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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suraksha-ajit.hashnode.dev

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 ...

Feb 61 min read

suraksha-ajit.hashnode.dev

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...

Jan 243 min read

suraksha-ajit.hashnode.dev

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...

Jan 222 min read

suraksha-ajit.hashnode.dev

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...

Jan 212 min read

suraksha-ajit.hashnode.dev

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...

Jan 202 min read

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