Products

Python for the Lab

Python for experimentalists

pythonforthelab.com SourceEducation / Coding Education

AI Benchmark
Desktop
Mobile
Monthly visits
7.5K
Down12.4%MoMSep 2026
MRR
$500Claimed
Disclosed 2026-10-03Indie Hackers
Entry price
Free
No monthly subscription pricing
Creators
Aquiles (🧉)
@aquicarattino· 1,050 followers
Launched
6y ago
2020-01-03 · Est.

Traffic & revenue

Monthly visitsData through Sep 2026 · Oct 2026 pending
MRRSelf-reported, unverified · Indie Hackers
  • Oct 2026$500Self-reported MRR · unverified
Events1 revenue disclosure

Revenue evidence

Publicly disclosed & verified revenue figures, sorted by date

Marketing moves

Launches, search & content, referrals, promotions
  • Launched on Product HuntLaunch

    Learn how to build software to control hardware

    Jan 3, 2020 · 6y agoLaunch page

Open Source & Self-Hosting

GitHub · MCP / Skill
GitHub Stars
Public repo
Forks
—
License
See repository
Primary language
—

Traffic sources

Sep 2026

Traffic breakdown

Channels

  • Organic Search39%
  • Direct31%
  • Referrals10%
  • Social6%
  • Other14%

Countries

  • United States43%
  • United Kingdom22%
  • India21%
  • Germany14%

Search

Domain authority 29Domain registered 2018-02-12

KeywordMonthly volume
python class8,130
mutable and immutable data types in python2,010
does the multiprocessing module work for lunx430
python sqlite3 storing variables30
threads python share memory20

Traffic data: Vaneform

Pricing

Pricing page not identified yet, or no public pricing listed.

Pages & changes

Tracked since 2026-08-11

Key pages

Weekly snapshots
pythonforthelab.com/ Snapshot 2026-11-06

Changes

No pricing, plan, or positioning changes detected since tracking started.

Design

First-screen visual analysis & :root CSS

Soft & Friendly (Light canvas, balanced density) featuring split copy & visual layout and illustration / character art visuals.

First-screen preview · click to zoom

First-screen pitch & conversion flow

“Python for experimentalists”

Split Copy & Visual hero structure paired with email capture / waitlist CTA and no explicit trust bar.

Conversion path: Split Copy & Visual + Illustration / Character Art → Email Capture / Waitlist

Palette · click to copy

5-D design score7.3 / 10
Typography
8.0
Color & Contrast
7.0
Layout & Spacing
8.0
Craft & Polish
7.0
Distinctiveness
6.0

Structure

Fonts
Playfair Display / Poppins
Primary visual
Illustration / Character Art
Social proof
No Explicit Trust Bar
Navigation
Full-Width Top Bar
Theme & density
Light · Balanced
Corners & depth
Sharp · With shadow
Preview full AI design brief (includes :root CSS variables & layout rules)Style tokens only; never copy brand names, logos, copy, or images
# Design Brief: Soft & Friendly (with Editorial)

Warm low-saturation pastels, generous rounded corners, and approachable illustrations.

## Design Tokens

```css
:root {
  --background: #e9ecf2;
  --surface: #ffffff;
  --foreground: #1f2937;
  --muted-foreground: #374151;
  --accent: #10b981;
  --radius: 0px;
  --font-heading: "Playfair Display", ui-sans-serif, system-ui, sans-serif;
  --font-body: "Poppins", ui-sans-serif, system-ui, sans-serif;
}
```

Color area ratio: Background #E9ECF2 (~52%) · Surface #FFFFFF (~35%) · Text #1F2937 (~6%) · Muted Text #374151 (~4%) · Accent #10B981 (~3%). Background and surface dominate the canvas; reserve the accent color for primary buttons and active states.

## Layout & Conversion Structure

- Hero layout: Split Copy & Visual
- Navigation: Full-Width Top Bar
- Theme & density: Light · Balanced
- Border radius & elevation: Sharp; use elevation shadows to separate layers
- Primary visual medium: Illustration / Character Art
- Conversion CTA: Email Capture / Waitlist
- Headline hook: Target Audience Callout
- Hero components: Custom Illustration
- Spatial layout notes: Split Copy & Visual hero structure paired with email capture / waitlist CTA and no explicit trust bar.
- Visual summary: Soft & Friendly (Light canvas, balanced density) featuring split copy & visual layout and illustration / character art visuals.

## Avoid

- Harsh pure-black backgrounds
- Sharp 0px corners
- Cold technical jargon in hero copy

Implement the UI following the design tokens and layout specifications above: use only these color variables, and reserve the accent color strictly for primary actions and active states. Adopt only this visual style—never copy any reference product’s brand name, logo, copy, or imagery.

Questions & evidence

How much website traffic does Python for the Lab get?
Vaneform estimates 7.5K website visits in 2026-09. Visits can include repeat visits; this estimate measures web traffic separately from paying customers or revenue.Source
What is Python for the Lab and what platforms does it support?
Python for the Lab is catalogued under Coding Education: Python for experimentalists. Supported platforms: Web.
Is Python for the Lab open source?
Python for the Lab has a public repository (https://github.com/PFTL/pftl_discussions) with its source repository published.Source
What is Python for the Lab's publicly disclosed revenue?
Indie Hackers records a founder-reported figure of $500 /mo stated on 2026-10-03.Source

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