suraksha ajith

@surakshaajith

building n8n automations

Joined January 2026

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Building n8n automations & AI agents. Documenting what i build, what breaks and what i learn on daily basis.

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suraksha ajith's blogs

Building with n8nsuraksha-ajit.hashnode.dev13 posts

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Recently published

SAsuraksha ajithsuraksha-ajit.hashnode.devFeb 6 · 1 min read

Day 20 – Added AI Agent to Auto-Write Proposals & Store Them in Supabase

Today’s work was about reducing friction between finding a job and applying to it. I extended my Upwork job alert automation by adding an AI Agent that automatically reads each new job’s description and generates a custom proposal draft for it. What ...

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SAsuraksha ajithsuraksha-ajit.hashnode.devJan 24 · 3 min read

Day 18–19 – Building a Lead Generation Video & a Google Maps Email Scraper with n8n

The last two days were focused on direction rather than just execution.I started working on a new lead generation video while simultaneously building a general-purpose scraper workflow in n8n that can be reused across different niches. Alongside buil...

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SAsuraksha ajithsuraksha-ajit.hashnode.devJan 22 · 2 min read

Day 17 – Handling Empty Outputs, Conditional Logic & Telegram Alerts in n8n

Today was all about making my n8n workflow resilient instead of fragile. While working on my Upwork job scraping automation, I ran into a recurring issue: some nodes (especially database lookups) were returning empty outputs, and n8n would either sto...

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SAsuraksha ajithsuraksha-ajit.hashnode.devJan 21 · 2 min read

Day 16 – Building an Upwork Jobs Pipeline (Reality Check Included)

Today was all about turning raw Upwork job data into a reliable, deduplicated pipeline using n8n and Supabase. It looked simple on paper, but it came with a few important lessons. What I worked on Collected Upwork job data in JSON format with fields...

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SAsuraksha ajithsuraksha-ajit.hashnode.devJan 20 · 2 min read

Day 15 – Debugging n8n + Supabase Deduplication the Hard Way

Today I went deep into debugging a real-world automation issue while building my Upwork job alert system using n8n, RapidAPI, Supabase, and Telegram The problem I faced I wanted to store Upwork job IDs in Supabase and send Telegram alerts only for ne...

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suraksha ajith

About

Available for

suraksha ajith's blogs

Recently published

Day 20 – Added AI Agent to Auto-Write Proposals & Store Them in Supabase

Day 18–19 – Building a Lead Generation Video & a Google Maps Email Scraper with n8n

Day 17 – Handling Empty Outputs, Conditional Logic & Telegram Alerts in n8n

Day 16 – Building an Upwork Jobs Pipeline (Reality Check Included)

Day 15 – Debugging n8n + Supabase Deduplication the Hard Way

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suraksha ajith

About

Available for

suraksha ajith's blogs

Recently published

Day 20 – Added AI Agent to Auto-Write Proposals & Store Them in Supabase

Day 18–19 – Building a Lead Generation Video & a Google Maps Email Scraper with n8n

Day 17 – Handling Empty Outputs, Conditional Logic & Telegram Alerts in n8n

Day 16 – Building an Upwork Jobs Pipeline (Reality Check Included)

Day 15 – Debugging n8n + Supabase Deduplication the Hard Way