// 01 — Insights & Resources

Data engineering blog

Expert insights on data migration, cloud adoption, and modern data engineering practices from our team of specialists.

// 02 — Browse

Why Legacy Migration Matters in 2026

Discover why businesses are accelerating their legacy system modernization and the risks of waiting too long to migrate.

Gupta Technologies Team

4/1/2026

1 min read

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Platform Comparison

Azure vs Databricks: Choosing the Right Platform

A comprehensive comparison of Azure and Databricks for data engineering, helping you make the right choice for your organization.

Gupta Technologies Team

1 min read

AI Readiness

Why Do AI Projects Fail on Data Quality?

Most AI initiatives don't fail on the model — they fail on the data feeding it. Here's what actually breaks, and the engineering fixes for each.

Gupta Technologies Team

3 min read

Architecture

Legacy Data Warehouse to Lakehouse Migration: What Actually Changes

Moving from a traditional data warehouse to a lakehouse isn't a lift-and-shift. Here's what changes architecturally, and how to sequence the migration without downtime.

Gupta Technologies Team

3 min read

AI Readiness

Do You Need a Data Warehouse Before AI?

Not always — but you need something equivalent: a governed, queryable, trustworthy layer between raw source systems and anything AI touches. Here's how to tell if you already have it.

Gupta Technologies Team

2 min read

Platform Comparison

Microsoft Fabric or Databricks for a Mid-Market Data Platform?

Our default for mid-market is Microsoft Fabric — mainly because the capacity is often already paid for inside an existing E5/F5 license. Here's when that default holds and when it doesn't.

Gupta Technologies Team

2 min read

Developer Tools

How to Scaffold a Next.js 16 App with gstack

gstack scaffolds a typesafe Next.js app in one command. This guide walks through installing the CLI, picking your stack and getting to a running, tested app.

Gupta Technologies Team

2 min read

Developer Tools

Getting Started with ruprizzle: A Schema-First Rust ORM

ruprizzle is a schema-first ORM for Rust. This guide covers installing the CLI, writing your first schema and generating a typed client and migration.

Gupta Technologies Team

2 min read

// 03 — Stay Updated

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