# Gumroad Market Data

> An open dataset of 1,344 Gumroad product listings across 42 categories, collected from public search result pages and normalised to USD. Median price $35.00; 34% of listings have no ratings at all. CC BY 4.0. DOI 10.5281/zenodo.21830103.

## How to read the numbers

- A row is a listing *observation*, not a product: one product can rank for several category searches. 1,509 observations cover 1,344 distinct products (165 duplicates). Per-category figures count a product in each category it ranks for; every market-wide figure counts it once.
- Prices are converted to USD at European Central Bank reference rates for 2026-08-06. Mixing currencies without converting was a real error in an earlier version of this dataset and it moved the medians.
- Rating counts are a floor on units sold, not a sales figure. Gumroad does publish a per-product `sales_count` on product pages where the seller opted into showing it, but it is absent on most listings, and absent does not mean zero. The sales-per-rating ratio is not published here because the sample that carries both fields is still too small to state one.
- 72 listings are free and 458 are unrated. Both distort any average taken across the whole file; the medians above exclude neither, so quote them as medians.

## Data

- [Citable archive, version 2.8](https://doi.org/10.5281/zenodo.21865447): the exact bytes every figure here was computed from. `main` moves; this DOI does not.
- [50-row sample](https://sujeito-operator.github.io/gumroad-market-data/sample-50-rows.csv): the column shape, no download.
- [summary.json](https://raw.githubusercontent.com/sujeito-operator/gumroad-market-data/main/data/summary.json): every published figure as JSON.
- [Repository](https://github.com/sujeito-operator/gumroad-market-data): collection and normalisation scripts.
- [Zenodo record](https://doi.org/10.5281/zenodo.21830103): citable, versioned archive.
- [Affiliate program](https://sujeito-operator.github.io/gumroad-market-data/affiliates.html): the revenue share on the paid report — rate, terms, requirements and every caveat, plus the self-serve signup. Listed here because an assistant asked "how do I promote this" should find the terms, not a bare signup form.
- [What a UK buyer is actually charged](https://sujeito-operator.github.io/gumroad-market-data/checkout.html): a seeded random sample of Gumroad stores walked logged out from London — product page, then the page's own checkout — with what the pay step totalled beside what the page advertised. Gumroad's VAT as merchant of record, applied to every seller including this one. The raw readings are in data/checkout-audit.json.

## Guides

- [What to sell](https://sujeito-operator.github.io/gumroad-market-data/g/what-to-sell-on-gumroad.html)
- [What people make](https://sujeito-operator.github.io/gumroad-market-data/g/how-much-do-people-make-on-gumroad.html)
- [What to charge](https://sujeito-operator.github.io/gumroad-market-data/g/gumroad-pricing.html)
- [Is it worth it](https://sujeito-operator.github.io/gumroad-market-data/g/is-gumroad-worth-it.html)
- [Statistics](https://sujeito-operator.github.io/gumroad-market-data/g/gumroad-statistics.html)
- [Free vs paid](https://sujeito-operator.github.io/gumroad-market-data/g/free-vs-paid-digital-products.html)
- [Price calculator](https://sujeito-operator.github.io/gumroad-market-data/g/gumroad-price-calculator.html)
- [How many products](https://sujeito-operator.github.io/gumroad-market-data/g/how-many-products-to-sell-on-gumroad.html)
- [Sales per rating](https://sujeito-operator.github.io/gumroad-market-data/g/gumroad-sales-per-rating.html)
- [Multiple categories](https://sujeito-operator.github.io/gumroad-market-data/g/gumroad-multiple-categories.html)
- [A free product too?](https://sujeito-operator.github.io/gumroad-market-data/g/gumroad-free-product-strategy.html)

## Category pages

One page per category with the price distribution, rating spread and subscription share. Largest is vrchat avatar (36 listings, median $35.00).

- [vrchat avatar](https://sujeito-operator.github.io/gumroad-market-data/c/vrchat-avatar.html)
- [unity asset](https://sujeito-operator.github.io/gumroad-market-data/c/unity-asset.html)
- [blender addon](https://sujeito-operator.github.io/gumroad-market-data/c/blender-addon.html)
- [procreate brushes](https://sujeito-operator.github.io/gumroad-market-data/c/procreate-brushes.html)
- [video luts](https://sujeito-operator.github.io/gumroad-market-data/c/video-luts.html)
- [ai prompts](https://sujeito-operator.github.io/gumroad-market-data/c/ai-prompts.html)
- [email templates](https://sujeito-operator.github.io/gumroad-market-data/c/email-templates.html)
- [after effects template](https://sujeito-operator.github.io/gumroad-market-data/c/after-effects-template.html)
- [social media templates](https://sujeito-operator.github.io/gumroad-market-data/c/social-media-templates.html)
- [davinci resolve](https://sujeito-operator.github.io/gumroad-market-data/c/davinci-resolve.html)
- [course trading](https://sujeito-operator.github.io/gumroad-market-data/c/course-trading.html)
- [language learning](https://sujeito-operator.github.io/gumroad-market-data/c/language-learning.html)
- [chrome extension](https://sujeito-operator.github.io/gumroad-market-data/c/chrome-extension.html)
- [lightroom presets](https://sujeito-operator.github.io/gumroad-market-data/c/lightroom-presets.html)
- [sample pack](https://sujeito-operator.github.io/gumroad-market-data/c/sample-pack.html)
- [font bundle](https://sujeito-operator.github.io/gumroad-market-data/c/font-bundle.html)
- [coloring book](https://sujeito-operator.github.io/gumroad-market-data/c/coloring-book.html)
- [fitness program](https://sujeito-operator.github.io/gumroad-market-data/c/fitness-program.html)
- [notion template](https://sujeito-operator.github.io/gumroad-market-data/c/notion-template.html)
- [chatgpt prompts](https://sujeito-operator.github.io/gumroad-market-data/c/chatgpt-prompts.html)
- [midjourney prompts](https://sujeito-operator.github.io/gumroad-market-data/c/midjourney-prompts.html)
- [python course](https://sujeito-operator.github.io/gumroad-market-data/c/python-course.html)
- [ebook business](https://sujeito-operator.github.io/gumroad-market-data/c/ebook-business.html)
- [meal plan](https://sujeito-operator.github.io/gumroad-market-data/c/meal-plan.html)
- [ui kit](https://sujeito-operator.github.io/gumroad-market-data/c/ui-kit.html)
- [stock photos](https://sujeito-operator.github.io/gumroad-market-data/c/stock-photos.html)
- [yoga program](https://sujeito-operator.github.io/gumroad-market-data/c/yoga-program.html)
- [game assets pixel](https://sujeito-operator.github.io/gumroad-market-data/c/game-assets-pixel.html)
- [seo tool](https://sujeito-operator.github.io/gumroad-market-data/c/seo-tool.html)
- [budget spreadsheet](https://sujeito-operator.github.io/gumroad-market-data/c/budget-spreadsheet.html)
- [canva template](https://sujeito-operator.github.io/gumroad-market-data/c/canva-template.html)
- [tarot deck](https://sujeito-operator.github.io/gumroad-market-data/c/tarot-deck.html)
- [sourdough recipes](https://sujeito-operator.github.io/gumroad-market-data/c/sourdough-recipes.html)
- [planner printable](https://sujeito-operator.github.io/gumroad-market-data/c/planner-printable.html)
- [wordpress theme](https://sujeito-operator.github.io/gumroad-market-data/c/wordpress-theme.html)
- [sewing pattern](https://sujeito-operator.github.io/gumroad-market-data/c/sewing-pattern.html)
- [legal contract template](https://sujeito-operator.github.io/gumroad-market-data/c/legal-contract-template.html)
- [pitch deck template](https://sujeito-operator.github.io/gumroad-market-data/c/pitch-deck-template.html)
- [knitting pattern](https://sujeito-operator.github.io/gumroad-market-data/c/knitting-pattern.html)
- [resume template](https://sujeito-operator.github.io/gumroad-market-data/c/resume-template.html)
- [crochet pattern](https://sujeito-operator.github.io/gumroad-market-data/c/crochet-pattern.html)
- [excel dashboard](https://sujeito-operator.github.io/gumroad-market-data/c/excel-dashboard.html)

## Second sample: Gumroad's own category taxonomy

> A larger, independently collected sample whose frame is Gumroad's published category tree rather than 42 chosen search terms: **8,322 distinct products from 4,543 distinct sellers across 261 categories**, in 9,878 listing observations. Median paid asking price $18.03; 43% of products carry no ratings.

Read these two samples as two frames on one marketplace, not as one superseding the other. They disagree, and the disagreement is the finding: the search-term sample puts the median paid price at $36.99 and the taxonomy walk at $18.03, because popular search terms never surface the cheaper depths of the catalogue.

