Data Engineering Resources

Data Pipeline Observability: Why Your AI Model Fails in Production

Your machine learning model had 95% accuracy in testing, but crashes in production. The problem isn't the model, it's your data pipeline.

June 26, 2026

by Abhilash Rao Mesala

· 1,979 Views · 2 Likes

Building High‑Precision Vector Search for Document Retrieval on Databricks

Databricks Vector Search uses embeddings, hybrid search, and re‑ranking to deliver fast, accurate semantic retrieval at scale.

June 26, 2026

by Ramesh Bellamkonda

· 2,501 Views · 1 Like

Two Clocks Are Running Out at Once, and Almost Nobody Is Watching Both

Quantum computing and AI coding tools are changing security. Learn why crypto-agility and better governance are now critical.

June 26, 2026

by Igboanugo David Ugochukwu

CORE

· 2,389 Views · 3 Likes

What Cloud Engineers Actually Need to Know About AI Infrastructure

AI infrastructure isn’t about GPUs. Most issues come from storage, networking, data pipelines. If GPU utilization is low, check the infrastructure first, not the model.

June 26, 2026

by Naveen Kalapala

· 2,170 Views · 3 Likes

Beyond Software Hope: The Engineering Blueprint for AI Execution Truth

This engineering blueprint details how to replace "software hope" with deterministic, hardware-level enforcement via TEEs and the Citadel protocol.

June 25, 2026

by Theo Ezell

· 1,604 Views · 2 Likes

Code and Connect: MCP + MuleSoft

Understand MCP, AI agents, and assistants, and learn how Model Context Protocol connects AI applications to tools using MuleSoft.

June 25, 2026

by Ajay Singh

· 2,397 Views · 1 Like

REST-Assured Configuration and Specifications: Writing Maintainable API Tests

Learn how to use REST-Assured Configuration, Request Specifications, and Response Specifications to build maintainable API tests.

June 25, 2026

by Faisal Khatri

CORE

· 2,001 Views · 1 Like

The AI Definition of Done

The AI Definition of Done: human-in-the-loop is not a quality standard; you need a different approach for agent harnesses or operational excellence.

June 25, 2026

by Stefan Wolpers

CORE

· 2,313 Views · 2 Likes

AI, OAuth, and Other Platform APIs in the Core

Deeper AI integration in the framework core, modern authentication via OAuth / OIDC and WebAuthn passkeys driven from the system browser, and a few smaller additions.

June 24, 2026

by Shai Almog

CORE

· 2,253 Views · 2 Likes

5 Warning Signs Your Data Architecture Needs a Redesign (Before It Falls Apart)

Five signs your data architecture needs redesign. Fix with semantic layer, active metadata, embedded governance, AI security, maintainable design.

June 24, 2026

by Rajanikantarao Vellaturi

· 1,660 Views · 2 Likes

AI Broke Your Definition of Done

When a machine writes most of the code, "the code shipped" stops being a finish line. The work that's left is the work your definition of done was already skipping.

June 24, 2026

by Matt Watson

· 1,380 Views · 3 Likes

Implementing Asynchronous Communication Between Microservices Using Kafka and Spring Boot

Kafka decouples services, buffers spikes, and routes failures to a DLT. Schemas are contracts; consumers must be idempotent.

June 24, 2026

by Mallikharjuna Manepalli

· 3,788 Views · 2 Likes

Who Owns the Data Stack?: How AI Is Reshaping Ownership, Architecture, and Accountability Across Teams

Build AI-native data systems with clear ownership, semantic contracts, and governance. Learn how accountability, retrieval, and data quality shape AI behavior.

June 24, 2026

by Miguel Garcia

CORE

· 1,825 Views · 3 Likes

Phantom APIs Are Eating Your Attack Surface, and Most Security Teams Are Still Looking the Other Way

Undocumented phantom APIs are creating hidden security risks. Learn how AI-generated endpoints evade reviews and expand attack surfaces.

June 23, 2026

by Igboanugo David Ugochukwu

CORE

· 2,660 Views · 1 Like

From dusty SFTP drops to live, governed datasets — how Delta Sharing enables secure, real-time data access without moving or duplicating data.

June 23, 2026

by Seshendranath Balla Venkata

· 2,089 Views · 3 Likes

Connect Existing Data to AI Retrieval: How to Build Production-Ready Search Without Rebuilding Core Systems

Step-by-step tutorial building AI retrieval over existing data systems using a thin layer, covering workflow design, indexing, evaluation, and RAG pipeline.

June 23, 2026

by Jubin Soni, FBCS

CORE

· 7,171 Views · 2 Likes

The Breach Was Never at the Door

OAuth tokens and AI agents can bypass traditional security. Learn from Microsoft and Salesloft breaches why behavioral monitoring matters.

June 23, 2026

by Igboanugo David Ugochukwu

CORE

· 1,965 Views · 1 Like

I Built a VS Code Extension to Debug Azure AI Foundry Agents Without Leaving My Editor

Free VS Code extension for Azure AI Foundry agent traces into your editor as an interactive timeline — see tool calls, token costs, and conversation replays.

June 23, 2026

by Jubin Soni, FBCS

CORE

· 6,517 Views · 2 Likes

How to Classify Documents in C#

In this article, we discuss the advantages and challenges of implementing AI document classification for C# pipelines and discuss some solutions.

June 23, 2026

by Brian O'Neill

CORE

· 1,046 Views · 1 Like

Data Governance Checklist for AI-Driven Systems

A practical checklist for evaluating AI data readiness, covering data quality, governance, lineage, access controls, retrieval systems, and ongoing monitoring.

June 23, 2026

by Abhishek Gupta

CORE

· 2,123 Views · 3 Likes

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