Coding Resources

Stop Hardcoding Database Checks: Building a Metadata-Driven Data Quality Framework

Decouple validation from code. Learn how to build a dynamic, metadata-driven data quality framework using Databricks, Snowflake, and Python.

September 1, 2026

by Kshitish Nath

· 1,763 Views

How I Built a SQL Diagnostic Tool That Works Without Touching Your Database

Learn how I built an open-source SQL query analyzer that generates dialect-correct index recommendations across multiple dialects.

August 31, 2026

by Sudhakararao Sajja

· 1,777 Views

Inside terraform-provider-archive: A Memory Pattern From 2016 That Scales With Your Lambdas

archive_file buffers whole files in memory. Enough lambdas and terraform apply OOM-kills your CI runner. The fix is ten lines of Go.

August 31, 2026

by Oleg Mamiev

· 1,514 Views · 1 Like

Pragmatic Premature Optimization

Learn simple Java performance tips for strings, collections, enums, and initialization that make code faster without sacrificing readability.

August 28, 2026

by Alexander Radzin

· 2,799 Views · 3 Likes

Deliberate Decoupling: 6 Architectural Patterns From a Regulated WAS-to-AWS Migration

Six risk-driven patterns from a Fortune 50 insurer's first WebSphere-to-AWS migration — and why decoupling decided the outcome.

August 28, 2026

by Alka Nimje

· 2,388 Views · 3 Likes

Member Spotlight: Shamsher Khan

We caught up with Shamser to talk about golden prompts, AI-assisted engineering, and how teams can build more consistent and governed AI workflows.

August 28, 2026

by Dominique Roller

· 2,604 Views · 2 Likes

Running Sentiment Analysis Inside Neo4j With a Java Plugin

A Java UDF that runs sentiment analysis directly inside the Neo4j database engine — no external APIs, no application-layer round-trips, callable from any Cypher query.

August 27, 2026

by Akmal Chaudhri

CORE

· 2,512 Views · 2 Likes

Part 1: Building Governed MCP Tool Services With Quarkus LangChain4j and Goose

Build governed, cloud-native Java MCP tool services for Goose agents using Quarkus LangChain4j, Java 25, and Jakarta Bean Validation.

August 26, 2026

by Daniel Oh

CORE

· 2,806 Views · 3 Likes

Pure Headless vs Hybrid Headless CMS: A Practical Decision Framework

Pure headless favors developer control; hybrid headless gives editors more flexibility. The right choice depends on how much content work requires engineering.

August 26, 2026

by Alex Vakulov

CORE

· 2,656 Views · 1 Like

Working With Spreadsheets in Java: A Practical Overview

Working with Excel in Java isn’t just about reading and writing cells. Here’s how to choose the right tool for your use case.

August 26, 2026

by Hawk Chen

CORE

· 2,633 Views · 2 Likes

Understanding RabbitMQ Exchange Types in Spring Boot

This blog delves into various RabbitMQ exchange types used within a Spring Boot application, highlighting examples and configurations.

August 26, 2026

by Gunter Rotsaert

CORE

· 2,245 Views · 2 Likes

Containerizing Spark and Lakehouse Development with Docker

Use Docker to create a local lakehouse environment that mirrors production, while improving data engineering workflows, Spark testing, and CI reliability.

August 25, 2026

by Aniket Abhishek Soni

· 2,194 Views · 2 Likes

Designing Rayfall: One Expression Language for a Columnar Database

How scalar evaluation, vector operations, lambdas, and relational queries can share one language without hiding expressions from the optimizer.

August 25, 2026

by Anton Kundenko

· 2,663 Views · 3 Likes

The Code-Volume Delusion: Rethinking Engineering Velocity in the AI Era

AI is shifting the engineering bottleneck downstream, requiring leaders to prioritize PR cycle times, CI/CD stability, and architectural health.

August 25, 2026

by Rupesh Dabbir

· 2,565 Views · 1 Like

Demystifying Thread Hopping With Swift 6.2

Swift 6.2 fixes unexpected thread hopping in async code with Approachable Concurrency. This article explains the new execution model.

August 25, 2026

by Nikita Vasilev

· 1,137 Views · 1 Like

Multi-Account AWS Architecture: Isolating PHI Workloads Without Slowing Down Engineering Teams

Multi-account AWS architecture enforces PHI workload isolation at the boundary level — making access control provable rather than arguable during security reviews.

August 24, 2026

by Garik H

· 1,937 Views

Text Analysis Without a Backend: Replacing an LLM Call With Intl.Segmenter and 60 Lines of JavaScript

Build deterministic browser-based text tools instead of LLM APIs to reduce cost, latency, privacy risks, and nondeterministic results.

August 24, 2026

by Kevin Brown

· 2,068 Views

Ground Truth for AI-Written Code: Why Context Matters More Than Prompts

AI coding assistants become significantly more powerful when they understand Git history, project architecture, and shared engineering context.

August 24, 2026

by Troian Serhii

· 1,889 Views · 2 Likes

Cutting AI Token Costs With MgntUtils Stack Trace Filtering

Learn how AI can reduce log volume and token costs by compressing stack traces while preserving the details needed for effective debugging and analysis.

August 24, 2026

by Michael Gantman

· 1,475 Views · 1 Like

A Practical Guide to Using Java Virtual Threads With JMS Listeners

Build scalable Spring JMS listeners with Java virtual threads, focusing on concurrency, transactions, idempotency, and safe blocking workloads.

August 21, 2026

by Krishna Kandi

· 1,960 Views · 3 Likes

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