Industry Context — Common BS Fingerprints in Software, SaaS & Tech Products
Jamstack
(https://jamstack.org) 📸 Data Snapshot: May 27, 2026Analyze the raw signals below. How would a machine score this business’s credibility?
Here are the exact signals captured from up to six pages of the site — the same raw inputs the evaluation engine analyzed. They are grouped by signal type so you can weigh each the way the machine does.
🏗️ Semantic Structure — heading hierarchy & page identity (Info Density · Commodity Fingerprint)
HOMEPAGE For fast and secure sites | Jamstack (https://jamstack.org)
For fast and secure sites | Jamstack
What is the Jamstack? Why use the Jamstack? How do I get started? Learn what the Jamstack is all about and why it's the best approach for building faster, more secure websites.
NAV_HEADER_REPEATED Jamstack Community Survey Results 2022 | Jamstack (https://jamstack.org/survey/2022/)
Jamstack Community Survey Results 2022 | Jamstack
The third annual Jamstack Survey conducted by Netlify reveals developer attitudes towards trends like remote work, Web3, serverless, edge and more.
HEADING_BODY Jamstack Resources | Jamstack (https://jamstack.org/resources/)
Jamstack Resources | Jamstack
Learn more about the Jamstack architecture that is changing modern web development. Watch videos and presentations, view articles, and other resources. Check it out!
NAV_HEADER Glossary of Jamstack Terminology | Jamstack (https://jamstack.org/glossary/)
Glossary of Jamstack Terminology | Jamstack
Learn definitions of core terms within the Jamstack ecosystem in this glossary. Check it out!
📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE (https://jamstack.org) For fast and secure sites | Jamstack
Let’s talk about the Future of Jamstack — Join us Color theme [H1] What is Jamstack? Jamstack is an architectural approach that decouples the web experience layer from data and business logic, improving flexibility, scalability, performance, and maintainability. Jamstack removes the need for business logic to dictate the web experience. It enables a composable architecture for the web where custom logic and 3rd party services are consumed through APIs. [H2] The Roots of Jamstack Matt Biilmann took the concept of Jamstack mainstream with his presentation at Smashing Conf 2016. Watch the quintessential introduction to the Jamstack. Watch Mathias Biilmann Smashing Conf 2016 talk video: The New Front-End Stack on Vimeo See more videos and resources
SUB-PAGE (https://jamstack.org/survey/2022/) Jamstack Community Survey Results 2022 | Jamstack
Let’s talk about the Future of Jamstack — Join us Color theme [H1] Jamstack gives developers full-stack powers [H2] Findings from the Jamstack Community Survey 2022 The third year of the Jamstack Community Survey found a mix of things we expected – indeed, things we predicted last year – as well as some big surprises about the many diverse members of our community. Some key takeaways include: Four out of five developers are now working remotely most of the time, and more than half say they would quit their jobs rather than go back to an office. The number of people who have used serverless technology jumped to 70%, taking it fully into the mainstream. React continued to grow to an almost unprecedented 71% share of developers, and Next.js rode that wave and is now used by 1 in every 2 developers. Netlify sits at the center of the Jamstack community, and we conduct our annual survey so we can understand our community of developers. This helps us tailor our products and services to our community. In sharing our survey results, we also want to help developers better understand themselves and one another. Working as a developer often means working in a vacuum, without a sense of what’s happening in the broader community. Our survey data can help provide a sense of best practices as well as an idea of what else is happening in the community. In addition to our usual framework census and our questions about content management systems, this year we asked about some emerging technologies that have received a lot of attention. The fuzzy group of technologies called “Web3” garnered mixed feelings despite a great deal of press in 2021 and 2022. Browser-native web components, on the other hand, seem to have finally reached mainstream adoption. As usual, our survey covers everyone we can reach: every kind of developer responded to our survey from every region of the world, whether or not they were Netlify users, and whether or not they considered themselves Jamstack developers. Our survey this year received a little under 7,000 responses. If you’re interested in the specifics of our methodology, we have