Testing, Deployment, and Maintenance Resources

LLMOps Under the Hood: Docker Practices for Large Language Model Deployment

LLMs need GPUs, libraries, and stable setups, which makes them hard to run. Docker simplifies this by packaging everything into portable containers.

November 26, 2025

by Pragya Keshap

· 3,646 Views

Vector Databases in Action: Building a RAG Pipeline for Code Search and Documentation

Build a semantic code search that understands meaning, not keywords, with AST parsing, embeddings, hybrid search, and LLM-powered documentation generation.

November 25, 2025

by Dinesh Elumalai

CORE

· 6,125 Views · 1 Like

Integrating Lakeflow Connect With PostgreSQL: A Developer’s Complete Hands-On Guide From the Field

Traditional ingestion required custom ETL jobs that were costly to scale and maintain for PostgreSQL. To eliminate that overhead, I wired Lakeflow Connect for PostgreSQL.

November 25, 2025

by Jyoti Kunal Shah

· 8,536 Views

How to Test POST Requests With REST Assured Java for API Testing: Part I

Test POST requests with REST Assured for API testing with this step-by-step guide for software test automation engineers, designed to build reliable API tests.

November 25, 2025

by Faisal Khatri

CORE

· 4,552 Views

Dark Deployments and Feature Flags: 2025's DevOps Superpower

The successful DevOps team's secret? Dark deployments and feature flags, two deceptively simple concepts that have quietly revolutionized how smart teams ship software.

November 25, 2025

by Gideon Ali

· 1,702 Views · 2 Likes

Effective Strategies for AWS Cost Optimization

Proven tips and techniques for optimizing AWS costs, including monitoring usage, setting budgets, and leveraging cost-effective services

November 25, 2025

by Prabhakar Mishra

· 2,542 Views · 1 Like

Software Testing in the AI Era - Evolving Beyond the Pyramid

Rethinking the canonical three-tiered software testing pyramid and software quality assurance strategies in the decade of AI

November 21, 2025

by Surbhi Madan

· 2,223 Views · 3 Likes

How I Cut Kubernetes Debugging Time by 80% With One Bash Script

Built a bash script that analyzes Kubernetes clusters in 60 seconds, generating HTML/JSON/Markdown reports. Saved 70 minutes daily across 8 clusters.

November 20, 2025

by Shamsher Khan

CORE

· 5,499 Views · 4 Likes

Kubernetes CSI Drivers

What does a storage standard specification look like? Why do we need it, and which problem does it solve? How does it work in practice, and what impact can it have?

November 20, 2025

by Ramesh Sinha

· 3,163 Views · 2 Likes

Good CI Is the Key to a Great Developer Onboarding Experience

When a developer starts working on a product, a good continuous integration setup can go a long way in making them comfortable in the new assignment.

November 19, 2025

by Shibashis Mishra

· 3,504 Views · 2 Likes

DPDK Cryptography Build and Tuning Guide

This is a guide to building and tuning DPDK with ARMv8, OpenSSL, and IPSec crypto libraries on Ampere processors for optimal packet-processing performance.

November 19, 2025

by David Zeng

· 1,751 Views · 1 Like

Creating an End-to-End ML Pipeline With Databricks and MLflow

This tutorial shows how to build a complete ML pipeline on Databricks using Delta Lake for data management and MLflow for model tracking, registration, and deployment.

November 19, 2025

by harshraj bhoite

· 3,195 Views · 1 Like

Faster Build & Test Loops, Better DevX

Developers rerun builds and tests frequently before opening a PR, so tests should be optimized and run intelligently to save time.

November 19, 2025

by Shibashis Mishra

· 1,345 Views · 2 Likes

Embedding Ethics Into Multi-AI Agentic Self-Healing Data Pipelines

With this article, understand how to include ethical practices while developing a multi-agent generative AI framework for self-healing data pipelines.

November 18, 2025

by Naveen Kolli

· 2,239 Views · 1 Like

NVIDIA GPU Operator Explained: Simplifying GPU Workloads on Kubernetes

Learn how NVIDIA GPU Operator simplifies GPU management in Kubernetes. Explore features, setup steps, and best practices for AI/ML workloads.

November 18, 2025

by Sagar Parmar

· 3,275 Views · 1 Like

Building a Containerized Quarkus API on AWS ECS/Fargate With CDK

Build production-ready Quarkus API on AWS ECS with CDK Infrastructure as Code. Includes database integration, caching, and comprehensive testing.

November 18, 2025

by Nicolas Duminil

CORE

· 4,916 Views

From Data Lakes to Intelligence Lakes: Augmenting Apache Iceberg With Generative AI Metadata on AWS

Build an AI-augmented data lake using Iceberg, Glue, and Bedrock to turn static metadata into searchable intelligence with semantic tags and AI summaries.

November 17, 2025

by Vivek Venkatesan

· 5,526 Views · 1 Like

Kubernetes CNI Drivers

Learn how Kubernetes assigns pod IPs using CNI. This guide breaks down how container networking works and walks through building a simple custom CNI plugin.

November 17, 2025

by Ramesh Sinha

· 2,741 Views · 2 Likes

How Agentic AI Enhances API Testing

Agentic AI addresses API testing issues through test creation and maintenance, intelligent test coverage, and more. Here's how to prepare development workflows for AI.

November 17, 2025

by Zac Amos

· 3,067 Views · 3 Likes

Beyond Outages: Building True Resilience After the AWS Outage

True resilience means multi-cloud architecture, spreading critical workloads across AWS, Azure, or GCP with shared data, global load balancing, and unified monitoring.

November 17, 2025

by Jas Tandon

· 2,614 Views · 4 Likes

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