// the apify actor playbook · v2.1
The Vibe Coder's Playbook: Build Apify Actors people will actually pay to use
Build Apify Actors people will actually pay to use.
A practical system for going from idea → validated niche → working Actor → Store-ready product — without guessing your pricing, README, proxy costs or AI workflow.
€37 once · no subscription · download link by email
Shipping an Actor is easy. Building one people want is not.
Wrong niche
You build another generic scraper in a category with ten established competitors.
Wrong economics
The Actor works, but Playwright + residential proxy eats the margin.
Wrong packaging
Your code works. Your Store page, prefill, pricing and examples don't convert.
Wrong AI workflow
Cursor builds fast — and quietly changes schemas, invents APIs or expands scope.
The toolkit is how I reduce those mistakes — before hitting Publish, and after.
The toolkit gives you a repeatable shipping loop.
idea.md
↓
"build me a scraper"
↓
Cursor writes 1,400 lines
↓
works locally
↓
publish
↓
0 users
buyer sentence
↓
competitor + Graveyard check
↓
PPE margin model
↓
ACTOR.md + QA-safe schema
↓
starter + focused AI sessions
↓
cloud smoke
↓
Store packaging + examples
↓
publish
What you actually receive
01 — 104-page Playbook
The full system.
Validation, PPE economics, Crawlee, Cursor workflows, debugging, Store SEO, pricing, case studies and portfolio maintenance.
02 — 100 Actor Business Ideas
Start from a researched shortlist, not a blank chat.
CSV + Markdown with difficulty, recurring usage, competition, maintenance and AI-opportunity ratings.
03 — 80+ AI Prompts
Use AI without handing it the steering wheel.
Prompts for validation, scaffolding, schema design, README, pricing, debugging and Store SEO.
04 — Runnable TypeScript Starter Actor
Start with a working structure.
Crawlee + TypeScript + tests + dataset schema + PPE + smoke input. books.toscrape.com demo — not a production Store Actor.
05 — Templates & Worksheets
Don't recreate your launch process every time.
README, input schema, Dockerfile, ACTOR.md rules, PPE worksheet and idea scorecard.
06 — Launch & Maintenance Checklists
Publish it — then keep it alive.
Pre-push, Store SEO and 30/60/90-day maintenance.
See what you're buying before you buy it.
No mystery bundle. No 12-page ebook stretched into a course. These are the actual files included in the download.
Sometimes the most valuable Actor is the one you don't build.
One full section is dedicated to ideas that look attractive in a prompt but usually make poor indie products: saturated platform clones, login-heavy sources, proxy-cost traps, low-repeat-use niches and compliance-heavy categories.
You'll learn the signals I use to kill an idea before wasting a weekend building it.
Public information only. You are responsible for Apify's Terms, target-site terms, and applicable law.
This isn't a theoretical “make money with scraping” ebook.
The playbook is based on the process behind seven published Apify Actors across supplier intelligence and e-commerce — including what broke, what I changed, and what I would skip next time. See them on my Apify Store profile.
Google Maps CEE — Supplier Shortlist
Niche wedge → scoring → PPE → Store packaging.
European Fuel Station Prices
Multi-country data → BYOK → route mode → agent-ready schema.
Shopify Product Catalog Scraper
Public storefront → structured catalog → Shopify / WooCommerce / Shoprenter CSV.
+ 4 additional Actor case studies inside
No invented revenue screenshots. No fake customer counts.
For builders who can ship code — but want a better product system.
This is for you if
- You can build with Cursor/Claude/Codex but struggle to choose what to build.
- You've published an Actor but aren't sure how to position or price it.
- You want a repeatable process rather than another giant prompt.
- You're building Apify products, client Actors or a portfolio.
Not for you if
- You want a guaranteed passive-income formula.
- You want production source code for my commercial Actors.
- You want private/login/paywall scraping tactics.
- You want a beginner programming course.
Everything you need to take your next Actor from idea to Store.
Secure checkout with Stripe · Download link delivered by email
Need Apify Console?
Start with a free account
You'll use it to build and publish Actors. Separate from this toolkit purchase — we may earn a commission at no extra cost to you.
Create an Apify account →FAQ
What exactly do I receive?
A personal link to one zip: the 104-page PDF, 100 Actor ideas (CSV + Markdown), 80+ prompt files, the TypeScript starter Actor, templates, worksheets, and checklists. Open START-HERE.md first. The link is valid for 30 days or up to 10 downloads — we can re-send it if needed.
Is this beginner-friendly?
It's written for builders who already ship with an AI IDE. It is not a programming course. If you can follow a Cursor session and run npm install, you can use the starter Actor.
Can I use Cursor / Claude / Codex / Gemini?
Yes. The workflows are IDE-agnostic. Prompts are copy-paste for Cursor, Claude, Gemini, Codex, or Cline.
Is this official Apify documentation?
No. It's a practitioner playbook from shipping Actors on the Store. Always verify pricing and review rules in Apify Console — they change.
Is income guaranteed?
No. Revenue isn't guaranteed, and many published Actors never find meaningful demand. The playbook focuses on reducing the most common validation, pricing and packaging mistakes. No invented revenue screenshots.
What's the refund policy?
Digital-product sales are final once immediate access is supplied. If the download or toolkit doesn't work as described, email hello@vibecoderslife.com — support-first, we'll restore access or resolve the issue.
Can I resell or redistribute the toolkit?
No. The zip and PDF are proprietary © Vibe Coder's Life / vibecoderslife.com — personal and internal business use. See LICENSE.txt in the zip.
What's the compliance stance?
Operate on publicly available information. You own ToS and legal compliance for your Actors and target sites.
Need help implementing it?
The toolkit is designed to stand alone. If you later want an Actor review, custom build or integration, email hello@vibecoderslife.com.
Some links are referrals (including Apify). We may earn a commission at no extra cost to you.