a detailed writeup of the demographics and margins of error in our survey. As usual, we want to thank the developers who took the time to contribute to the survey. We have done our best to take the data you’ve given us and turn it into useful, actionable insights for everyone in our community, and we hope it helps you. This year, our results are split into four sections: [H2] Who’s doing the building? Permalink As usual, we kick off by looking at the demographics of our community. Who are we, exactly? [H3] Job titles Permalink There was not much change in the breakdown of reported job titles in our survey this year: as usual, nearly everyone (84%) who responded considers themselves to be an engineer of some kind. There was one curious change, however: the number of people calling themselves “full stack” versus “front end” has almost exactly flipped, from 32% full stack and 45% front end last year to 44% full stack and 33% front end in the 2022 survey. None of the other demographic markers we tracked changed very much, so we believe this is a real shift in how the community thinks of itself. We have two theories about why this might be the case, and we’ll discuss them in the sections on job changes and serverless. [H4] Job titles, 2021 vs. 2022 Permalink Percentage of respondents Source: Jamstack Community Survey 2022 Show Chart Data Job Title 2021 2022 Developer (full-stack) 32% 44% Developer (front-end) 45% 33% Developer (back-end) 5% 5% Designer 4% 4% Manager 6% 4% Executive/Business owner 4% Content producer 2% 3% DevOps 2% 2% [H3] Employment status Permalink This year when asking about employment status we added a new category, “self-employed”, which meant that the results are not totally comparable to last year. A bunch of people who last year described themselves as “full-time” switched to the “self-employed” category, which probably doesn’t describe an actual change in status but more accurately describes what they already were. Students continue to be the second-biggest group in the community, at 21% of all respondents. As we said last year, this is a solidly positive sign for a community: the Jamstack remains a popular way to on-board students at bootcamps into deploying websites for the first time, and becoming the “default” way to build a website means the Jamstack can expect to enjoy growth for years to come. [H4] What's your employment status? Permalink Percentage of respondents Source: Jamstack Community Survey 2022 Show Chart Data Employment Status Percentage of Survey Participants Full-time 50% Student 21% Self-employed 13% Contractor 6% Part-time 5% Between jobs 5% Retired 1% [H3] Working experience Permalink When asking about our community’s level of working experience, we saw a continuing trend from 2020 and 2021: the community is slowly increasing in experience. 2021 was our biggest year for new community members, and you can see that cohort moving up by 1 year of experience in this chart. In 2022, nearly 1 in 5 developers say they have been working in their current career for 15 or more years. [H4] Experience increasing over time Permalink Years of experience relevant to current job, 2020-2022 Percentage of respondents Source: Jamstack Community Survey 2020—2022 Show Chart Data Years of experience 2020 2021 2022 < 1 4% 13% 8% 1-2 13% 19% 16% 3-4 20% 18% 16% 5-6 15% 12% 14% 7-8 9% 7% 9% 9-10 12% 8% 9% 11-12 8% 5% 5% 13-14 5% 3% 3% 15+ 14% 14% 19% [H4] Increasing geographical diversity Permalink Repeating a phenomenon we first noticed last year, the geographical diversity of our respondents has a strong correlation to their level of career experience. In the most experienced group, 84% of respondents come from either North America or Europe. In our newest group, those with less than a year of experience, that falls to just 43%. That means in 2022 for the first time, more than half of people who joined the Jamstack community came from outside of the two big regions! An explanation for this correlation that we find persuasive is that access to technology is continuing to improve worldwide, leading to increased geographical diversity. We think this is an encouraging trend, and hope that it will lead to greater diversity in other dimensions as well. [H5] Experience by region Permalink Percentage of respondents Source: Jamstack Community Survey 2022 Show Chart Data Years of experience Africa Asia Pacific Central America Eastern Asia Europe Middle East North America South America Southern Asia Caribbean < 1 9.3% 21.1% 0.5% 3.6% 21.7% 2.1% 21.7% 7.2% 12.9% 0.0% 1-2 12.4% 16.4% 1.2% 0.7% 27.9% 0.9% 21.6% 5.9% 12.0% 0.9% 3-4 8.4% 13.1% 1.3% 2.2% 37.4% 2.2% 24.5% 4.5% 5.4% 1.1% 5-6 5.7% 12.9% 2.5% 2.0% 