1. Executive Summary & Problem Statement:-Financial institutions face severe operational bottlenecks when detecting coordinated money mule rings and rapid-drain fraud schemes. Fraud syndicates exploit real-time payment rails (such as UPI and IMPS) by...
Hi Databricks Community,I wanted to share a project I've been building over the past few months using Databricks on Azure , a production Lakehouse pipeline for retail pricing analytics.What it doesIngests ~21,000 products daily across 16 categories f...
For years, enterprise data architecture has followed a familiar pattern.An application writes customer orders, account updates, inventory changes, or transactions into an operational database.Then data engineering takes over.We capture changes throug...
Apache Hudi and Delta Lake are built for different workloads. Hudi is optimised for high-frequency writes; Delta Lake is built for fast, reliable reads. Using one format across the entire data platform forces an unnecessary trade-off high ingestion c...
As organizations increasingly migrate from legacy platforms—like on-prem SQL Server, Oracle Exadata, Teradata, Informatica, Cloudera, or Netezza—to modern cloud architectures, one critical question often arises:"Are we just lifting and shifting the s...
Great article @hozefa413 , It shows all your expertise and delivery excellence
