Coding Resources

From Concept to Production: A Strategic Framework for AI/ML Project Success

AI fails when treated like software. AI succeeds when built with a framework designed for uncertainty, data drift, and decision risk.

April 3, 2026

by Rashmi Sehgal

· 1,685 Views · 1 Like

AI-Generated DataWeave in MuleSoft: Production Failure Modes and How to Make It Safe

AI can draft DataWeave code, but without guardrails, it fails in real production conditions. Defensive coding, contracts, and tests are mandatory.

April 3, 2026

by Manjeera Chanda

· 1,027 Views · 1 Like

AWS Migration Tools Compared: DMS vs SMS vs CloudEndure

This article compares AWS DMS, SMS, and CloudEndure, explaining their differences and helping teams select the most suitable AWS migration tool.

April 2, 2026

by Ankush Madaan

· 1,695 Views

Mastering Azure Kubernetes Service: The Ultimate Guide to Scaling, Security, and Cost Optimization

Learn to optimize AKS with automated scaling, robust security policies, and cost-saving techniques for high-performance cloud clusters.

April 2, 2026

by Jubin Abhishek Soni

CORE

· 2,091 Views · 1 Like

End-to-End Streaming Optimization: Kafka to Delta With Exactly-Once Guarantees

Kafka feeds the stream, Spark tracks progress via checkpoints, and Delta's transaction log ensures every event lands exactly once, even across failures and restarts.

April 1, 2026

by Seshendranath Balla Venkata

· 1,910 Views · 2 Likes

SELECT AI Query Integration Using Oracle Autonomous Database 26AI and OpenAI

A custom framework testing Oracle 26ai’s ability to convert natural language into SQL using the 22 TPC-H benchmark. With no prompt engineering, it achieves high accuracy.

April 1, 2026

by Sanjay Mishra

· 2,205 Views

DocumentDB on Kubernetes

Securely connect to a MongoDB DocumentDB replica set in Kubernetes using mongosh with credentials retrieved dynamically from Kubernetes secrets for direct access.

April 1, 2026

by Abhishek Gupta

CORE

· 2,058 Views

Kubernetes Autoscaling: What Breaks Under Real Traffic

Under real production traffic, Kubernetes autoscaling can struggle with delayed metrics, startup latency, and downstream pressure.

March 31, 2026

by Ankush Madaan

· 1,823 Views · 1 Like

Designing Production-Grade AI Tools: Why Architecture Matters More Than Models

Many AI tools fail in production not because of model quality, but due to architectural decisions around retries, cost control, observability, and multi-tenant safety.

March 31, 2026

by Aditya Gupta

· 1,418 Views · 1 Like

Memory Optimization and Utilization in Java 25 LTS: Practical Best Practices

Memory optimization in the latest Java is more about controlling allocation, choosing the right GC, and measuring real behavior under load.

March 31, 2026

by Muhammed Harris Kodavath

· 1,983 Views · 4 Likes

Building a Deterministic Event Correlation Engine in Go for High-Volume Alert Systems

Design a deterministic event correlation engine so the same alerts always produce the same incidents, no matter arrival order or runtime.

March 31, 2026

by Akshay Pratinav

· 978 Views · 1 Like

Queues Don't Absorb Load — They Delay Bankruptcy

Queues hide overload. Without back-pressure, limits, and scaling, lag just grows until failure. Bound queues, alert on lag, fail fast, and plan capacity.

March 30, 2026

by David Iyanu Jonathan

· 1,449 Views · 2 Likes

Scaling Kafka Consumers: Proxy vs. Client Library for High-Throughput Architectures

Scaling Apache Kafka consumption requires new patterns; proxy layers and client libraries offer practical solutions for high-throughput.

March 30, 2026

by Kai Wähner

CORE

· 1,139 Views · 2 Likes

The "Bus Factor" Risk in MongoDB, MariaDB, Redis, MySQL, PostgreSQL, and SQLite

Ever wonder what would happen to an open source database project in case its main developers “get hit by a bus?" That’s what the “bus factor” measures.

March 30, 2026

by Alejandro Duarte

CORE

· 2,023 Views · 2 Likes

Data-Driven API Testing in Java With REST Assured and TestNG: Part 5

Learn how to perform data-driven API automation testing with REST Assured using Excel Files and TestNG's @DataProvider annotation.

March 30, 2026

by Faisal Khatri

CORE

· 1,100 Views · 1 Like

Migrating Legacy Microservices to Modern Java and TypeScript

Incremental strangler fig migration — containerize first, route traffic gradually, and validate with shadow mode testing.

March 30, 2026

by Venkata Sandeep Dhullipalla

· 1,967 Views

Deploying Java applications on Arm64 with Kubernetes

Tuning Java on Kubernetes (Arm64): align CPU/memory limits with JVM, use container-aware settings, optimize placement, and leverage OS tuning for better performance.

March 30, 2026

by Dave Neary

· 1,614 Views · 1 Like

Azure Cosmos DB Playground: Learn and Experiment With Queries in Your Browser

Interactive, browser-based Azure Cosmos DB playground to learn, prototype, and test SQL queries instantly — no setup, installation, or cloud costs required.

March 30, 2026

by Abhishek Gupta

CORE

· 798 Views

Scaling AI Workloads in Java Without Breaking Your APIs

Learn how to scale AI inference workloads in Java using async and event-driven patterns, maintaining stable APIs while improving performance and resilience.

March 27, 2026

by Ramya vani Rayala

· 3,238 Views · 3 Likes

From Stream to Strategy: How TOON Enhances Real-Time Kafka Processing for AI

The TOON data format specifically targets the propagation of structured, validated, and semantically consistent data, thereby reducing ambiguity in real time.

March 27, 2026

by Gautam Goswami

CORE

· 1,382 Views

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