34.5% 2.2% 28.3% 6.2% 3.7% 2.0% 7-8 3.7% 6.7% 0.7% 1.9% 39.6% 0.7% 37.0% 3.0% 5.6% 1.1% 9-10 2.5% 5.8% 1.1% 0.4% 42.4% 0.7% 40.6% 4.7% 1.1% 0.7% 11-12 3.8% 5.0% 0.6% 1.3% 51.9% 1.3% 32.5% 3.1% 0.6% 0.0% 13-14 3.5% 8.1% 0.0% 0.0% 39.1% 5.8% 35.6% 2.3% 5.8% 0.0% 15+ 0.7% 8.0% 0.5% 1.1% 40.3% 1.5% 44.1% 2.0% 1.3% 0.5% Every region outside of Europe and North America grew in share. The fastest-growing region was Africa, which jumped from 4% of respondents to 8% from 2021 to 2022. This author is also delighted to note that his home region, the Caribbean, went from 0.5% to 1% in the same period. [H5] Respondents by region Permalink Percentage of respondents Source: Jamstack Community Survey 2021—2022 Show Chart Data Employment Status 2021 2022 Europe 39% 33% North America 31% 28% All Asia 18% 19% Asia Pacific 11% 12% Africa 4% 8% Southern Asia 6% 8% South America 5% 5% Eastern Asia 1% 2% Middle East 1% 2% Central America 1% 1% Caribbean 1% 1% [H3] The Great Resignation Permalink A phenomenon that gained a great deal of attention in 2021 was a spike in the number of people changing jobs, which has become known as The Great Resignation. We were interested to get hard numbers on the reality of this change, and we were not disappointed: fully one-third of our respondents reported that they changed jobs in the last year, a huge shift. In our job titles data we saw a big change in job titles, with 11% switching from front-end to full-stack roles, a change that seems totally plausible in the context of a community where 33% of people changed jobs. [H4] Have you changed jobs in the last 12 months? Permalink Percentage of respondents Source: Jamstack Community Survey 2022 Show Chart Data Have you changed jobs in the last 12 months? Count No 67% Yes 33% [H4] Why people stay Permalink We had a second question about the great resignation asking people what motivated their behavior – either why they stayed, or why they left. The biggest reason people kept their jobs will be no surprise: people stay if they like their team. Humans are social animals, and a team you love makes work more bearable. A more surprising finding was that the number two reason, as measured by those who called it “extremely important”, was remote work. People really, really like working remotely. Money was important, but it was only the fifth-biggest reason people stayed where they were. Career growth was also a very important reason to stay. [H5] Why did you stay in your job? Permalink Percentage of respondents Source: Jamstack Community Survey 2022 Show Chart Data Not at all important Slightly important Moderately important Very important Extremely important Team 3% 5% 19% 40% 34% Remote work 5% 9% 22% 32% 32% Career growth 3% 6% 21% 39% 31% Company culture 4% 8% 21% 38% 29% Money 3% 6% 25% 39% 28% Corporate ethics 6% 9% 24% 37% 25% My manager 6% 7% 24% 38% 24% Technology choices 2% 7% 24% 44% 23% Environmental impact 14% 16% 30% 26% 14% Involuntary 31% 10% 34% 15% 10% [H4] Why people leave Permalink Why people left jobs was even heavier on remote work: being able to work remotely at the new job was the number one reason people left their jobs in our community, as measured by the number of people saying it was an “extremely important” reason. Growing in your career came in second when measured in this way, though if you include people who called things “very” important in addition to “extremely” important it came first. Company culture, bad teams, and not enough money came next. [H5] Why did you leave your job? Permalink Percentage of respondents Source: Jamstack Community Survey 2022 Show Chart Data Not at all important Slightly important Moderately important Very important Extremely important Remote work 6% 6% 18% 30% 41% Career growth 3% 5% 18% 35% 39% Company culture 4% 6% 21% 38% 31% Team 4% 6% 21% 38% 31% Money 4% 5% 20% 40% 30% My manager 6% 9% 24% 34% 26% Corporate ethics 6% 9% 25% 36% 25% Technology choices 4% 7% 25% 42% 22% Environmental impact 15% 16% 30% 25% 14% Involuntary 36% 10% 28% 15% 11% [H3] Remote work Permalink Given that one-third of respondents changed jobs in the last year and many indicated that remote work was their primary reason for either staying or leaving a company, our next finding makes sense: a startling 83% of our respondents say they work remotely at least half of the time. Three in five (62%) work remotely at least 90% of the time, which we’re going to call “full time remote”. In last year’s survey about a third said their job had gone full-time remote, and we know from earlier surveys (such as GitHub’s Octoverse report) that about a third of people were already working remotely before the pandemic, so this is roughly