Testing, Deployment, and Maintenance Resources

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

· 3,032 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

· 3,271 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

· 1,714 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

· 2,919 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

· 1,295 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

· 2,180 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

· 3,207 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

· 4,761 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

· 5,416 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

· 2,650 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

· 2,938 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

· 2,530 Views · 4 Likes

Integrating AWS With Okta for Just-in-Time (JIT) Access: A Practical Guide From the Field

Static IAM users, login roles were killing our security posture and slowing everyone down. So we wired Okta and AWS with SAML and Okta Workflows for JIT access.

November 17, 2025

by Sanjay Kurra

· 4,315 Views · 3 Likes

From Agent AI to Agentic AI: Building Self-Healing Kubernetes Clusters That Learn

Evolving from reactive Agent AI to autonomous Agentic AI: a self-healing Kubernetes system that learns from fixes and applies patterns automatically.

November 17, 2025

by Shamsher Khan

CORE

· 3,108 Views · 1 Like

5 Agent CI/CD Evaluation Best Practices

5 lessons for AI agent evaluations we've learned the hard way: utilizing soft failures, automatic retries, explanations, avoiding flaky tests, and localized triggers.

November 14, 2025

by Lior Gavish

· 1,571 Views · 1 Like

Data Ingestion Using Logstash: PostgreSQL to Elasticsearch

Learn how to use Logstash to ingest, transform, and send data to Elasticsearch, including incremental pipelines, filters, and best practices.

November 14, 2025

by Mangesh Walimbe

· 7,917 Views · 2 Likes

Proactive vs Reactive: Rethinking Your AWS Monitoring Approach

Dynamic AWS environments require both reactive and proactive monitoring approaches for secure and reliable operations. Learn about their differences and best practices.

November 14, 2025

by Igboanugo David Ugochukwu

CORE

· 2,942 Views · 1 Like

AI SDLC Transformation, Part 1: Where to Start?

Learn how to successfully adopt AI in software delivery by measuring transformation, starting small, and creating AI-ready processes and teams.

November 13, 2025

by Orkhan Gasimov

· 3,539 Views · 3 Likes

When Memory Overflows: Too Many ApplicationContexts in Spring Integration Tests

Spring Boot makes integration testing incredibly convenient: you have the entire application up and running in your test. But sometimes you can see memory usage spikes.

November 13, 2025

by Constantin Kwiatkowski

· 4,231 Views · 7 Likes

How to Simply Manage Releases With Git

A straightforward recipe that helps understand the basic concepts of releasing projects with Git and maintaining the process.

November 13, 2025

by Horatiu Dan

CORE

· 2,320 Views · 9 Likes

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