Medallion Architecture: Why Everyone Uses It — But Few Use It CorrectlyMedallion Architecture has become the default blueprint for modern data platforms. Fabric promotes it.Databricks popularised it.Snowflake teams replicate it. But somewhere along the way, the clarity of the model started fading. Bronze, Silver, Gold b...2 min read·deforeveryone.hashnode.devFeb 11
Why Data Duplication Is the Biggest Hidden Cost in AnalyticsModern data platforms are more powerful than ever.But behind that power lies a quiet architectural issue: Data duplication. It rarely appears in dashboards.It rarely shows up in strategy discussions.Yet it significantly impacts cost, performance, and...3 min read·dataduplucationahiddencost.hashnode.devFeb 11
The Evolution of Data Platforms: How Complexity Crept InModern data platforms promise scale, speed, and flexibility — yet they often feel overly complex.Data lakes, warehouses, pipelines, BI layers, governance tools — instead of simplifying analytics, many platforms seem to add more moving parts. This com...3 min read·maanvi21.hashnode.devFeb 8
Deployment Pipelines in Microsoft Fabric: A Complete GuideIntroduction Modern data platforms demand fast, reliable, and governed deployments. With Microsoft Fabric emerging as an end-to-end analytics platform, Microsoft introduced Deployment Pipelines to simplify how data solutions move across environments....6 min read·deployment-pipelines-in-microsoft-fabric.hashnode.devDec 14, 2025
A Beginner’s Guide to Pydantic: Simple Steps for Data ValidationAre you tired of writing repetitive code to validate user inputs? Do you want to ensure your Python objects have the correct data types and values effortlessly? If so, Pydantic might be the library you've been searching for. What is Pydantic? Pydanti...3 min read·maanvi21.hashnode.devFeb 17, 2025