double the pre-pandemic numbers. [H4] What percentage of your time do you work remotely? Permalink Percentage of respondents Source: Jamstack Community Survey 2022 Show Chart Data Frequency Percentage of Survey Participants 0% 3% 1-9% 4% 10-24% 5% 25-49% 5% 50-74% 9% 75-89% 12% 90-99% 23% 100% 39% [H4] Changes in remote work Permalink Since a lot of remote work was driven by the pandemic and offices around the world are still in the process of reopening, we thought it was fair to ask whether or not this new state was going to be permanent, or whether people were returning to offices, but slowly. The clear response was that remote work is here to stay. A solid majority (76%) of respondents said their frequency of remote work had either stayed the same or increased in the last year. Indeed the strongest signal is that this is the new normal: 52% of people said nothing changed about their remote working situation, and the ratio of those working remotely more often versus less often was just 1.04, meaning only a small net change. [H4] Has your frequency of remote work changed in the last 12 months? Permalink Percentage of respondents Source: Jamstack Community Survey 2022 Show Chart Data Frequency Percentage of Survey Participants Lots more in office 7% Slightly more in office 16% No changes 52% Slighty more remote 9% Lots more remote 15% [H4] Attitudes to remote work Permalink We also asked our community about their attitudes to various aspects of remote work. 87% of respondents say they enjoy remote work, but only 71% say their company has remote work “figured out”, which implies there’s 16% of people enjoying remote work even though they believe their company doesn’t do it very well. [H4] I enjoy remote work Permalink Percentage of respondents Source: Jamstack Community Survey 2022 Show Chart Data Percentage of Survey Participants Strongly disagree 3% Somewhat disagree 4% Neither agree nor disagree 7% Somewhat agree 26% Strongly agree 61% [H4] My company has remote work figured out Permalink Percentage of respondents Source: Jamstack Community Survey 2022 Show Chart Data Percentage of Survey Participants Strongly disagree 6% Somewhat disagree 9% Neither agree nor disagree 14% Somewhat agree 32% Strongly agree 39% As we suspected from the job chan
SUB-PAGE (https://jamstack.org/resources/) Jamstack Resources | Jamstack
Let’s talk about the Future of Jamstack — Join us Color theme [H1] Learning Resources Learn more about the architecture changing modern web development. More and more people are talking about the Jamstack. We've curated some of our favorite resources here to help you get started, and to learn more about how people are using the Jamstack. Here’s a few great starting points: What is the Jamstack? Why Jamstack? [H2] Videos and Presentations These are great presentations to help understand what the Jamstack is, and how it can be used to great effect. [IMG: Easy Isomorphic Rendering on the Jamstack] [H3] Easy Isomorphic Rendering on the Jamstack → November 30, 2016 www.youtube.com [IMG: Contentful, GraphQL, and Paid Content] [H3] Contentful, GraphQL, and Paid Content → August 6, 2020 www.learnwithjason.dev [H3] Learn Jamstack with a free 3.5 hour video of demos and examples → March 12, 2020 www.netlify.com [IMG: Bringing JAMStack to the Enterprise] [H3] Bringing JAMStack to the Enterprise → August 3, 2019 www.infoq.com [IMG: Rise of the Jamstack] [H3] Rise of the Jamstack → May 26, 2017 www.youtube.com [IMG: The New Front-end Stack. Javascript, APIs and Markup] [H3] The New Front-end Stack. Javascript, APIs and Markup → April 20, 2016 vimeo.com More videos and presentations [H2] Articles and resources Selected articles and case studies of Jamstack implementations. [H4] What is Jamstack and How Does it Work? June 12, 2019 buttercms.com [H4] What is Jamstack and why you should try it April 15, 2018 www.giftegwuenu.com [H4] What is the Jamstack and how do I get started? February 19, 2020 www.freecodecamp.org [H4] JAMStack: Modern Web Architecture in Digestible Terms July 9, 2018 www.gridhaus.com More articles and resources
SUB-PAGE · THIN (https://jamstack.org/glossary/) Glossary of Jamstack Terminology | Jamstack
Let’s talk about the Future of Jamstack — Join us Color theme [H1] Glossary A collection of terms often used when talking about Jamstack and associated web technologies. API API Economy Atomic deploys CDN (Content Delivery Network) Client render Decoupling DPR (Distributed Persistent Rendering) Headless technology Immutable deploys Jamstack Microservice Pre-render / Pre-generate Server render Serverless Static site generator You can help us to expand and improve this glossary by creating an issue.
