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Automation-Powered Backlink Prospecting (Python Tool)
Developed a custom Python-based automation suite designed to revolutionize the manual guest post prospecting process. The tool scrapes niche-specific domains, filters them based on real-time SEO metrics (DA, DR, Traffic), and extracts verified contact information using advanced scraping libraries. This eliminates the manual grind and focuses purely on high-quality outreach.
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Connect with clients, get discovered, and run your business 100% commission-free
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Lost 2 days building a complex n8n workflow. Here's what I learned.✌️
The project: A 12-node AI Receptionist automation for a luxury resort in Bangladesh. Multi-channel (WhatsApp, Telegram, Voice), 9 Google Sheets, Gemini API, payment automation, customer CRM.
What went wrong: Added a new voice integration node. Accidentally deleted the entire workflow.
Why it happened:
No JSON exports after milestones
No version control (Git)
Testing changes LIVE on production workflow
No documentation
Building locally with zero redundancy
The fix (now implemented):
✅ JSON backups after every 2-3 nodes
✅ GitHub versioning
✅ Clone workflows for testing
✅ Modular design
✅ Complete documentation
For automation professionals: You're not just builders—you're engineers.
Treat workflows like software:
Documentation
Version control
Backup strategy
Modular testing
Client delays = lost revenue + credibility damage.
Make the systems bulletproof.
How do you prevent data loss in your automation builds? 👇
#n8n #Automation #WorkflowAutomation #NoCode #LessonsLearned #make #AIAutomation #DataAnalyst #MachineLearning
I'd try restoring one of those JSON backups into a cloned workflow before the next handoff. That way you know it can actually get you running again.
Title: Digital SAT Prep Video — Scripted & Animated
Description: Built a full Manim scene script for a Digital SAT explainer video, including a custom color palette, portrait-mode video config for short-form platforms, and timed scene sequencing with synced text animations.
Tools: Manim, Python