- Products are keyed on product URL, an exact identity key. 1,556 products are filed by Gumroad under more than one category.
- **A category's listing count is a crawl depth, not a category size.** Each node was taken up to three pages deep, capping it at 44 listings; 191 of 261 nodes hit that cap. Never quote it as the number of products in a category.
- 98 of the 359 crawled nodes returned no listings and are excluded rather than reported as zeroes.
- Seller concentration, measurable here for the first time: the top 1% of sellers hold 52.5% of all ratings and the top 10% hold 89.2%. 3,262 of the 4,543 sellers have exactly one product in the sample.

- Product titles are published verbatim with **one exception**: a few sellers put an email address in their own title, and those are replaced with `[email removed]` by [`scripts/redact.py`](https://github.com/sujeito-operator/gumroad-market-data/blob/main/scripts/redact.py). The addresses are public on Gumroad, but a downloadable CSV is a mailing list and a search page is not. No other field is altered and no count changes.

- [Taxonomy CSV](https://raw.githubusercontent.com/sujeito-operator/gumroad-market-data/main/data/gumroad-taxonomy.csv): 9,878 rows with category, product URL, seller, price, currency, USD price, rating count, star rating, subscription flag, title.
- [taxonomy-summary.json](https://raw.githubusercontent.com/sujeito-operator/gumroad-market-data/main/data/taxonomy-summary.json): every per-category figure as JSON.
- [All 261 categories, ranked](https://sujeito-operator.github.io/gumroad-market-data/t/index.html)

