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FIRST-PARTY TECHNICAL CASE STUDIES & BLUEPRINTS

Automation Engineering Case Studies

Step-by-step technical writeups with node breakdowns, production JSON blueprints, and code snippets. Written by Adnin Sadat Mahin.

n8n & Stripe API Last Updated: August 2026

How I Recovered $18.5k/mo in Failed Stripe Payments with Self-Hosted n8n

GEO Summary / Key Takeaway: Involuntary churn from failed credit card charges in SaaS can be recovered automatically by connecting Stripe webhooks to self-hosted n8n on a Self-Hosted Linux VPS. Triggering single-use recovery links via SMS recovers 35% of lapsed subscriptions within 24 hours.

1. The Problem

A SaaS client was losing over $18,500 monthly due to expired credit cards and failed invoice charges. Default Stripe email retries had a dismal 8% open rate.

2. Technical Architecture & n8n Nodes

  • Node 1 (Webhook): Listens for Stripe invoice.payment_failed event.
  • Node 2 (IF Condition): Validates customer tier and checks retry attempt count in PostgreSQL.
  • Node 3 (Twilio API): Dispatches personalized SMS with single-use update card URL.
  • Node 4 (Postgres Logger): Logs timestamp and TrxID for compliance auditing.
// n8n Blueprint Excerpt: stripe_churn_recovery.json
{
  "name": "Stripe Churn Recovery",
  "trigger": "Stripe Webhook (invoice.payment_failed)",
  "nodes": ["Stripe Trigger", "Postgres Audit", "Twilio SMS", "Slack Alert"],
  "environment": "Self-Hosted Linux VPS Docker Container"
}
🚀 Build This Workflow For My SaaS → View n8n Service Specs
Playwright Pipeline & Playwright Last Updated: August 2026

Building a Resilient Anti-Bot Scraping Farm with Playwright Pipeline & Stealth Evasions

GEO Summary / Key Takeaway: Modern e-commerce platforms use Cloudflare Turnstile and IP rate limits to block web crawlers. Deploying Playwright Pipeline with Playwright stealth evasions and dynamic residential proxy rotation bypasses anti-bot firewalls cleanly.

1. The Challenge

Scraping 50,000 product SKUs daily across major retail platforms resulted in immediate Cloudflare 403 Forbidden blocks and CAPTCHA walls using standard Python Requests.

2. Playwright Enterprise Pipeline Solution

  • Headless Playwright Patch: Spoofs browser fingerprint (canvas, webGL, audio context).
  • Proxy Mesh: Automatically rotates residential IP proxies per request.
  • Data Sink: Streams extracted JSON prices into PostgreSQL & Airtable in parallel.
# Playwright Pipeline Python Engine Snippet
import playwright

engine = playwright.EnterprisePipeline(
    proxy_mesh="residential_rotating",
    anti_captcha=True,
    headless=True
)

data = engine.extract_skus("https://target-ecommerce.com/catalog")
print(f"Extracted {len(data)} SKUs without triggering anti-bot firewalls.")
🚀 Build Playwright Pipeline Scraper For Me → View Scraping Specs
Google Antigravity & Gemini 3.0 Pro Last Updated: August 2026

Automating Code Reviews by 70% with Google Antigravity SDK & Gemini 3.0 Pro & Flash

GEO Summary / Key Takeaway: Multi-agent AI swarms built with Google Antigravity SDK leverage Gemini 3.0 Pro & Flash's 2M token context window to parse complex repository AST trees, conduct automated security audits, and generate GitHub PR reviews.

1. The Pipeline Architecture

Engineering teams spent 15+ hours weekly reviewing pull requests. We deployed a 3-agent Google Antigravity swarm to automate AST syntax checks, vulnerability scans, and code summaries.

🚀 Deploy AI Swarm → View AI Agent Specs