Coding Resources

A Practical Guide to Modernizing Data Serving Architectures Using DBSQL

Learn how we replaced our traditional RDS serving layer with direct lakehouse querying to improve performance, reduce cost, and achieve real-time data freshness.

November 6, 2025

by PRAVEEN DOOTAGANI

· 2,689 Views

The JVM Pause That Wasn't: A War Story

A high-throughput Java service was stalling. The culprit? Stop-the-World GC pauses were blocked by synchronous log writes to a busy disk.

November 6, 2025

by Nataraj Mocherla

· 3,608 Views · 11 Likes

JPlus: A Modern Java Superset Language

JPlus is a modern Java superset that introduces null-safety and boilerplate code-generation syntax while preserving Java compatibility.

November 5, 2025

by Cheol Jeon

· 3,219 Views · 2 Likes

AI Code Generation: The Productivity Paradox in Software Development

AI boosts coding speed short-term, but long-term gains need human oversight, reuse, and focus on code quality beyond cycle time.

November 5, 2025

by Ammar Husain

CORE

· 2,955 Views · 4 Likes

AI-Assisted Software Engineering With OOPS, SOLID Principles, and Documentation

Top-down defines the "what"; bottom-up builds the "how." OOP and SOLID enable flexible, reusable design. AI helps, but only with a clear structure and context.

November 5, 2025

by Narendran Solai Sridharan

· 2,883 Views · 1 Like

This Compiler Bottleneck Took 16 Hours Off Our Training Time

We shaved 16 hours off training by uncovering a hidden compiler bottleneck! Real speedups come from understanding toolchain failures, not just using more tools.

November 4, 2025

by Srinidhi Goud Myadaboyina

· 1,805 Views · 2 Likes

Top Takeaways From Devoxx Belgium 2025

In October 2025, Devoxx Belgium showcased its 22nd edition, emphasizing Java and AI advancements. Sessions covered were AI workflows, architecture decisions, and more.

November 4, 2025

by Gunter Rotsaert

CORE

· 1,592 Views · 3 Likes

Detecting Supply Chain Attacks in NPM, PyPI, and Docker: Real-World Techniques That Work

Supply chain attacks represent the modern cybersecurity nightmare — attackers compromise the dependencies you trust instead of attacking you directly.

November 3, 2025

by David Iyanu Jonathan

· 4,410 Views · 2 Likes

Building a Resilient Observability Stack in 2025: Practical Steps to Reduce Tool Sprawl With OpenTelemetry, Unified Platforms, and AI-Ready Monitoring

Learn how to cut observability tool sprawl, adopt OpenTelemetry, and build a vendor-neutral, AI-ready observability stack for reliability at scale in 2025.

November 3, 2025

by Marija Naumovska

CORE

· 2,861 Views · 1 Like

Understanding Bigfile Tablespace Defaults in Oracle Database 23ai: Impact and Benefits

Oracle Database 23ai makes bigfile tablespaces the default, simplifying storage management and boosting scalability for modern, cloud-ready databases.

November 3, 2025

by arvind toorpu

CORE

· 2,705 Views · 2 Likes

Streamlining Real-Time Ad Tech Systems: Techniques to Prevent Performance Bottlenecks

Ad tech platforms depend on microscopic efficiency. Profiling and disciplined logging collectively cut waste and latency, turning scale into sustainable profit.

October 31, 2025

by Jeet Nishit Mehta

· 1,942 Views · 1 Like

How Modern Developers Use AI-Assisted Coding to Validate Products Faster

Learn how developers use AI-assisted coding to validate products 55% faster through automated testing, rapid prototyping, and streamlined code reviews.

October 31, 2025

by Henry Ameseder

· 2,156 Views · 3 Likes

SQL Ledger in SQL Server 2022: Tamper-Evident Audit Trails and Immutable Ledger Tables

SQL Ledger in SQL Server 2022 ensures tamper-evident data integrity with blockchain-based ledger tables. Append-only tables provide immutable audit trails for compliance.

October 30, 2025

by arvind toorpu

CORE

· 3,723 Views · 1 Like

Building Reactive Microservices With Spring WebFlux on Kubernetes

Spring WebFlux on Kubernetes delivers high-throughput, low-latency I/O with fewer resources using reactive IO, Resilience4j, and metrics-based autoscaling.

October 30, 2025

by Mikhail Povolotskii

· 4,301 Views · 1 Like

ZEISS Demonstrates the Power of Scalable Workflows With Ampere® Altra® and SpinKube

ZEISS partnered with Ampere, Fermyon, and Microsoft to cut cloud costs by 60% using SpinKube and WebAssembly for scalable, on-demand workloads.

October 29, 2025

by Scott Fulton III

· 3,401 Views · 3 Likes

Make Static Sites Feel Dynamic With APIs Only (No Backend Needed)

This guide covers how the flow works, how to fetch and render data safely, and how to handle speed, SEO, and reliability.

October 29, 2025

by Jeff Tomas

· 3,092 Views · 2 Likes

A Developer's Practical Guide to Support Vector Machines (SVM) in Python

Learn how to build, tune, and evaluate high-performance SVM models in Python using Scikit-learn with best practices for scaling, pipelines, and ROC-AUC.

October 29, 2025

by Soumya Banerjee

· 2,541 Views · 2 Likes

Debugging a Spark Driver Out of Memory (OOM) Issue With Large JSON Data Processing

This article draws on real-world debugging experience and aims to provide insights into Spark's memory management challenges.

October 29, 2025

by Raju Ansari

· 2,307 Views · 2 Likes

Unlocking Scalable Data Lakes: Building With Apache Iceberg, AWS Glue, and S3

Apache Iceberg + AWS Glue + S3 bring ACID, schema evolution, and time travel to data lakes—fixing schema drift, small files, and cost sprawl at enterprise scale.

October 28, 2025

by Vivek Venkatesan

· 3,285 Views · 1 Like

Understand and Optimize AWS Aurora Global Database

The default settings in AWS Aurora Global may not work for everyone. This article explains various settings and their implications in availability and consistency.

October 28, 2025

by Subhash Kovela

· 1,786 Views · 1 Like

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