The DISTKEY That Was Right, and Still Wrong
A Redshift Investigation That Traced the Real Root Cause Across Five Layers
Last updated 8 Aug, 2026
The Post-Acquisition Assumption Gap
Why a single Product Master change exposed the hidden assumptions behind CDC, SCD, intent capture, and enterprise governance.
Last updated 18 July, 2026
When Data Becomes the Bottleneck: Unmasking the Real Culprit Behind SLT Misses
We kept blaming the data. Turns out, the data was innocent.
Last updated 13 May, 2026
Aniruddha Writes
Enterprise Data Engineering • AI • Cloud Architecture
Microsoft Fabric | Databricks | Azure | AWS
Architecting Scalable Data Platforms
Topics & Focus Areas
Articles and architecture notes covering enterprise engineering and cloud data platforms:
The DISTKEY That Was Right, and Still Wrong
A Redshift Investigation That Traced the Real Root Cause Across Five Layers
The Post-Acquisition Assumption Gap
Why a single Product Master change exposed the hidden assumptions behind CDC, SCD, intent capture, and enterprise governance.
When Data Becomes the Bottleneck: Unmasking the Real Culprit Behind SLT Misses
We kept blaming the data. Turns out, the data was innocent.
Idea behind JAMstack, markdown and a Drupal module
We are speaking about JAMstack nowadays. Possibly thinking day and night, how to make our CMS headless.
Idea on JAMstack, Markdown and a Drupal module, part 3 — Microservices and why it’s essential
Microservices are the most important part of JAMstack, the A stands for API, is the only feature with which a static site can keep it’s fast, secure, robust ness, having a dynamic behavior.
Digital world and Marketing vs Social Media Posting - an elaborate architecture discussion
I was discussing with some of my friends, working in current digital world, working best for their clients. They use to do many implementation techniques which effectively grows CLIENT's business.
PHP standard metrics development and PHPMetrics
PHPMetrics provides tons of metrics, Complexity: Cyclomatic complexity, Myer's interval, Relative system complexity, Volume: Vocabulary, Data complexity, Lines of code, Readability..., Object Oriented: Lack of cohesion of methods, Coupling, Abstraction..., Maintainability: Maintainability index, Halstead's metrics, Effort..., And many more ! An excerpt
How to add successive crons via puppet
Puppet is most popular manifest for Infrastrure Automation. I described a very popular issue, that faced, and how it resolved.
Upgrade your Symfony project from 2.x to 3.4
Upgrade your Symfony project from 2.x to 3.4
Composer and dependency injection
We are working with composer almost from the same time, when Symfony 2 released. Though this package manager evolves with its own signature describing the very popular Design Pattern "Dependency Injection". Today most of the PHP frameworks uses it. Let me explain some interesting facts about composer.
SimpleSAML Installation in Windows Apache
Setting up SimpleSAMLphp in windows Apache/Xampp kills my one day once ago. With a very limited documentation, what I able to achieve, I explained in this post. Let me know if you liked/disliked it.