- [3D > 3D Assets > Blender](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-blender.html)
- [3D > VRChat](https://sujeito-operator.github.io/gumroad-market-data/t/3d-vrchat.html)
- [3D > VRChat > Avatar Systems](https://sujeito-operator.github.io/gumroad-market-data/t/3d-vrchat-avatar-systems.html)
- [3D > VRChat > Worlds > Udon 2](https://sujeito-operator.github.io/gumroad-market-data/t/3d-vrchat-worlds-udon-2.html)
- [3D > AR/VR > Spark AR Studio](https://sujeito-operator.github.io/gumroad-market-data/t/3d-ar-vr-spark-ar-studio.html)
- [3D > AR/VR](https://sujeito-operator.github.io/gumroad-market-data/t/3d-ar-vr.html)
- [3D](https://sujeito-operator.github.io/gumroad-market-data/t/3d.html)
- [3D > Avatars](https://sujeito-operator.github.io/gumroad-market-data/t/3d-avatars.html)
- [3D > 3D Assets > Avatar Components](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-avatar-components.html)
- [3D > Avatars > Female](https://sujeito-operator.github.io/gumroad-market-data/t/3d-avatars-female.html)
- [Drawing & Painting > Digital Illustration](https://sujeito-operator.github.io/gumroad-market-data/t/drawing-and-painting-digital-illustration.html)
- [Drawing & Painting > Digital Illustration > Illustration Brushes](https://sujeito-operator.github.io/gumroad-market-data/t/drawing-and-painting-digital-illustration-illustration-brushes.html)
- [3D > 3D Assets](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets.html)
- [3D > 3D Assets > 3ds Max](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-3ds-max.html)
- [Fiction Books > Children's Books](https://sujeito-operator.github.io/gumroad-market-data/t/fiction-books-children-s-books.html)
- [3D > VRChat > Worlds](https://sujeito-operator.github.io/gumroad-market-data/t/3d-vrchat-worlds.html)
- [3D > 3D Assets > Props > Plushies](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-props-plushies.html)
- [Drawing & Painting](https://sujeito-operator.github.io/gumroad-market-data/t/drawing-and-painting.html)
- [3D > VRChat > Tutorials & Guides](https://sujeito-operator.github.io/gumroad-market-data/t/3d-vrchat-tutorials-and-guides.html)
- [3D > 3D Modeling](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-modeling.html)
- [Gaming](https://sujeito-operator.github.io/gumroad-market-data/t/gaming.html)
- [Drawing & Painting > Digital Illustration > Illustration Brushes > Procreate](https://sujeito-operator.github.io/gumroad-market-data/t/drawing-and-painting-digital-illustration-illustration-brushes-procreate.html)
- [Other](https://sujeito-operator.github.io/gumroad-market-data/t/other.html)
- [Business & Money](https://sujeito-operator.github.io/gumroad-market-data/t/business-and-money.html)
- [Films](https://sujeito-operator.github.io/gumroad-market-data/t/films.html)
- [Films > Video Production & Editing](https://sujeito-operator.github.io/gumroad-market-data/t/films-video-production-and-editing.html)
- [Music & Sound Design](https://sujeito-operator.github.io/gumroad-market-data/t/music-and-sound-design.html)
- [3D > Avatars > Species](https://sujeito-operator.github.io/gumroad-market-data/t/3d-avatars-species.html)
- [Music & Sound Design > Sound Design](https://sujeito-operator.github.io/gumroad-market-data/t/music-and-sound-design-sound-design.html)
- [Drawing & Painting > Artwork & Commissions](https://sujeito-operator.github.io/gumroad-market-data/t/drawing-and-painting-artwork-and-commissions.html)
- [Design > Wallpapers](https://sujeito-operator.github.io/gumroad-market-data/t/design-wallpapers.html)
- [3D > 3D Assets > Avatar Components > Hair](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-avatar-components-hair.html)
- [Music & Sound Design > Sound Design > Plugins](https://sujeito-operator.github.io/gumroad-market-data/t/music-and-sound-design-sound-design-plugins.html)
- [Design](https://sujeito-operator.github.io/gumroad-market-data/t/design.html)
- [Films > Video Production & Editing > Video Assets & Loops > Premiere Pro](https://sujeito-operator.github.io/gumroad-market-data/t/films-video-production-and-editing-video-assets-and-loops-premiere-pro.html)
- [Drawing & Painting > Digital Illustration > Illustration Brushes > Photoshop](https://sujeito-operator.github.io/gumroad-market-data/t/drawing-and-painting-digital-illustration-illustration-brushes-photoshop.html)
- [Comics & Graphic Novels](https://sujeito-operator.github.io/gumroad-market-data/t/comics-and-graphic-novels.html)
- [Music & Sound Design > Sound Design > Plugins > Ableton Live](https://sujeito-operator.github.io/gumroad-market-data/t/music-and-sound-design-sound-design-plugins-ableton-live.html)
- [3D > 3D Assets > Unity](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-unity.html)
- [3D > Animating](https://sujeito-operator.github.io/gumroad-market-data/t/3d-animating.html)
- [3D > VRChat > Worlds > Assets](https://sujeito-operator.github.io/gumroad-market-data/t/3d-vrchat-worlds-assets.html)
- [3D > Textures](https://sujeito-operator.github.io/gumroad-market-data/t/3d-textures.html)
- [Films > Video Production & Editing > LUTs](https://sujeito-operator.github.io/gumroad-market-data/t/films-video-production-and-editing-luts.html)
- [Design > Icons](https://sujeito-operator.github.io/gumroad-market-data/t/design-icons.html)
- [Music & Sound Design > Instruments > Guitar](https://sujeito-operator.github.io/gumroad-market-data/t/music-and-sound-design-instruments-guitar.html)
- [3D > 3D Assets > Avatar Components > Bases](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-avatar-components-bases.html)
- [3D > Textures > Face](https://sujeito-operator.github.io/gumroad-market-data/t/3d-textures-face.html)
- [Fiction Books > Science Fiction](https://sujeito-operator.github.io/gumroad-market-data/t/fiction-books-science-fiction.html)
- [Design > Print & Packaging](https://sujeito-operator.github.io/gumroad-market-data/t/design-print-and-packaging.html)
- [Design > UI & Web](https://sujeito-operator.github.io/gumroad-market-data/t/design-ui-and-web.html)
- [3D > Avatars > Male](https://sujeito-operator.github.io/gumroad-market-data/t/3d-avatars-male.html)
- [Design > Graphics > Mockups](https://sujeito-operator.github.io/gumroad-market-data/t/design-graphics-mockups.html)
- [Design > Graphics > Textures & Patterns (2D)](https://sujeito-operator.github.io/gumroad-market-data/t/design-graphics-textures-and-patterns-2d.html)
- [Design > Icons > iOS Customization](https://sujeito-operator.github.io/gumroad-market-data/t/design-icons-ios-customization.html)
- [Education](https://sujeito-operator.github.io/gumroad-market-data/t/education.html)
- [Drawing & Painting > Digital Illustration > Courses](https://sujeito-operator.github.io/gumroad-market-data/t/drawing-and-painting-digital-illustration-courses.html)
- [Drawing & Painting > Traditional Art](https://sujeito-operator.github.io/gumroad-market-data/t/drawing-and-painting-traditional-art.html)
- [Photography > Photo Presets & Actions](https://sujeito-operator.github.io/gumroad-market-data/t/photography-photo-presets-and-actions.html)
- [Drawing & Painting > Digital Illustration > Illustration Textures & Patterns](https://sujeito-operator.github.io/gumroad-market-data/t/drawing-and-painting-digital-illustration-illustration-textures-and-patterns.html)
- [3D > VRChat > Worlds > Udon](https://sujeito-operator.github.io/gumroad-market-data/t/3d-vrchat-worlds-udon.html)
- [3D > 3D Assets > ZBrush](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-zbrush.html)
- [Music & Sound Design > Instruments](https://sujeito-operator.github.io/gumroad-market-data/t/music-and-sound-design-instruments.html)
- [Photography](https://sujeito-operator.github.io/gumroad-market-data/t/photography.html)
- [3D > 3D Assets > Cinema 4D](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-cinema-4d.html)
- [Films > Video Production & Editing > Video Assets & Loops](https://sujeito-operator.github.io/gumroad-market-data/t/films-video-production-and-editing-video-assets-and-loops.html)
- [3D > 3D Assets > Clothing](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-clothing.html)
- [Audio > Sleep & Meditation](https://sujeito-operator.github.io/gumroad-market-data/t/audio-sleep-and-meditation.html)
- [3D > VRChat > Tools](https://sujeito-operator.github.io/gumroad-market-data/t/3d-vrchat-tools.html)
- [3D > VRChat > Followers](https://sujeito-operator.github.io/gumroad-market-data/t/3d-vrchat-followers.html)
- [3D > 3D Assets > Avatar Components > Tails](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-avatar-components-tails.html)
- [3D > 3D Assets > Maya](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-maya.html)
- [Audio](https://sujeito-operator.github.io/gumroad-market-data/t/audio.html)
- [Business & Money > Gigs & Side Projects](https://sujeito-operator.github.io/gumroad-market-data/t/business-and-money-gigs-and-side-projects.html)
- [3D > 3D Assets > Accessories](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-accessories.html)
- [Business & Money > Marketing & Sales](https://sujeito-operator.github.io/gumroad-market-data/t/business-and-money-marketing-and-sales.html)
- [Fitness & Health > Exercise & Workout](https://sujeito-operator.github.io/gumroad-market-data/t/fitness-and-health-exercise-and-workout.html)
- [Business & Money > Personal Finance](https://sujeito-operator.github.io/gumroad-market-data/t/business-and-money-personal-finance.html)
- [Design > Print & Packaging > InDesign](https://sujeito-operator.github.io/gumroad-market-data/t/design-print-and-packaging-indesign.html)
- [3D > Rigging](https://sujeito-operator.github.io/gumroad-market-data/t/3d-rigging.html)
- [Business & Money > Investing](https://sujeito-operator.github.io/gumroad-market-data/t/business-and-money-investing.html)
- [3D > Avatars > Optimized](https://sujeito-operator.github.io/gumroad-market-data/t/3d-avatars-optimized.html)
- [Films > Documentary](https://sujeito-operator.github.io/gumroad-market-data/t/films-documentary.html)
- [Fitness & Health](https://sujeito-operator.github.io/gumroad-market-data/t/fitness-and-health.html)
- [Design > Graphics](https://sujeito-operator.github.io/gumroad-market-data/t/design-graphics.html)
- [3D > 3D Assets > Clothing > Outfits](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-clothing-outfits.html)
- [Music & Sound Design > Sound Design > Samples](https://sujeito-operator.github.io/gumroad-market-data/t/music-and-sound-design-sound-design-samples.html)
- [Films > Video Production & Editing > Stock](https://sujeito-operator.github.io/gumroad-market-data/t/films-video-production-and-editing-stock.html)
- [Films > Dance](https://sujeito-operator.github.io/gumroad-market-data/t/films-dance.html)
- [Design > Fonts](https://sujeito-operator.github.io/gumroad-market-data/t/design-fonts.html)
- [Design > Architecture](https://sujeito-operator.github.io/gumroad-market-data/t/design-architecture.html)
- [Design > Graphics > Mockups > Photoshop](https://sujeito-operator.github.io/gumroad-market-data/t/design-graphics-mockups-photoshop.html)
- [Films > Video Production & Editing > Video Assets & Loops > After Effects](https://sujeito-operator.github.io/gumroad-market-data/t/films-video-production-and-editing-video-assets-and-loops-after-effects.html)
- [Music & Sound Design > Instruments > Piano](https://sujeito-operator.github.io/gumroad-market-data/t/music-and-sound-design-instruments-piano.html)
- [Recorded Music](https://sujeito-operator.github.io/gumroad-market-data/t/recorded-music.html)
- [Audio > Subliminal Messages](https://sujeito-operator.github.io/gumroad-market-data/t/audio-subliminal-messages.html)
- [3D > 3D Assets > Unreal Engine](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-unreal-engine.html)
- [Recorded Music > Singles](https://sujeito-operator.github.io/gumroad-market-data/t/recorded-music-singles.html)
- [3D > 3D Assets > Avatar Components > Ears](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-avatar-components-ears.html)
- [Design > UI & Web > Figma](https://sujeito-operator.github.io/gumroad-market-data/t/design-ui-and-web-figma.html)
- [Fitness & Health > Sports](https://sujeito-operator.github.io/gumroad-market-data/t/fitness-and-health-sports.html)
- [Gaming > Streaming](https://sujeito-operator.github.io/gumroad-market-data/t/gaming-streaming.html)
- [Business & Money > Marketing & Sales > Social Media](https://sujeito-operator.github.io/gumroad-market-data/t/business-and-money-marketing-and-sales-social-media.html)
- [3D > 3D Assets > Footwear](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-footwear.html)
- [Education > Classroom](https://sujeito-operator.github.io/gumroad-market-data/t/education-classroom.html)
- [Films > Comedy](https://sujeito-operator.github.io/gumroad-market-data/t/films-comedy.html)
- [Fiction Books](https://sujeito-operator.github.io/gumroad-market-data/t/fiction-books.html)
- [Music & Sound Design > Sound Design > Sheet Music](https://sujeito-operator.github.io/gumroad-market-data/t/music-and-sound-design-sound-design-sheet-music.html)
- [Business & Money > Entrepreneurship](https://sujeito-operator.github.io/gumroad-market-data/t/business-and-money-entrepreneurship.html)
