Deployment Resources

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

· 4,028 Views · 2 Likes

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

· 3,552 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

· 5,258 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

· 5,887 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

· 2,956 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

· 3,367 Views · 3 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

· 5,119 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

· 3,591 Views · 1 Like

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

· 3,482 Views · 1 Like

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

· 4,854 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

· 2,498 Views · 9 Likes

DocumentDB Goes Cloud-Native: Introducing the DocumentDB Kubernetes Operator

Deploy, manage, and scale DocumentDB on Kubernetes with the new open-source DocumentDB Operator — cloud-native, PostgreSQL-based, and MongoDB-compatible.

November 13, 2025

by Abhishek Gupta

CORE

· 3,141 Views · 2 Likes

The Terraform State Locking Migration You Need to Know About: Moving Beyond DynamoDB

What's happening: HashiCorp is deprecating DynamoDB-based state locking for Terraform's S3 backend. Native S3 locking is the new standard.

November 12, 2025

by kazeem mohammed

· 4,359 Views · 2 Likes

A Developer's Guide to Mastering Docker Networking Concepts

Learn the basics of creating Docker networks, the default network, and how to use Docker Compose to simplify the process of local development.

November 12, 2025

by Akaash Vishal Hazarika

· 3,333 Views · 5 Likes

GitLab CI/CD for Tenant-Specific ML Governance: Automating Model Registries in Databricks Unity Catalog on AWS

Automate multi-tenant ML governance in Databricks with GitLab CI/CD, ensuring secure, compliant model registration, validation, and deployment.

November 12, 2025

by Ankur Mahida

· 16,721 Views · 4 Likes

Why Agility Matters

This article discusses why agility matters and explains how to break the cycle when it doesn’t within your sphere of influence.

November 11, 2025

by Stefan Wolpers

CORE

· 3,254 Views · 3 Likes

Kubernetes Guardrail Extension: Bringing Compliance-as-Code to Your Browser

The Chrome extension validates Kubernetes YAML files directly inside GitHub and GitLab — empowering developers to catch compliance drifts early.

November 11, 2025

by Sajal Nigam

· 2,236 Views · 1 Like

Docker Security: 6 Practical Labs From Audit to AI Protection

Master Docker security with six practical labs that take you from basic configuration audits to advanced AI workload protection

November 10, 2025

by Shamsher Khan

CORE

· 5,379 Views · 6 Likes

GitOps-Backed Agentic Operator for Kubernetes: Safe Auto-Remediation With LLMs and Policy Guardrails

Create an AI-driven Kubernetes Operator that analyzes failures, generates fixes with LLMs, validates them with OPA, and applies changes safely via GitOps.

November 10, 2025

by Sajal Nigam

· 5,528 Views · 4 Likes

How Does a Scrum Master Improve the Productivity of the Development Team?

A Scrum Master facilitates Scrum events, removes impediments, addresses inefficiencies, and facilitates collaboration to improve the development team’s productivity.

November 7, 2025

by Sandeep Kashyap

· 4,865 Views · 4 Likes

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