Data Engineering Resources

Configuring Model Context Protocol (MCP) With Amazon Q CLI

In this post I share how MCP Servers can help provide better context with Amazon Q CLI, a next generation AI Coding Assistant

July 23, 2025

by Ricardo Sueiras

· 5,323 Views · 1 Like

[Part-3] Text to Action: Adding Voice Control to Your Smart Calendar

In Part 3 of “Text to Action,” we add voice commands to our calendar assistant, converting speech to events using the Web Speech API and NLP pipeline.

July 23, 2025

by Vivek Vellaiyappan Surulimuthu

· 2,007 Views · 1 Like

Building Resilient Event-Driven Applications Using Temporal

Temporal simplifies building resilient, event-driven applications by handling retries, failures, and state management without external tools.

July 23, 2025

by Lakshmi Narayana Rasalay

· 4,974 Views · 2 Likes

Designing Retry-Resilient Fare Pipelines With Idempotent Event Handling

Design retry-safe fare pipelines with idempotent event handling to ensure consistency across failures, retries, and duplications.

July 23, 2025

by Ravi Teja Thutari

CORE

· 3,683 Views · 2 Likes

Automating a Web Form With Playwright MCP and MySQL MCP

Learn how to automate form filling using Playwright MCP and MySQL MCP by fetching real-time data from a database with minimal scripting.

July 23, 2025

by Kailash Pathak

CORE

· 3,572 Views

Software Engineering Trade-Offs: Why We Cannot Build the Perfect

Our job is to focus on min-maxing software engineering trade-offs to achieve the best result. I am sharing thoughts and practices on how to do it.

July 23, 2025

by Bartłomiej Żyliński

CORE

· 1,736 Views · 7 Likes

Implementing Least Privilege in AWS IAM: Principles, Practices, and Automation

Applying least privilege in AWS IAM helps reduce risk, improve compliance, and secure environments by granting only necessary permissions to users and services.

July 22, 2025

by Ishwar Bansal

· 4,249 Views · 2 Likes

Building a Multi Tenancy Platform Using Camunda

This guide shows how to build a multi-tenant platform using Camunda BPM, covering AWS deployment, tenant isolation, upgrades, observability, and scaling best practices.

July 22, 2025

by Lakshmi Narayana Rasalay

· 1,882 Views · 1 Like

Agile-Based Fine-Tuning of AI Agents for Domain-Specific User Feedback Loops

Think of agile fine-tuning as giving your AI a feedback loop and a sprint plan. It helps models stay accurate, adapt to real-world shifts, and serve users better, faster.

July 22, 2025

by Raja Manambedu Vijayakumar

· 2,688 Views · 1 Like

Debugging Distributed Flight Search: What Logs Alone Won’t Tell You

Logs aren’t enough. Learn how tracing, metrics, and correlation IDs help debug fare mismatches in distributed flight search systems.

July 22, 2025

by Ravi Teja Thutari

CORE

· 2,280 Views · 3 Likes

6 Ways AI-Enhanced Phishing Can Hijack Developer Workflows (and What to Do About It)

Phishing has evolved into a major supply chain security threat, targeting software developers with attacks on development tools and workflows.

July 21, 2025

by Philip Piletic

CORE

· 3,255 Views · 3 Likes

Reasoning Models Explained: What They Are, How They Work, and When to Use Them Over Traditional LLMs

Knowing when to choose a reasoning model over a more traditional LLM is essential for maximizing cost and efficiency, and delivering the required level of accuracy.

July 21, 2025

by Adam Lieberman

· 3,511 Views

Implementing Data Analytics in Healthcare: A Hands-On Approach

Success in healthcare data analytics requires cleaning and integrating data, ensuring privacy, and starting small before scaling up.

July 21, 2025

by Mykhailo Kopyl

· 1,670 Views · 2 Likes

Today’s Platform Engineer Needs to Build AI-Ready Infrastructure

Platform engineers must go beyond DevOps to build unified, AI-ready infrastructure with seamless data access, strong governance, and cost efficiency.

July 21, 2025

by Sijie Guo

· 3,074 Views · 2 Likes

Automation of IT Incident Reports Using Observability API and GenAI

A summary of the integration of observability API and GenAI to automate preliminary incident reporting with a sample incident report from on-prem and cloud models.

July 18, 2025

by Pandian Ramaiah

· 3,787 Views

AI-Driven Threat Hunting: Catching Zero Day Exploits Before They Strike

Zero-day exploits hide in plain sight. Learn how AI detects them, see real-world use cases, and build your own Python threat hunter to catch anomalies fast.

July 18, 2025

by Dinesh B

· 3,621 Views · 1 Like

Burn that List: Smarter Use of Allowlists and Denylists in Multi-Tenant Systems

Without a burndown plan, access lists become rigid, outdated, and risky. Prefer dynamic, policy-based controls that adapt over time.

July 18, 2025

by Ramchandran Maharajapuram Easwarasharma

· 4,237 Views · 1 Like

Building AI Agents Capable of Exploring Contextual Data for Taking Action

AI agents are evolving fast, blending reasoning, context, and web skills to automate complex tasks and redefine the future of intelligent automation.

July 18, 2025

by Yash Mehta

· 4,669 Views · 2 Likes

How We Built a Smarter University Chatbot Using LLaMA2, AWS SageMaker, and RAG

We built a multilingual university chatbot using LLaMA2, SageMaker, LangChain, and Milvus with RAG for real-time answers scalable to domains like healthcare and HR.

July 18, 2025

by Kishore Thota

· 4,458 Views · 1 Like

Developing Secure REST API Using Spring Boot SSL Bundle Feature

Learn how to secure REST APIs in Spring Boot using SSL and self-signed certificates. Set up HTTPS on the server and configure a client to consume secure endpoints.

July 18, 2025

by Jiwan Gupta

· 7,799 Views · 6 Likes

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