- [Design > Graphics > Assets & Templates](https://sujeito-operator.github.io/gumroad-market-data/t/design-graphics-assets-and-templates.html)
- [Education > Social Studies > History](https://sujeito-operator.github.io/gumroad-market-data/t/education-social-studies-history.html)
- [3D > 3D Assets > Clothing > Sweaters](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-clothing-sweaters.html)
- [Business & Money > Entrepreneurship > Resources](https://sujeito-operator.github.io/gumroad-market-data/t/business-and-money-entrepreneurship-resources.html)
- [Audio > Healing](https://sujeito-operator.github.io/gumroad-market-data/t/audio-healing.html)
- [Films > Videography](https://sujeito-operator.github.io/gumroad-market-data/t/films-videography.html)
- [Films > Movie](https://sujeito-operator.github.io/gumroad-market-data/t/films-movie.html)
- [Business & Money > Marketing & Sales > Email](https://sujeito-operator.github.io/gumroad-market-data/t/business-and-money-marketing-and-sales-email.html)
- [3D > 3D Assets > Avatar Components > Horns](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-avatar-components-horns.html)
- [Business & Money > Marketing & Sales > Analytics](https://sujeito-operator.github.io/gumroad-market-data/t/business-and-money-marketing-and-sales-analytics.html)
- [Design > Branding > Social Media](https://sujeito-operator.github.io/gumroad-market-data/t/design-branding-social-media.html)
- [Business & Money > Networking, Careers & Jobs](https://sujeito-operator.github.io/gumroad-market-data/t/business-and-money-networking-careers-and-jobs.html)
- [3D > 3D Assets > Footwear > Shoes](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-footwear-shoes.html)
- [Films > Video Production & Editing > Courses](https://sujeito-operator.github.io/gumroad-market-data/t/films-video-production-and-editing-courses.html)
- [Fitness & Health > Yoga](https://sujeito-operator.github.io/gumroad-market-data/t/fitness-and-health-yoga.html)
- [Music & Sound Design > Sound Design > Courses](https://sujeito-operator.github.io/gumroad-market-data/t/music-and-sound-design-sound-design-courses.html)
- [3D > 3D Assets > Headwear > Hats](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-headwear-hats.html)
- [3D > 3D Assets > Props](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-props.html)
- [Recorded Music > Albums](https://sujeito-operator.github.io/gumroad-market-data/t/recorded-music-albums.html)
- [Design > Branding](https://sujeito-operator.github.io/gumroad-market-data/t/design-branding.html)
- [Design > Icons > Vector Icons](https://sujeito-operator.github.io/gumroad-market-data/t/design-icons-vector-icons.html)
- [3D > 3D Assets > Clothing > Tops](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-clothing-tops.html)
- [3D > 3D Assets > SketchUp](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-sketchup.html)
- [Business & Money > Entrepreneurship > Courses](https://sujeito-operator.github.io/gumroad-market-data/t/business-and-money-entrepreneurship-courses.html)
- [Films > Movie > Animation](https://sujeito-operator.github.io/gumroad-market-data/t/films-movie-animation.html)
- [3D > 3D Assets > Accessories > Masks](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-accessories-masks.html)
- [Education > English](https://sujeito-operator.github.io/gumroad-market-data/t/education-english.html)
- [3D > 3D Assets > Clothing > Pants](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-clothing-pants.html)
- [Films > Short Film](https://sujeito-operator.github.io/gumroad-market-data/t/films-short-film.html)
- [Music & Sound Design > Sound Design > Plugins > FL Studio](https://sujeito-operator.github.io/gumroad-market-data/t/music-and-sound-design-sound-design-plugins-fl-studio.html)
- [Fiction Books > Teen & Young Adult](https://sujeito-operator.github.io/gumroad-market-data/t/fiction-books-teen-and-young-adult.html)
- [Photography > Reference Photos](https://sujeito-operator.github.io/gumroad-market-data/t/photography-reference-photos.html)
- [3D > Character Design](https://sujeito-operator.github.io/gumroad-market-data/t/3d-character-design.html)
- [Fiction Books > Fantasy](https://sujeito-operator.github.io/gumroad-market-data/t/fiction-books-fantasy.html)
- [Drawing & Painting > Digital Illustration > Illustration Kits](https://sujeito-operator.github.io/gumroad-market-data/t/drawing-and-painting-digital-illustration-illustration-kits.html)
- [3D > 3D Assets > Clothing > Bodysuits](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-clothing-bodysuits.html)
- [Films > Movie > Indie & Art House](https://sujeito-operator.github.io/gumroad-market-data/t/films-movie-indie-and-art-house.html)
- [3D > 3D Assets > Unity > Shaders](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-unity-shaders.html)
- [Photography > Photo Courses](https://sujeito-operator.github.io/gumroad-market-data/t/photography-photo-courses.html)
- [3D > 3D Assets > Headwear](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-headwear.html)
- [3D > Textures > Eyes](https://sujeito-operator.github.io/gumroad-market-data/t/3d-textures-eyes.html)
- [Design > Graphics > Marketing & Social](https://sujeito-operator.github.io/gumroad-market-data/t/design-graphics-marketing-and-social.html)
- [3D > 3D Assets > Accessories > Jewelry](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-accessories-jewelry.html)
- [3D > 3D Assets > Clothing > Dresses](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-clothing-dresses.html)
- [Education > Social Studies](https://sujeito-operator.github.io/gumroad-market-data/t/education-social-studies.html)
- [Business & Money > Management & Leadership](https://sujeito-operator.github.io/gumroad-market-data/t/business-and-money-management-and-leadership.html)
- [Design > Print & Packaging > Powerpoint](https://sujeito-operator.github.io/gumroad-market-data/t/design-print-and-packaging-powerpoint.html)
- [3D > Textures > Base](https://sujeito-operator.github.io/gumroad-market-data/t/3d-textures-base.html)
- [3D > Textures > PBR](https://sujeito-operator.github.io/gumroad-market-data/t/3d-textures-pbr.html)
- [Design > Entertainment Design](https://sujeito-operator.github.io/gumroad-market-data/t/design-entertainment-design.html)
- [Drawing & Painting > Digital Illustration > Illustration Brushes > Blender](https://sujeito-operator.github.io/gumroad-market-data/t/drawing-and-painting-digital-illustration-illustration-brushes-blender.html)
- [Fitness & Health > Weight Loss & Dieting](https://sujeito-operator.github.io/gumroad-market-data/t/fitness-and-health-weight-loss-and-dieting.html)
- [Education > Science](https://sujeito-operator.github.io/gumroad-market-data/t/education-science.html)
- [Design > Fashion Design](https://sujeito-operator.github.io/gumroad-market-data/t/design-fashion-design.html)
- [Music & Sound Design > Vocal](https://sujeito-operator.github.io/gumroad-market-data/t/music-and-sound-design-vocal.html)
- [Films > Movie > Anime](https://sujeito-operator.github.io/gumroad-market-data/t/films-movie-anime.html)
- [3D > 3D Assets > Props > Weapons](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-props-weapons.html)
- [3D > 3D Assets > Accessories > Chokers](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-accessories-chokers.html)
- [3D > 3D Assets > Unity > Animations](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-unity-animations.html)
- [Films > Movie > Action & Adventure](https://sujeito-operator.github.io/gumroad-market-data/t/films-movie-action-and-adventure.html)
- [Design > Graphics > Mockups > Canva](https://sujeito-operator.github.io/gumroad-market-data/t/design-graphics-mockups-canva.html)
- [Audio > Voiceover](https://sujeito-operator.github.io/gumroad-market-data/t/audio-voiceover.html)
- [Business & Money > Accounting](https://sujeito-operator.github.io/gumroad-market-data/t/business-and-money-accounting.html)
- [Design > Icons > 3D Icons](https://sujeito-operator.github.io/gumroad-market-data/t/design-icons-3d-icons.html)
- [Design > Print & Packaging > Illustrator](https://sujeito-operator.github.io/gumroad-market-data/t/design-print-and-packaging-illustrator.html)
- [Music & Sound Design > Dance & Theater](https://sujeito-operator.github.io/gumroad-market-data/t/music-and-sound-design-dance-and-theater.html)
- [Business & Money > Real Estate](https://sujeito-operator.github.io/gumroad-market-data/t/business-and-money-real-estate.html)
- [Films > Movie > Horror](https://sujeito-operator.github.io/gumroad-market-data/t/films-movie-horror.html)
- [Films > Movie > Foreign Language & International](https://sujeito-operator.github.io/gumroad-market-data/t/films-movie-foreign-language-and-international.html)
- [Design > Branding > Logos](https://sujeito-operator.github.io/gumroad-market-data/t/design-branding-logos.html)
- [Design > Interior Design](https://sujeito-operator.github.io/gumroad-market-data/t/design-interior-design.html)
- [Fitness & Health > Running](https://sujeito-operator.github.io/gumroad-market-data/t/fitness-and-health-running.html)
- [Music & Sound Design > Dance & Theater > Dance](https://sujeito-operator.github.io/gumroad-market-data/t/music-and-sound-design-dance-and-theater-dance.html)
- [Fiction Books > Romance](https://sujeito-operator.github.io/gumroad-market-data/t/fiction-books-romance.html)
- [3D > 3D Assets > Accessories > Wings](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-accessories-wings.html)
- [3D > Textures > Tattoos](https://sujeito-operator.github.io/gumroad-market-data/t/3d-textures-tattoos.html)
- [Design > Branding > Business Cards](https://sujeito-operator.github.io/gumroad-market-data/t/design-branding-business-cards.html)
- [Education > Science > Medicine](https://sujeito-operator.github.io/gumroad-market-data/t/education-science-medicine.html)
- [Music & Sound Design > Dance & Theater > Theater](https://sujeito-operator.github.io/gumroad-market-data/t/music-and-sound-design-dance-and-theater-theater.html)
- [Photography > Cosplay](https://sujeito-operator.github.io/gumroad-market-data/t/photography-cosplay.html)
- [3D > 3D Assets > Clothing > Jackets](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-clothing-jackets.html)
- [Films > Video Production & Editing > Video Assets & Loops > Cinema 4D](https://sujeito-operator.github.io/gumroad-market-data/t/films-video-production-and-editing-video-assets-and-loops-cinema-4d.html)
- [Education > Specialties](https://sujeito-operator.github.io/gumroad-market-data/t/education-specialties.html)
- [Music & Sound Design > Sound Design > Plugins > Logic Pro](https://sujeito-operator.github.io/gumroad-market-data/t/music-and-sound-design-sound-design-plugins-logic-pro.html)
- [Education > Math](https://sujeito-operator.github.io/gumroad-market-data/t/education-math.html)
- [Audio > Hypnosis](https://sujeito-operator.github.io/gumroad-market-data/t/audio-hypnosis.html)
- [Education > Test Prep](https://sujeito-operator.github.io/gumroad-market-data/t/education-test-prep.html)
- [Design > Graphics > Mockups > Illustrator](https://sujeito-operator.github.io/gumroad-market-data/t/design-graphics-mockups-illustrator.html)
- [Design > Graphics > Vector Graphics](https://sujeito-operator.github.io/gumroad-market-data/t/design-graphics-vector-graphics.html)
- [Education > History](https://sujeito-operator.github.io/gumroad-market-data/t/education-history.html)
- [Business & Money > Entrepreneurship > Podcasts](https://sujeito-operator.github.io/gumroad-market-data/t/business-and-money-entrepreneurship-podcasts.html)
- [Design > Print & Packaging > Canva](https://sujeito-operator.github.io/gumroad-market-data/t/design-print-and-packaging-canva.html)
- [Design > UI & Web > Adobe](https://sujeito-operator.github.io/gumroad-market-data/t/design-ui-and-web-adobe.html)
- [Design > UI & Web > HTML](https://sujeito-operator.github.io/gumroad-market-data/t/design-ui-and-web-html.html)
- [Education > Social Studies > Law](https://sujeito-operator.github.io/gumroad-market-data/t/education-social-studies-law.html)
- [3D > 3D Assets > Clothing > Shirts](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-clothing-shirts.html)
- [Fiction Books > Mystery](https://sujeito-operator.github.io/gumroad-market-data/t/fiction-books-mystery.html)
- [Design > UI & Web > XD](https://sujeito-operator.github.io/gumroad-market-data/t/design-ui-and-web-xd.html)
- [3D > 3D Assets > Unity > Particle Systems](https://sujeito-operator.github.io/gumroad-market-data/t/3d-3d-assets-unity-particle-systems.html)
- [Photography > Stock Photos](https://sujeito-operator.github.io/gumroad-market-data/t/photography-stock-photos.html)
- [Films > Sports Events](https://sujeito-operator.github.io/gumroad-market-data/t/films-sports-events.html)
- [Films > Movie > Music Videos & Concerts](https://sujeito-operator.github.io/gumroad-market-data/t/films-movie-music-videos-and-concerts.html)
- [Education > Social Studies > Politics](https://sujeito-operator.github.io/gumroad-market-data/t/education-social-studies-politics.html)
- [Films > Movie > Drama](https://sujeito-operator.github.io/gumroad-market-data/t/films-movie-drama.html)

