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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",[829,836,843,849,856,863,870,875,881],{"title":830,"heroImage":831,"category":9,"description":832,"authors":833,"slug":835,"externalUrl":6},"Zero Trust at GitLab: The data classification and infrastructure challenge","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749679055/Blog/Hero%20Images/close-up-colorful-colors-40799.jpg","The classification of data is a huge step in the right direction when it comes to handling Zero Trust, but it comes with its own set of challenges.",[834],"Mark Loveless","zero-trust-at-gitlab-the-data-classification-and-infrastructure-challenge",{"title":837,"heroImage":838,"category":9,"description":839,"authors":840,"slug":842,"externalUrl":6},"American Fuzzy Lop on GitLab: Automating instrumented fuzzing using pipelines","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749680723/Blog/Hero%20Images/aerial-shot-birds-eye-view.jpg","An example of how to automate instrumented fuzzing with American Fuzzy Lop using pipelines.",[841],"Luka Trbojevic","american-fuzzy-lop-on-gitlab",{"title":844,"heroImage":845,"category":9,"description":846,"authors":847,"slug":848,"externalUrl":6},"Zero Trust at GitLab: Problems, goals, and coming challenges","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749680704/Blog/Hero%20Images/beasty-ztblog-unsplash.jpg","We map out our Zero Trust goals, the challenges we expect to encounter along the way, and how we plan to address them.",[834],"zero-trust-at-gitlab-problems-goals-challenges",{"title":850,"heroImage":851,"category":9,"description":852,"authors":853,"slug":855,"externalUrl":6},"What we learned by taking our bug bounty program public","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749679034/Blog/Hero%20Images/inside-gitLab-public-bug-bounty-program.png","Six months into our public bug bounty program, we're taking stock of what's working and where we can make improvements.",[854],"Ethan Strike","what-we-learned-by-taking-our-bug-bounty-program-public",{"title":857,"heroImage":858,"category":9,"description":859,"authors":860,"slug":862,"externalUrl":6},"Turning the Adobe CCF into the GitLab Control Framework (it's all open source!)","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749683200/Blog/Hero%20Images/geraldo-stanislas-unsplash.jpg","We've implemented and adapted an open source compliance framework. Now we're sharing our process and tools so you can adapt and customize it too.",[861],"Jeff Burrows","creating-the-gitlab-controls-framework",{"title":864,"heroImage":865,"category":9,"description":866,"authors":867,"slug":869,"externalUrl":6},"Ask GitLab Security: Alexander Dietrich","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749679726/Blog/Hero%20Images/ask-security-cover.png","What are the challenges and rewards of working security for a growing, cloud native company? We grill one of our senior security engineers.",[868],"Heather Simpson","ask-gitlab-security-alexander-dietrich",{"title":871,"heroImage":865,"category":9,"description":872,"authors":873,"slug":874,"externalUrl":6},"Ask GitLab Security: Roger Ostrander","What’s it like working day and night to kill spam, Bitcoin mining, malware and more? Meet our security team.",[868],"ask-gitlab-security-roger-ostrander",{"title":876,"heroImage":877,"category":9,"description":878,"authors":879,"slug":880,"externalUrl":6},"When technology outpaces security compliance","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749678968/Blog/Hero%20Images/signpost-sunset.jpg","Where does today's tech transformation leave tomorrow's security compliance? A senior security analyst tackles the question.",[841],"when-technology-outpaces-security-compliance",{"title":882,"heroImage":865,"category":9,"description":883,"authors":884,"slug":885,"externalUrl":6},"Ask GitLab Security: Paul Harrison","What’s it like working to secure one of the most transparent organizations in the world? Meet our security team.",[868],"ask-gitlab-security-paul-harrison",1786803781241]