After two decades of architecting data systems across financial services, healthcare, and e-commerce, I’ve witnessed the evolution from batch-only processing to today’s sophisticated real-time architectures. The shift isn’t just about speed—it’s about fundamentally changing how organizations make decisions and respond to events. This article shares battle-tested insights on building production-grade real-time data processing systems in… Continue reading
Category: Realtime Analytics
Natural Language Processing for Data Analytics: Trends and Applications
After two decades of building data systems, I’ve watched Natural Language Processing evolve from a research curiosity into an indispensable tool for extracting value from the vast ocean of unstructured text that enterprises generate daily. The convergence of transformer architectures, cloud-scale computing, and mature NLP libraries has fundamentally changed how we approach data analytics, enabling… Continue reading
The Intersection of Data Analytics and IoT: Real-Time Decision Making
The Data Deluge at the Edge After two decades of building data systems, I’ve watched the IoT revolution transform from a buzzword into the backbone of modern enterprise operations. The convergence of connected devices and real-time analytics has created opportunities that seemed impossible just a few years ago. But it has also introduced architectural challenges… Continue reading
Generative AI in Healthcare: Revolutionizing Patient Care
The first time I witnessed a generative AI system accurately synthesize a patient’s complex medical history into actionable clinical insights, I understood we were entering a new era of healthcare delivery. After two decades of architecting enterprise systems across industries, I can say that healthcare presents both the greatest challenges and the most profound opportunities… Continue reading
Azure Cosmos DB – TTL (Time to Live) – Reference Usecase
TTL capability within Azure Cosmos DB is a live saver, as it would take necessary steps to purge redudent data based on the configurations you may. Let us think in terms of an Industrial IoT scenario, devices can produce vast amounts of telemetry information, logs and user session information that is only useful until we… Continue reading
Big Data & Front End Development track in the Microsoft Professional Program
Earlier I introduced you the Microsoft Professional Program for Data Science. Right after few days Microsoft announced the BETA availability of two more tracks Big Data and Front End Development. Big Data Track: This Microsoft program will help you to learn necessary skills from cloud storage and databases to Hadoop, Spark, and managed data services… Continue reading
Introduction to Data Science
We all have been hearing the term Data Science and Data Scientist occupation become more popular these days. I thought of sharing some light into this specific area of science, that may seem interesting for rightly skilled readers of my blog. Data Science is one of the hottest topics on the Computer and Internet nowadays.… Continue reading
Microsoft Azure IoT Suite–Provisioned solutions for Faster Time to Market IoT enabled solutions
Microsoft Azure IoT Suite Provisioned solutions will help you create your own fully integrated solutions tailored for your specific needs in the following 3 sections. Using these ready to consume solutions will accelerate your time to market IoT(Internet of Things) requirements. Remote Monitoring – Connect and monitor your devices to analyze untapped data and improve… Continue reading