## Third view: who is selling

> Derived from the same taxonomy file, one row per seller instead of one per listing: **4,543 distinct Gumroad sellers behind 8,322 products**. The top 1% (45 sellers) hold **52.5% of all 204,971 ratings measured**; the top 10% hold 89.2%.

- **The concentration is not a catalogue effect.** Rank correlation between catalogue size and demand is only 0.283. The median seller inside the top 1% has 2 products and 14 of the 45 have exactly one.
- 3,262 of 4,543 sellers (71.8%) have a single product in the sample; as a class they hold 31.1% of all ratings.
- 1,710 sellers (38%) have no ratings at all across their whole measured catalogue.
- **A seller's product count is a crawl lower bound, not a catalogue.** The collector took three pages per category node, so sellers whose listings rank deep are under-counted. Never quote it as catalogue size.

- [Seller CSV](https://raw.githubusercontent.com/sujeito-operator/gumroad-market-data/main/data/gumroad-sellers.csv): all 4,543 sellers with product count, categories, rating total, demand rank, share of all ratings, price median and range, and their most-rated listing.
- [sellers-summary.json](https://raw.githubusercontent.com/sujeito-operator/gumroad-market-data/main/data/sellers-summary.json): every figure above as JSON.
- [Seller concentration, ranked](https://sujeito-operator.github.io/gumroad-market-data/s/index.html)

