],"cracking-our-bug-bounty-top-10",{"title":885,"heroImage":886,"category":9,"description":887,"authors":888,"slug":890,"externalUrl":6},"Top 5 compliance features to leverage in GitLab","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749679391/Blog/Hero%20Images/pexels-5strike.jpg","Highlighting features we use daily, our security team outlines 5 ways to configure your GitLab instance for increased security and compliance.",[889],"Madeline Lake","top-5-compliance-features-to-leverage-in-gitlab",1786803780812]