GitLab
What GitLab's own careers pages — archived from the Wayback Machine — say about working there, and how that language has shifted over time. A read for anyone weighing whether to apply. This is how the company describes itself, not how it necessarily behaves.
GitLab presents itself as a fully remote, transparency-first company where 'everyone can contribute' — and has leaned harder on inclusion and belonging since 2018.
GitLab has consistently valued all-remote work, transparency, and the mission that 'everyone can contribute' across every year of its careers copy. Inclusion and belonging language grew steadily from 2018 (first explicit DEI section) through 2022, when altruism and inclusion z-scores peaked above peer averages; however, the 2023 careers page shrank dramatically in content — inclusion, meritocracy, performance, and wellbeing z-scores all fell sharply negative that year — suggesting a significant reduction in copy depth, not just a rhetorical shift. By 2025–2026 the page rebuilt, with 'Inclusion & Belonging' reframed and AI-era product language ('AI-powered DevSecOps platform') added for the first time.
Values fingerprint
Where GitLab's careers language leans heavier (or lighter) than its peers, across every value we measure. Each bar is an average over all archived years — a one-glance read of what the copy emphasizes.
Who they're looking for
You might be a good fit if you are comfortable working asynchronously across time zones, motivated by broad ownership ('team members can — and are expected to — make an impact across the company'), and at ease with a handbook-first culture where processes are public and iterable.
Mission & idealism over time
How much the careers copy leans on "change the world" mission language (product-capability hype is stripped out). If purpose matters to you, the trend line shows whether it's rising or fading.
Most idealistic line on record (2022): “Our mission makes it clear that we believe in a world where everyone can contribute.”
Diversity & inclusion language
Whether the careers pages talk about workforce diversity and belonging, and whether that language grew or was walked back. Near-zero means the topic is largely absent, not actively opposed.
Other values over time
Each line tracks one value against GitLab's own history — z-scored within the company, so it shows when its copy leaned harder or lighter on that value, not how it ranks against peers. (For the peer comparison, see the fingerprint above.)
Performance intensity
Meritocracy
Wellbeing & balance
Techno-optimism
The story so far
AI synthesisThe all-remote identity: consistent and central
From the earliest archived copy (2015: 'You can work from anywhere') through 2026 ('GitLab's asynchronous and synchronous working style allows for greater flexibility'), remote work is the single most stable thread. The framing evolved from a simple perk into an ideological stance: by 2021 the copy quoted the CEO calling all-remote 'the future of work' and described GitLab as 'one of the world's largest all-remote companies, prolific inventor of remote best practices.' Wellbeing language, which tracks closely with remote flexibility, peaked in 2022 (z-score +1.31) with personal testimonials — 'Remote work made repatriation, a non-linear working day, and a dog possible' — before falling back in 2023 and recovering modestly by 2025–2026.
The CREDIT values acronym (Collaboration, Results, Efficiency, Diversity, Iteration, Transparency) appears explicitly from 2022 onward and anchors the copy's claim that culture is documented and open to change: 'Always Work-in-progress, our values evolve as we grow and people suggest changes.'
DEI language: a clear arc with a 2023 dip
DEI-related copy was absent in 2015–2017 (all chunks scored in the 'absent' register). It appeared in 2018 with a dedicated 'Join a diverse, global team' section naming #women and #lgbtq Slack channels and listing transgender medical benefits publicly. The vocabulary expanded year by year: 'diversity' (2018), 'inclusion' (2019), 'belonging' (2020), 'equity' (2021–2023). The inclusion z-score reached its highest point in 2020–2021 (around +0.91 to +0.95).
In 2023 the careers page shrank to only six content chunks — versus 34 in 2022 — and the inclusion z-score collapsed to -1.97, the lowest in the dataset. Explicit demographic references (mentions of women, LGBTQ) disappeared after 2022. By 2025 the section was relabeled 'Inclusion & Belonging' with new language ('We create spaces where everyone belongs'), and the inclusion z-score recovered to -0.17. The 2026 page sits at +1.11, back above the peer average. The register shifted from explicit-demographic toward aspirational-vague across this period.
Performance and ambition: present but not dominant
Performance-oriented language has been present throughout but never the loudest signal. Early copy (2015–2016) called GitLab 'a very productive, ambitious team, where independence is both valued and required.' By 2019 the framing shifted to collective impact: 'team members can — and are expected to — make an impact across the company.' The performance z-score peaked in 2019 (+1.17) and again in 2026 (+0.83), with a notable trough in 2023 (-2.57) consistent with the thin-page problem that year.
Techno-optimism scores are volatile and generally low, with one spike in 2021 (+1.45) driven by explicit claims that all-remote is 'the future of work.' By 2025 that framing was replaced by AI product language ('building the most comprehensive AI-powered DevSecOps platform'), though the techno-optimism z-score for 2025 is actually the lowest in the dataset (-2.12), suggesting the AI copy did not score as technologically visionary by the measure used. The 2026 page recovers to +0.83 with language like 'ship software at the speed of imagination' and 'the agentic era.'
Generated from the data on this page — a reading of the language, not a claim about the company's behavior.