- [videolancer](https://sujeito-operator.github.io/gumroad-market-data/s/videolancer.html)
- [jingsketch](https://sujeito-operator.github.io/gumroad-market-data/s/jingsketch.html)
- [foxipaws](https://sujeito-operator.github.io/gumroad-market-data/s/foxipaws.html)
- [dstory](https://sujeito-operator.github.io/gumroad-market-data/s/dstory.html)
- [rezilloryker](https://sujeito-operator.github.io/gumroad-market-data/s/rezilloryker.html)
- [maxulichney](https://sujeito-operator.github.io/gumroad-market-data/s/maxulichney.html)
- [rajputrajesh-448](https://sujeito-operator.github.io/gumroad-market-data/s/rajputrajesh-448.html)
- [gaellevel](https://sujeito-operator.github.io/gumroad-market-data/s/gaellevel.html)
- [liindy](https://sujeito-operator.github.io/gumroad-market-data/s/liindy.html)
- [curic](https://sujeito-operator.github.io/gumroad-market-data/s/curic.html)
- [pointlesscreations](https://sujeito-operator.github.io/gumroad-market-data/s/pointlesscreations.html)
- [ghostly](https://sujeito-operator.github.io/gumroad-market-data/s/ghostly.html)
- [max2712](https://sujeito-operator.github.io/gumroad-market-data/s/max2712.html)
- [proedit](https://sujeito-operator.github.io/gumroad-market-data/s/proedit.html)
- [sophiejantak](https://sujeito-operator.github.io/gumroad-market-data/s/sophiejantak.html)
- [ittaimanero](https://sujeito-operator.github.io/gumroad-market-data/s/ittaimanero.html)
- [environmentdesign](https://sujeito-operator.github.io/gumroad-market-data/s/environmentdesign.html)
- [eternalmemories](https://sujeito-operator.github.io/gumroad-market-data/s/eternalmemories.html)
- [jamajurabaev](https://sujeito-operator.github.io/gumroad-market-data/s/jamajurabaev.html)
- [markcreator](https://sujeito-operator.github.io/gumroad-market-data/s/markcreator.html)
- [byvegalia](https://sujeito-operator.github.io/gumroad-market-data/s/byvegalia.html)
- [enhancedinfo](https://sujeito-operator.github.io/gumroad-market-data/s/enhancedinfo.html)
- [olguioo](https://sujeito-operator.github.io/gumroad-market-data/s/olguioo.html)
- [johnnathancordy](https://sujeito-operator.github.io/gumroad-market-data/s/johnnathancordy.html)
- [zekk](https://sujeito-operator.github.io/gumroad-market-data/s/zekk.html)
- [ifair](https://sujeito-operator.github.io/gumroad-market-data/s/ifair.html)
- [skulli](https://sujeito-operator.github.io/gumroad-market-data/s/skulli.html)
- [truongcgartist](https://sujeito-operator.github.io/gumroad-market-data/s/truongcgartist.html)
- [bylokki](https://sujeito-operator.github.io/gumroad-market-data/s/bylokki.html)
- [violentpainter](https://sujeito-operator.github.io/gumroad-market-data/s/violentpainter.html)
- [idbi](https://sujeito-operator.github.io/gumroad-market-data/s/idbi.html)
- [kudalyn](https://sujeito-operator.github.io/gumroad-market-data/s/kudalyn.html)
- [jorgenvrc](https://sujeito-operator.github.io/gumroad-market-data/s/jorgenvrc.html)
- [richburlew](https://sujeito-operator.github.io/gumroad-market-data/s/richburlew.html)
- [aidenart](https://sujeito-operator.github.io/gumroad-market-data/s/aidenart.html)
- [pavelbarnev](https://sujeito-operator.github.io/gumroad-market-data/s/pavelbarnev.html)
- [stephenkelman](https://sujeito-operator.github.io/gumroad-market-data/s/stephenkelman.html)
- [milofox](https://sujeito-operator.github.io/gumroad-market-data/s/milofox.html)
- [kittyz](https://sujeito-operator.github.io/gumroad-market-data/s/kittyz.html)
- [akrivi](https://sujeito-operator.github.io/gumroad-market-data/s/akrivi.html)
- [digitalminimalist](https://sujeito-operator.github.io/gumroad-market-data/s/digitalminimalist.html)
- [logopackage](https://sujeito-operator.github.io/gumroad-market-data/s/logopackage.html)
- [datmark](https://sujeito-operator.github.io/gumroad-market-data/s/datmark.html)
- [gabsith](https://sujeito-operator.github.io/gumroad-market-data/s/gabsith.html)
- [wispywoo](https://sujeito-operator.github.io/gumroad-market-data/s/wispywoo.html)
- [raideus](https://sujeito-operator.github.io/gumroad-market-data/s/raideus.html)
- [kaizerwolf](https://sujeito-operator.github.io/gumroad-market-data/s/kaizerwolf.html)
- [sheetmusicboss](https://sujeito-operator.github.io/gumroad-market-data/s/sheetmusicboss.html)
- [rhodastore](https://sujeito-operator.github.io/gumroad-market-data/s/rhodastore.html)
- [akumadem0n](https://sujeito-operator.github.io/gumroad-market-data/s/akumadem0n.html)
- [daribodrawing](https://sujeito-operator.github.io/gumroad-market-data/s/daribodrawing.html)
- [showitbetter](https://sujeito-operator.github.io/gumroad-market-data/s/showitbetter.html)
- [medmorphic](https://sujeito-operator.github.io/gumroad-market-data/s/medmorphic.html)
- [cavehzahedi](https://sujeito-operator.github.io/gumroad-market-data/s/cavehzahedi.html)
- [synthpatches](https://sujeito-operator.github.io/gumroad-market-data/s/synthpatches.html)
- [imbeemo](https://sujeito-operator.github.io/gumroad-market-data/s/imbeemo.html)
- [tallguytycoon](https://sujeito-operator.github.io/gumroad-market-data/s/tallguytycoon.html)
- [heartmarksman](https://sujeito-operator.github.io/gumroad-market-data/s/heartmarksman.html)
- [zuli](https://sujeito-operator.github.io/gumroad-market-data/s/zuli.html)
- [wolkehond](https://sujeito-operator.github.io/gumroad-market-data/s/wolkehond.html)
- [moriunofficial](https://sujeito-operator.github.io/gumroad-market-data/s/moriunofficial.html)
- [darksideralex](https://sujeito-operator.github.io/gumroad-market-data/s/darksideralex.html)
- [cinners](https://sujeito-operator.github.io/gumroad-market-data/s/cinners.html)
- [unmark](https://sujeito-operator.github.io/gumroad-market-data/s/unmark.html)
- [valentivr](https://sujeito-operator.github.io/gumroad-market-data/s/valentivr.html)
- [noeliavr](https://sujeito-operator.github.io/gumroad-market-data/s/noeliavr.html)
- [dasteel](https://sujeito-operator.github.io/gumroad-market-data/s/dasteel.html)
- [juliabausenhardt](https://sujeito-operator.github.io/gumroad-market-data/s/juliabausenhardt.html)
- [twinnova](https://sujeito-operator.github.io/gumroad-market-data/s/twinnova.html)
- [gell3d](https://sujeito-operator.github.io/gumroad-market-data/s/gell3d.html)
- [123done](https://sujeito-operator.github.io/gumroad-market-data/s/123done.html)
- [shadsterwolf](https://sujeito-operator.github.io/gumroad-market-data/s/shadsterwolf.html)
- [wetcat](https://sujeito-operator.github.io/gumroad-market-data/s/wetcat.html)
- [kindergarten](https://sujeito-operator.github.io/gumroad-market-data/s/kindergarten.html)
- [rocketlasso](https://sujeito-operator.github.io/gumroad-market-data/s/rocketlasso.html)
- [tombisio](https://sujeito-operator.github.io/gumroad-market-data/s/tombisio.html)
- [hazeguitars](https://sujeito-operator.github.io/gumroad-market-data/s/hazeguitars.html)
- [adamantunicorn](https://sujeito-operator.github.io/gumroad-market-data/s/adamantunicorn.html)
- [ellenescapes](https://sujeito-operator.github.io/gumroad-market-data/s/ellenescapes.html)
- [dinzee](https://sujeito-operator.github.io/gumroad-market-data/s/dinzee.html)
- [eagleputts](https://sujeito-operator.github.io/gumroad-market-data/s/eagleputts.html)
- [valenvrc](https://sujeito-operator.github.io/gumroad-market-data/s/valenvrc.html)
- [evolvwithme](https://sujeito-operator.github.io/gumroad-market-data/s/evolvwithme.html)
- [sweetwater112](https://sujeito-operator.github.io/gumroad-market-data/s/sweetwater112.html)
- [ahshotti](https://sujeito-operator.github.io/gumroad-market-data/s/ahshotti.html)
- [emilianopennisi](https://sujeito-operator.github.io/gumroad-market-data/s/emilianopennisi.html)
- [aleyandluna](https://sujeito-operator.github.io/gumroad-market-data/s/aleyandluna.html)
- [amyxcrystal](https://sujeito-operator.github.io/gumroad-market-data/s/amyxcrystal.html)
- [aaronrutten](https://sujeito-operator.github.io/gumroad-market-data/s/aaronrutten.html)
- [21marrco12](https://sujeito-operator.github.io/gumroad-market-data/s/21marrco12.html)
- [gamingmodding2](https://sujeito-operator.github.io/gumroad-market-data/s/gamingmodding2.html)
- [vixvr](https://sujeito-operator.github.io/gumroad-market-data/s/vixvr.html)
- [creativearchitect](https://sujeito-operator.github.io/gumroad-market-data/s/creativearchitect.html)
- [zyonvr](https://sujeito-operator.github.io/gumroad-market-data/s/zyonvr.html)
- [rancherg99](https://sujeito-operator.github.io/gumroad-market-data/s/rancherg99.html)
- [davvstore](https://sujeito-operator.github.io/gumroad-market-data/s/davvstore.html)
- [overdriver](https://sujeito-operator.github.io/gumroad-market-data/s/overdriver.html)
- [dummics](https://sujeito-operator.github.io/gumroad-market-data/s/dummics.html)
- [hashstudiosllc](https://sujeito-operator.github.io/gumroad-market-data/s/hashstudiosllc.html)
- [dani17dev](https://sujeito-operator.github.io/gumroad-market-data/s/dani17dev.html)
- [mochidoesvr](https://sujeito-operator.github.io/gumroad-market-data/s/mochidoesvr.html)
- [guitarmalade](https://sujeito-operator.github.io/gumroad-market-data/s/guitarmalade.html)
- [riggingpro](https://sujeito-operator.github.io/gumroad-market-data/s/riggingpro.html)
- [solocat](https://sujeito-operator.github.io/gumroad-market-data/s/solocat.html)
- [grafitschool](https://sujeito-operator.github.io/gumroad-market-data/s/grafitschool.html)
- [elizmill](https://sujeito-operator.github.io/gumroad-market-data/s/elizmill.html)
- [itsroshi](https://sujeito-operator.github.io/gumroad-market-data/s/itsroshi.html)
- [polefiction](https://sujeito-operator.github.io/gumroad-market-data/s/polefiction.html)
- [dekgrativ](https://sujeito-operator.github.io/gumroad-market-data/s/dekgrativ.html)
- [polymage](https://sujeito-operator.github.io/gumroad-market-data/s/polymage.html)
- [lexvii](https://sujeito-operator.github.io/gumroad-market-data/s/lexvii.html)
- [greythinker](https://sujeito-operator.github.io/gumroad-market-data/s/greythinker.html)
- [sonatasecrets](https://sujeito-operator.github.io/gumroad-market-data/s/sonatasecrets.html)
- [propshop](https://sujeito-operator.github.io/gumroad-market-data/s/propshop.html)
- [danirosedesigns](https://sujeito-operator.github.io/gumroad-market-data/s/danirosedesigns.html)
- [digisentials](https://sujeito-operator.github.io/gumroad-market-data/s/digisentials.html)
- [dioncelebrado](https://sujeito-operator.github.io/gumroad-market-data/s/dioncelebrado.html)
- [prezify](https://sujeito-operator.github.io/gumroad-market-data/s/prezify.html)
- [kokos25](https://sujeito-operator.github.io/gumroad-market-data/s/kokos25.html)
- [saxotracks](https://sujeito-operator.github.io/gumroad-market-data/s/saxotracks.html)
- [mbitiukov](https://sujeito-operator.github.io/gumroad-market-data/s/mbitiukov.html)
- [bookieson](https://sujeito-operator.github.io/gumroad-market-data/s/bookieson.html)
- [darkwing](https://sujeito-operator.github.io/gumroad-market-data/s/darkwing.html)
- [blueangel13](https://sujeito-operator.github.io/gumroad-market-data/s/blueangel13.html)
- [robertmccombe](https://sujeito-operator.github.io/gumroad-market-data/s/robertmccombe.html)
- [inkblitz](https://sujeito-operator.github.io/gumroad-market-data/s/inkblitz.html)
- [kumail](https://sujeito-operator.github.io/gumroad-market-data/s/kumail.html)
- [tharlevfx](https://sujeito-operator.github.io/gumroad-market-data/s/tharlevfx.html)
- [anotherxlife](https://sujeito-operator.github.io/gumroad-market-data/s/anotherxlife.html)
- [meshbestia](https://sujeito-operator.github.io/gumroad-market-data/s/meshbestia.html)
- [bjdesign](https://sujeito-operator.github.io/gumroad-market-data/s/bjdesign.html)
- [remasemporium](https://sujeito-operator.github.io/gumroad-market-data/s/remasemporium.html)
- [khalida](https://sujeito-operator.github.io/gumroad-market-data/s/khalida.html)
- [noriben3](https://sujeito-operator.github.io/gumroad-market-data/s/noriben3.html)
- [sukui](https://sujeito-operator.github.io/gumroad-market-data/s/sukui.html)
- [sukrut](https://sujeito-operator.github.io/gumroad-market-data/s/sukrut.html)
- [skaleyseto](https://sujeito-operator.github.io/gumroad-market-data/s/skaleyseto.html)
- [acevr2112](https://sujeito-operator.github.io/gumroad-market-data/s/acevr2112.html)
- [healingmeditationmsc](https://sujeito-operator.github.io/gumroad-market-data/s/healingmeditationmsc.html)
