Data Engineering Resources

Backlog Black Hole: Engineering a Semantic Triage Engine at Scale

Learn to reduce duplicate bug reports with semantic search: embeddings, FAISS, and GPT-4o streamline triage, saving engineers hours on large ticket backlogs.

February 27, 2026

by Nishant Jain

· 1,143 Views

Big Cloud Still Runs Most Containers on VMs; What Does that Mean for the Rest of Us?

While many developers run containers on bare metal in development, in production, it's almost all VMs. What does this mean for the broader cloud landscape?

February 27, 2026

by Chris Ward

CORE

· 1,733 Views

Unified Intelligence: Mastering the Azure Databricks and Azure Machine Learning Integration

Bridge the gap between Big Data and production ML. Learn to integrate Azure Databricks with Azure Machine Learning for a seamless, scalable end-to-end MLOps workflow.

February 27, 2026

by Jubin Abhishek Soni

CORE

· 1,288 Views

Similarity Search on Tabular Data With Natural Language Fields

Let us break down relational data silos with vector embeddings, unifying numerical, categorical, and natural-language fields into one semantic representation.

February 27, 2026

by CORRADO DE BARI

· 992 Views

AWS Bedrock vs. SageMaker: Choosing the Right GenAI Stack in 2026

Deciding between Bedrock's serverless ease and SageMaker's deep control? This guide breaks down the 2026 AWS GenAI landscape for you.

February 26, 2026

by Jubin Abhishek Soni

CORE

· 1,442 Views · 1 Like

I Watched an AI Agent Fabricate $47,000 in Expenses Before Anyone Noticed

This explores AI agent failures with organizations deploying autonomous systems faster than their governance, monitoring, and security controls can safely support.

February 26, 2026

by Igboanugo David Ugochukwu

CORE

· 2,206 Views

The Hidden Cost of Custom Logic: A Performance Showdown in Apache Spark

A deep dive into PySpark UDF performance, showing why standard Python UDFs slow pipelines and when to use Pandas UDFs or native Spark functions instead.

February 26, 2026

by Abhilash Rao Mesala

· 1,664 Views

Terraform AWS Provider Explained Like You’re Five (With Real Code)

Terraform is an Infrastructure as Code tool that allows teams to define AWS infrastructure using declarative configuration files instead of manual console clicks.

February 26, 2026

by Ankush Madaan

· 1,435 Views

A Practical Guide to Building Generative AI in Java

Genkit Java makes building generative AI features in Java finally simple. With typed inputs/outputs, structured LLM responses, built-in observability, a powerful DevUI.

February 26, 2026

by Xavier Portilla Edo

CORE

· 3,034 Views · 2 Likes

Zero-Trust Cross-Cloud: Calling AWS From GCP Without Static Keys Using MultiCloudJ

This guide demonstrates exchanging Google ID tokens for temporary AWS STS credentials to enable secure, zero-trust communication between clouds using MultiCloudJ.

February 26, 2026

by Sandeep Pal

· 1,360 Views · 3 Likes

Intelligent Load Management for LLM Calls: From Static Rate Limits to Priority-Aware "Agent QoS"

Use a fair, priority-based tool scheduler instead of static rate limits, leveraging concurrency caps, signals, abort rules, and safe degradation.

February 26, 2026

by Anusha Kovi

CORE

· 997 Views

A Unified Framework for SRE to Troubleshoot Database Connectivity in Kubernetes Cloud Applications

Troubleshoot Kubernetes database connectivity using a layered diagnostic framework and achieve rapid root-cause identification and production stability.

February 25, 2026

by Prakash Velusamy

· 3,078 Views

From Keywords to Meaning: The New Foundations of Intelligent Search

Learn about why keyword search fails at scale and how cloud-native vector databases enable semantic, AI-powered retrieval for smarter, more reliable results.

February 25, 2026

by Amit Kumar Padhy

· 964 Views

How We Cut AI API Costs by 70% Without Sacrificing Quality: A Technical Deep-Dive

Intelligent caching and model routing reduced our AI API costs from $12,340 to $3,680 per month. Production-tested optimizer. Open source. MIT license.

February 25, 2026

by Dinesh Elumalai

CORE

· 1,537 Views · 1 Like

Cutting P99 Latency From ~3.2s To ~650ms in a Policy‑Driven Authorization API (Python + MongoDB)

We cut tail latency by making queries index-friendly, removing cold-start connection costs, and overlapping third‑party I/O with computation.

February 25, 2026

by Rohit Muthyala

· 1,086 Views

Chunking Is the Hidden Lever in RAG Systems (And Everyone Gets It Wrong)

Chunking decisions made early in a RAG pipeline often determine whether retrieval works at all. Here is a practical look at why that matters.

February 25, 2026

by Anshul Sharma

· 1,129 Views

Cagent: Dockers newest low code Agentic Platform

Docker’s cagent is a new open-source, low-code/ YAML-centric AI agent builder and runtime. Instead of writing code, you describe agents and cagent runs them.

February 25, 2026

by Siri Varma Vegiraju

CORE

· 1,698 Views

Edge Computing's Infrastructure Problem: What Two Years of Factory Visits Actually Revealed

Most edge computing remains cloud-dependent, with genuine use cases limited to strict latency or connectivity needs — making it more marketing than architecture.

February 25, 2026

by Igboanugo David Ugochukwu

CORE

· 1,504 Views · 2 Likes

Backend Graph DB for Custom File System

App-specific file management may result in performance problems if the design uses the transactional database platform. Let's consider alternatives.

February 25, 2026

by Scott Sosna

CORE

· 848 Views

How to Integrate an AI Chatbot Into Your Application: A Practical Engineering Guide

A practical engineering guide to integrating an AI chatbot into your application, covering architecture, backend flow, NLP handling, security, testing, and deployment.

February 24, 2026

by Manthan Bhavsar

· 1,445 Views

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