Deployment Resources

AWS Airflow vs Step Functions: The Data Engineering Orchestration Dilemma

When you're building data pipelines in AWS, choosing between Managed Airflow and Step Functions isn't just a technical decision — it's a strategic one.

November 27, 2025

by Janani Annur Thiruvengadam

CORE

· 4,840 Views · 2 Likes

Automating FastAPI Deployments With a GitHub Actions Pipeline

In this post, you’ll learn how to automate FastAPI deployments with GitHub Actions so every push runs tests and triggers a clean, hands-off deployment.

November 27, 2025

by Durojaye Olusegun

· 4,743 Views · 5 Likes

How to Push Docker Images to AWS Elastic Container Repository Using GitHub Actions

Learn how to automate CI/CD with GitHub Actions to build, tag, and push Docker images to AWS ECR, simplifying deployments directly from your repo.

November 26, 2025

by Purnima Upadhyaya

· 4,610 Views

Top 5 Practices for Building Dockerized MCP Servers

Learn the best practices for building MCP Servers and use them to power your LLM-powered applications. Make sure your setup has isolation and is secure.

November 26, 2025

by Mahak Shah

· 5,845 Views

Rethinking the Software Supply Chain for Agents

Today’s CI/CD pipelines aren’t built for AI. To make agentic systems reliable and trustworthy, we must evolve from continuous integration to continuous intelligence.

November 26, 2025

by Shibashis Mishra

· 1,755 Views · 2 Likes

Scaling Identity Governance Without Connectors: The LDAP Directory IGA Integration Pattern

Achieve access governance without direct application connectors by leveraging the existing LDAP integration and groups as entitlement.

November 26, 2025

by Anant Wairagade

· 4,182 Views

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

· 3,626 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

· 4,533 Views

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

· 2,539 Views · 1 Like

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

· 5,471 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

· 3,157 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

· 3,488 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

· 3,270 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

· 4,909 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

· 5,521 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

· 2,733 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

· 3,059 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

· 4,466 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

· 3,291 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

· 3,047 Views · 1 Like

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