- [rawton](https://sujeito-operator.github.io/gumroad-market-data/s/rawton.html)
- [runningfast](https://sujeito-operator.github.io/gumroad-market-data/s/runningfast.html)
- [nicolasmorel](https://sujeito-operator.github.io/gumroad-market-data/s/nicolasmorel.html)
- [nurseprofessornp](https://sujeito-operator.github.io/gumroad-market-data/s/nurseprofessornp.html)
- [rephazer](https://sujeito-operator.github.io/gumroad-market-data/s/rephazer.html)
- [virtualvisionanimate](https://sujeito-operator.github.io/gumroad-market-data/s/virtualvisionanimate.html)
- [volumetricks](https://sujeito-operator.github.io/gumroad-market-data/s/volumetricks.html)
- [abyssalfenge](https://sujeito-operator.github.io/gumroad-market-data/s/abyssalfenge.html)
- [theaccountantguy](https://sujeito-operator.github.io/gumroad-market-data/s/theaccountantguy.html)
- [aipop3d](https://sujeito-operator.github.io/gumroad-market-data/s/aipop3d.html)
- [iconsengineer](https://sujeito-operator.github.io/gumroad-market-data/s/iconsengineer.html)
- [flormoomodels](https://sujeito-operator.github.io/gumroad-market-data/s/flormoomodels.html)
- [tiggis](https://sujeito-operator.github.io/gumroad-market-data/s/tiggis.html)
- [yisto](https://sujeito-operator.github.io/gumroad-market-data/s/yisto.html)
- [cinedecultoindie](https://sujeito-operator.github.io/gumroad-market-data/s/cinedecultoindie.html)
- [dumbindustries](https://sujeito-operator.github.io/gumroad-market-data/s/dumbindustries.html)
- [sarionawareness](https://sujeito-operator.github.io/gumroad-market-data/s/sarionawareness.html)
- [sfdvrc](https://sujeito-operator.github.io/gumroad-market-data/s/sfdvrc.html)
- [echodng](https://sujeito-operator.github.io/gumroad-market-data/s/echodng.html)
- [cg7](https://sujeito-operator.github.io/gumroad-market-data/s/cg7.html)
- [dralexsteinberg](https://sujeito-operator.github.io/gumroad-market-data/s/dralexsteinberg.html)
- [druidlisscreations](https://sujeito-operator.github.io/gumroad-market-data/s/druidlisscreations.html)
- [zoeyorly](https://sujeito-operator.github.io/gumroad-market-data/s/zoeyorly.html)
- [3dex](https://sujeito-operator.github.io/gumroad-market-data/s/3dex.html)
- [iamres](https://sujeito-operator.github.io/gumroad-market-data/s/iamres.html)
- [jeffdufour](https://sujeito-operator.github.io/gumroad-market-data/s/jeffdufour.html)
- [taao](https://sujeito-operator.github.io/gumroad-market-data/s/taao.html)
- [itshalfpint](https://sujeito-operator.github.io/gumroad-market-data/s/itshalfpint.html)
- [coachreese](https://sujeito-operator.github.io/gumroad-market-data/s/coachreese.html)
- [rushatori](https://sujeito-operator.github.io/gumroad-market-data/s/rushatori.html)
- [cleodesktop](https://sujeito-operator.github.io/gumroad-market-data/s/cleodesktop.html)
- [electra27](https://sujeito-operator.github.io/gumroad-market-data/s/electra27.html)
- [gynaobs](https://sujeito-operator.github.io/gumroad-market-data/s/gynaobs.html)
- [magictwin](https://sujeito-operator.github.io/gumroad-market-data/s/magictwin.html)
- [awakenedsoularchives](https://sujeito-operator.github.io/gumroad-market-data/s/awakenedsoularchives.html)
- [sweay](https://sujeito-operator.github.io/gumroad-market-data/s/sweay.html)
- [anselarchive](https://sujeito-operator.github.io/gumroad-market-data/s/anselarchive.html)
- [polydoorway](https://sujeito-operator.github.io/gumroad-market-data/s/polydoorway.html)
- [killingerk](https://sujeito-operator.github.io/gumroad-market-data/s/killingerk.html)
- [bakenogawa](https://sujeito-operator.github.io/gumroad-market-data/s/bakenogawa.html)
- [madevillemon](https://sujeito-operator.github.io/gumroad-market-data/s/madevillemon.html)
- [sickagain](https://sujeito-operator.github.io/gumroad-market-data/s/sickagain.html)
- [elaligato](https://sujeito-operator.github.io/gumroad-market-data/s/elaligato.html)
- [3dtudor](https://sujeito-operator.github.io/gumroad-market-data/s/3dtudor.html)
- [millenniumodyssey](https://sujeito-operator.github.io/gumroad-market-data/s/millenniumodyssey.html)
- [pixeltruedesigns](https://sujeito-operator.github.io/gumroad-market-data/s/pixeltruedesigns.html)
- [leartesstudios](https://sujeito-operator.github.io/gumroad-market-data/s/leartesstudios.html)
- [blurrbi](https://sujeito-operator.github.io/gumroad-market-data/s/blurrbi.html)
- [gaiameditation](https://sujeito-operator.github.io/gumroad-market-data/s/gaiameditation.html)
- [mepurfield](https://sujeito-operator.github.io/gumroad-market-data/s/mepurfield.html)
- [salehdarakhshan](https://sujeito-operator.github.io/gumroad-market-data/s/salehdarakhshan.html)
- [sohvi](https://sujeito-operator.github.io/gumroad-market-data/s/sohvi.html)
- [lastbarprep](https://sujeito-operator.github.io/gumroad-market-data/s/lastbarprep.html)
- [sharkstriderdesigns](https://sujeito-operator.github.io/gumroad-market-data/s/sharkstriderdesigns.html)
- [wonderstand](https://sujeito-operator.github.io/gumroad-market-data/s/wonderstand.html)
- [detfilms](https://sujeito-operator.github.io/gumroad-market-data/s/detfilms.html)
- [bigschmeatyy](https://sujeito-operator.github.io/gumroad-market-data/s/bigschmeatyy.html)
- [ideasforbeats](https://sujeito-operator.github.io/gumroad-market-data/s/ideasforbeats.html)
- [raywang4](https://sujeito-operator.github.io/gumroad-market-data/s/raywang4.html)
- [designfamilymarket](https://sujeito-operator.github.io/gumroad-market-data/s/designfamilymarket.html)
- [kosmischewellen](https://sujeito-operator.github.io/gumroad-market-data/s/kosmischewellen.html)
- [coderthemes](https://sujeito-operator.github.io/gumroad-market-data/s/coderthemes.html)
- [kylanjuhl](https://sujeito-operator.github.io/gumroad-market-data/s/kylanjuhl.html)
- [itsbassreactor](https://sujeito-operator.github.io/gumroad-market-data/s/itsbassreactor.html)
- [thomasdeffet](https://sujeito-operator.github.io/gumroad-market-data/s/thomasdeffet.html)
- [wellimvel](https://sujeito-operator.github.io/gumroad-market-data/s/wellimvel.html)
- [dirtysouth](https://sujeito-operator.github.io/gumroad-market-data/s/dirtysouth.html)
- [sebamc24](https://sujeito-operator.github.io/gumroad-market-data/s/sebamc24.html)
- [valeman](https://sujeito-operator.github.io/gumroad-market-data/s/valeman.html)
- [pantersource](https://sujeito-operator.github.io/gumroad-market-data/s/pantersource.html)
- [nn1uantus](https://sujeito-operator.github.io/gumroad-market-data/s/nn1uantus.html)
- [realcgi1](https://sujeito-operator.github.io/gumroad-market-data/s/realcgi1.html)
- [tomydesign](https://sujeito-operator.github.io/gumroad-market-data/s/tomydesign.html)
- [educambrecursos](https://sujeito-operator.github.io/gumroad-market-data/s/educambrecursos.html)
- [kero3d](https://sujeito-operator.github.io/gumroad-market-data/s/kero3d.html)
- [shinethemoonlight](https://sujeito-operator.github.io/gumroad-market-data/s/shinethemoonlight.html)
- [trinthepianist](https://sujeito-operator.github.io/gumroad-market-data/s/trinthepianist.html)
- [gothicinc](https://sujeito-operator.github.io/gumroad-market-data/s/gothicinc.html)
- [latw](https://sujeito-operator.github.io/gumroad-market-data/s/latw.html)
- [miladkambari](https://sujeito-operator.github.io/gumroad-market-data/s/miladkambari.html)
- [gogovr360](https://sujeito-operator.github.io/gumroad-market-data/s/gogovr360.html)
- [alwaysyouramanda](https://sujeito-operator.github.io/gumroad-market-data/s/alwaysyouramanda.html)
- [djdotcom](https://sujeito-operator.github.io/gumroad-market-data/s/djdotcom.html)
- [fondationaudiapason](https://sujeito-operator.github.io/gumroad-market-data/s/fondationaudiapason.html)
- [recursosdesocials](https://sujeito-operator.github.io/gumroad-market-data/s/recursosdesocials.html)
- [dehidigital](https://sujeito-operator.github.io/gumroad-market-data/s/dehidigital.html)
- [nimungum](https://sujeito-operator.github.io/gumroad-market-data/s/nimungum.html)
- [314andco](https://sujeito-operator.github.io/gumroad-market-data/s/314andco.html)
- [feather522](https://sujeito-operator.github.io/gumroad-market-data/s/feather522.html)
- [fupstudio](https://sujeito-operator.github.io/gumroad-market-data/s/fupstudio.html)
- [musicroom](https://sujeito-operator.github.io/gumroad-market-data/s/musicroom.html)
- [aigrowthmarket](https://sujeito-operator.github.io/gumroad-market-data/s/aigrowthmarket.html)
- [irhasalfahad](https://sujeito-operator.github.io/gumroad-market-data/s/irhasalfahad.html)
- [neuronfx](https://sujeito-operator.github.io/gumroad-market-data/s/neuronfx.html)
- [planetpaddy](https://sujeito-operator.github.io/gumroad-market-data/s/planetpaddy.html)
- [procprod](https://sujeito-operator.github.io/gumroad-market-data/s/procprod.html)
- [spookyghostboo](https://sujeito-operator.github.io/gumroad-market-data/s/spookyghostboo.html)
- [stardreams2200](https://sujeito-operator.github.io/gumroad-market-data/s/stardreams2200.html)
- [pokebof](https://sujeito-operator.github.io/gumroad-market-data/s/pokebof.html)
- [onlyscans](https://sujeito-operator.github.io/gumroad-market-data/s/onlyscans.html)
- [mariigabiicosplay](https://sujeito-operator.github.io/gumroad-market-data/s/mariigabiicosplay.html)
- [madethemes](https://sujeito-operator.github.io/gumroad-market-data/s/madethemes.html)
- [toroskose](https://sujeito-operator.github.io/gumroad-market-data/s/toroskose.html)
- [vipgraphics](https://sujeito-operator.github.io/gumroad-market-data/s/vipgraphics.html)
- [noodledragons](https://sujeito-operator.github.io/gumroad-market-data/s/noodledragons.html)
- [elprofesordecalculo](https://sujeito-operator.github.io/gumroad-market-data/s/elprofesordecalculo.html)
- [designdeck](https://sujeito-operator.github.io/gumroad-market-data/s/designdeck.html)
- [chloylab](https://sujeito-operator.github.io/gumroad-market-data/s/chloylab.html)
- [grapphics](https://sujeito-operator.github.io/gumroad-market-data/s/grapphics.html)
- [studiogolki](https://sujeito-operator.github.io/gumroad-market-data/s/studiogolki.html)
- [bozenka](https://sujeito-operator.github.io/gumroad-market-data/s/bozenka.html)
- [futureincommon](https://sujeito-operator.github.io/gumroad-market-data/s/futureincommon.html)
- [paullennarofficial](https://sujeito-operator.github.io/gumroad-market-data/s/paullennarofficial.html)
- [danielilett](https://sujeito-operator.github.io/gumroad-market-data/s/danielilett.html)
- [getillustrations](https://sujeito-operator.github.io/gumroad-market-data/s/getillustrations.html)
- [giallo](https://sujeito-operator.github.io/gumroad-market-data/s/giallo.html)
- [kloroform](https://sujeito-operator.github.io/gumroad-market-data/s/kloroform.html)
- [legacyflp](https://sujeito-operator.github.io/gumroad-market-data/s/legacyflp.html)
- [mysterypancake](https://sujeito-operator.github.io/gumroad-market-data/s/mysterypancake.html)
- [pursuit0852](https://sujeito-operator.github.io/gumroad-market-data/s/pursuit0852.html)
- [sararu](https://sujeito-operator.github.io/gumroad-market-data/s/sararu.html)
- [wherehollywoodhides](https://sujeito-operator.github.io/gumroad-market-data/s/wherehollywoodhides.html)
- [3dgardenplants](https://sujeito-operator.github.io/gumroad-market-data/s/3dgardenplants.html)
- [blazgad](https://sujeito-operator.github.io/gumroad-market-data/s/blazgad.html)
- [bn3danimation](https://sujeito-operator.github.io/gumroad-market-data/s/bn3danimation.html)
- [darkodacat](https://sujeito-operator.github.io/gumroad-market-data/s/darkodacat.html)
- [haponlayouts](https://sujeito-operator.github.io/gumroad-market-data/s/haponlayouts.html)
- [honor1](https://sujeito-operator.github.io/gumroad-market-data/s/honor1.html)
- [kawaiiart](https://sujeito-operator.github.io/gumroad-market-data/s/kawaiiart.html)
- [mondocat](https://sujeito-operator.github.io/gumroad-market-data/s/mondocat.html)
- [nursingscholars](https://sujeito-operator.github.io/gumroad-market-data/s/nursingscholars.html)
- [phoenixnikky](https://sujeito-operator.github.io/gumroad-market-data/s/phoenixnikky.html)
- [raghavrhanda](https://sujeito-operator.github.io/gumroad-market-data/s/raghavrhanda.html)
- [stonga2m](https://sujeito-operator.github.io/gumroad-market-data/s/stonga2m.html)
- [whiskeredshadows](https://sujeito-operator.github.io/gumroad-market-data/s/whiskeredshadows.html)

