---
title: "Discussion on \"How I Built AgriIntel Real Time Agricultural Data Pipeline. Architecture and Lessons\" | Hashnode"
description: "Discussion on \"How I Built AgriIntel Real Time Agricultural Data Pipeline. Architecture and Lessons\". Building a pipeline that ingests sensor data from more than 1.2 million acres, combines satellite imagery, weather feeds, and commodity markets, and produces agronomic recommendations in near real time. This is the architecture."
url: "https://hashnode.com/posts/how-i-built-agriintel-real-time-agricultural-data-pipeline-architecture-and-lessons/69d13c9bdcf6dc85150489e2"
---

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# [How I Built AgriIntel Real Time Agricultural Data Pipeline. Architecture and Lessons](https://tilakrajai.hashnode.dev/how-i-built-agriintel-real-time-agricultural-data-pipeline-architecture-and-lessons?utm_source=hashnode&utm_medium=feed)

Building a pipeline that ingests sensor data from more than 1.2 million acres, combines satellite imagery, weather feeds, and commodity markets, and produces agronomic recommendations in near real time. This is the architecture.

Apr 4 · 3 min read · tilakrajai.hashnode.dev  
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## Written by

[Tilak Raj](https://hashnode.com/@tilakraj)

@tilakraj · Vancouver, Canada

  
[View profile](https://hashnode.com/@tilakraj)

Founder and CEO of Brainfy AI, writing about AI products, SaaS architecture, and startup execution.

Founder and CEO of Brainfy AI Inc in Canada. AI product leader and full stack engineer with 13 plus years experience building SaaS platforms. Building RealtorDesk AI, Canada Compliance AI, Indigenous Rising AI, AgriIntel, CovioIQ, and PetVitale. Focus on AI automation, LLM systems, RAG architecture, and enterprise workflows. Writing about AI products, startup execution, SaaS architecture, and real lessons from building production AI systems. Edmonton, Canada.

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