Feb 17 · 1 min read · Data Mining Projects play a crucial role in helping engineering students understand how large volumes of data can be transformed into meaningful insights. In today’s data-driven world, industries depend on advanced analytics to discover hidden patter...
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Dec 19, 2025 · 3 min read · 📜 What Is Real-Time Analytics? Traditional data pipelines operate in batch mode — data is collected, processed, and analysed hours or days later.Real-time analytics changes this model by processing data as it is generated, enabling instant insights ...
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Dec 4, 2025 · 4 min read · 1. Explain Snowflake Architecture? Snowflake uses a fully decoupled architecture consisting of three independent layers: Storage, Compute, and Cloud Services. The Storage layer holds all data in compressed, columnar structures, internally broken into...
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Nov 28, 2025 · 4 min read · Most of the earlier phases of this project were focused on the backend: capturing CNC signals, cleaning them, validating them, and turning them into reliable data. But none of that truly matters unless the information becomes visible, usable, and act...
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Nov 27, 2025 · 2 min read · One of the biggest insights I’ve gained while developing my CNC Data Monitoring & OEE Tracking System is that real-time automation isn’t just about reading machine data — it’s about understanding it. Hashnode readers know this well:Data without intel...
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Nov 25, 2025 · 6 min read · Modern factories are moving toward automated, data-driven workflows but most SMEs still struggle with real-time CNC monitoring.To fix this, I built a complete pipeline: CNC → PLC → Modbus → Node-RED → n8n → Express.js → MongoDB → React Dashboard This...
Join discussionNov 23, 2025 · 3 min read · Most CNC systems generate valuable operational signals, but accessing them reliably and converting them into real-time insights requires a structured automation pipeline. In this blog, I’m breaking down the exact architecture I built to automate CNC ...
Join discussionFeb 8, 2025 · 5 min read · Project: Slowly Changing Dimensions in Snowflake Using Streams and Tasks Introduction This project implements a real-time data pipeline for continuous data ingestion and transformation into a Snowflake data warehouse. It leverages various cloud techn...
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