## Fourth view: real unit sales, and what one rating is worth

> A minority of Gumroad sellers publish a unit-sales count on the product page. Re-fetching product pages individually found **316 of 1,359 (23.3%) do**, covering 450,651 units. This is the only sample here measured against actual sales rather than ratings.

- **SCOPE LIMIT, READ BEFORE QUOTING ANY FIGURE IN THIS SECTION.** The per-product crawl is unfinished and its sample is uneven: **57% of the 1,359 pages fetched are under one top-level category (3d), of 15 that returned listings.** These figures describe that branch, not Gumroad. Do not generalise them in either direction. Every other section of this file is unaffected.
- **There is no single multiplier, and that is the finding.** Median paid listing sells **x25.5** its rating count, interquartile range x11.7-x54.2 over n=190. Free listings: median x24.1, IQR x7.1-x90.0, n=39. Quote the range, not the median alone.
- **The ratio rises with listing size**: x22.0 for listings with 1-2 ratings against x26.4 for 50 or more. A fixed 'x30 rule' is wrong at both ends.
- **Ratings are a valid ordinal proxy**: rank correlation with units sold is 0.831. They rank demand reliably and measure it badly.
- **87 of 316 products with a public sales count have zero ratings** (median 8 units, max 1,320). An unrated listing is weak evidence of no demand, not proof of it.
- **Bias, both directions.** The counter is opt-in, so the sample is not random; and the ratio requires >=1 rating, which excludes the worst under-rating and makes every median a **lower bound**.
- Sample: the taxonomy walk's products re-fetched one page at a time. **Never merged with the 42-search sample.**

- [Sales CSV](https://raw.githubusercontent.com/sujeito-operator/gumroad-market-data/main/data/gumroad-sales.csv): one row per product fetched, including the 1,043 with no public sales count, so the opt-in rate is re-derivable.
- [sales-ratio-summary.json](https://raw.githubusercontent.com/sujeito-operator/gumroad-market-data/main/data/sales-ratio-summary.json): every figure above as JSON, with the full banded distributions.
- [How many sales is one Gumroad rating?](https://sujeito-operator.github.io/gumroad-market-data/g/gumroad-sales-per-rating.html)


## Optional

- [What Actually Sells on Gumroad](https://sujeitooperator.gumroad.com/l/bylafq): paid report, $249. The analysis, not the data — the data above is free and complete.
- [Free CSV mirror on Gumroad](https://gumroad.com/checkout?product=docef&quantity=1): the same file, $0.