🛡️ Trust Signals — reviews, proof links, trust-theatre flag (Trust & Proof)
| Page | Reviews | Proof links |
|---|---|---|
| / (home) | 0 | 0 |
| /survey/2022/ | 0 | 0 |
| /resources/ | 0 | 0 |
| /glossary/ | 0 | 0 |
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Your Diagnosis
Before revealing the machine’s verdict, predict the BS score for each signal. Higher = more BS (more fluff, less verifiable substance). Drag each slider, then submit to compare your judgment against the engine.
Stuck? Reveal the heuristic lens — how the deterministic page-auditor reads each signal (no AI, pure pattern rules)
These are the structural rules a local, deterministic auditor applies — the same lens you can use to judge each signal. They describe what to look for, not this company’s result.
Classify each sentence as substantive or hollow. Grounding markers — numbers, currencies, dates, technical units, named entities — outweigh marketing adjectives. When fluff sits right next to hard evidence, the fluff is forgiven.
Pull the main entities out of the H1, then check whether they actually recur through the body. A page that announces one thing and then talks about another drifts. Headings with no real sentences underneath read as pseudo-substance.
Count trust words (review, testimonial, rating, verified) against real outbound proof links (Google, Trustpilot, Clutch, G2, Yelp). Lots of trust language with zero verification links is trust theatre. Unlinked logo galleries count against it.
Look at how much sentence length varies. Natural writing varies its rhythm; templated or mass-produced copy is statistically uniform. Very low variation reads as commodity content — unless unique named entities break the pattern.
Inspect the JSON-LD. Is there an Organization or Person schema, and does it carry sameAs links to real external profiles (LinkedIn, socials)? Missing schema or no identity declaration signals an anonymous entity.
Want to apply this lens yourself? The free BS Indicator Chrome extension runs these heuristic checks live on any page. Bear in mind it is a single-page, deterministic tool — it relies only on pattern rules for the page in front of it and does not perform the cross-page semantic correlation this audit uses, so its readout is a starting lens, not the full verdict.
Based on 1098 businesses audited.
Jamstack has 16.8 points less BS than the average for Software, SaaS & Tech Products.
Software, SaaS & Tech Products BS: Jamstack (jamstack.org)
This is a benchmark for low-BS technical sites, prioritizing data and definitions over conversion-focused fluff. Its only major failing is a lack of recent data, functioning more as a museum of 2022 web trends than a 2026 authority. It proves what it claims, even if those proofs are beginning to collect digital dust.
Update the community survey data to include 2025 or 2026 results to move from ‘stale’ to ‘current’ status. Implement comprehensive Organization and Person schema to bridge the authority gap in structured data. Refresh the ‘Resources’ section with articles from the last 12 months, as many current links are over 36 months old. Expand the ‘Glossary’ page to include modern 2026 terms to address the ‘insufficient’ content flag.
The site perfectly aligns with the Software and Tech industry, specifically focusing on web development architecture. It functions as an educational hub and community resource for a specific technical stack.
“The score of 16 is driven primarily by the high information density and lack of semantic drift. Minor penalties were applied in the Identity and Authority pillar due to the absence of modern schema and the stale nature of the 2022 data. Commodity penalties were kept low as the jargon used is essential to the technical definition of the category.”
This training module utilizes a snapshot of public data from Jamstack, captured on May 27, 2026, to demonstrate how machine logic evaluates different types of business narratives.
Purpose: This data is presented under “Fair Use” / “Educational Exception” for the purpose of forensic semantic analysis, allowing users to compare human intuition against machine-generated evaluations.
Notice to Jamstack: This analysis is part of a non-adversarial audit conducted by 1 Euro SEO. The results provided by 1EuroSEO are intended as professional feedback to help improve any website’s machine-readability and authority signals. The 1EuroSEO BS Detection Tool is a free tool, and anyone can test any company to see how their content is interpreted by AI models.
Any company can use the insights for free and improve its voice by comparing it to industry clichés or competitors. When a company has updated its content, it can always submit a new audit request, which will be reflected in a new current score.
To all users: You are encouraged to visit the live site at https://jamstack.org to view the most current version of its content and learn from the source what this company is about and what it offers.