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Insights

What we're building and thinking about

Engineering notes and product updates. Long-form writing lives on Medium and syncs here automatically.

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08 Apr 2026

Real-Time Data Processing with Kafka Streams and Spring Boot

From Events to Insights: Building Scalable, Stateful Stream Processing Pipelines with Kafka Streams and Spring Boot Continue reading on Dev Genius »…

21 Mar 2026

The Database “Cheat Code” You’re Probably Missing: Covering Indexes

A simple optimization technique that delivers massive real-world gains. Continue reading on Dev Genius »…

10 Mar 2026

A Beginner’s Guide to GraphQL with Spring Boot

Learn how to build your first GraphQL API with Spring Boot and request exactly the data your frontend needs. Continue reading on Medium »…

11 Feb 2026

Securing File Uploads: A Comprehensive Guide for Developers

Continue reading on Dev Genius »…

13 Jan 2026

The New Standard: Why RestClient is the “Final” Form of Synchronous HTTP

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10 Jan 2026

The N+1 Delete Problem in Spring Data JPA: Understanding the Hidden Costs

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01 Jan 2026

The Silent Threat: Why Transaction Rollback Failures Could Be Your Next Big Headache!

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07 Dec 2025

The Day a Simple SELECT Took Down My Database — Understanding Bloat the Hard Way

The Hidden Dangers of Skewed Data and Outdated Statistics in Query Planning Continue reading on Dev Genius »…

23 Nov 2025

My SQL Was Fast… Until It Wasn’t: The Subtle JOIN Mistake That Made PostgreSQL 7,000% Slower (and…

A real-world debugging story about OR conditions in joins, hidden sequential scans, and the indexing strategy that finally made PostgreSQL… Continue reading on Dev Genius »…

15 Oct 2025

The One JPA Annotation That Changed How I Write Repositories Forever

I used to write multiple repository methods for the same entity — until I learned about one magical annotation that changed everything. Continue reading on De…

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Changelog

A running log of what we ship and where our work is heading.

  1. 2026-06

    ContextVerse enters private beta

    Our AI requirements-intelligence product opens to a first set of consulting and ERP-implementation teams.

  2. 2026-05

    Everest Systems (Canada) engagement expands

    Extended our cross-border DevOps and software-development consultancy for our North American client.

  3. 2026-03

    SegmentPro billing goes live

    Subscription billing and usage quotas shipped for our computer-vision SaaS.

  4. 2026-01

    Clapcle ERP architecture milestone

    Consultancy engagement reaches a clean 9-service Spring Cloud foundation with a dynamic form designer.