Data Engineering Resources

Building an Internal Document Search Tool with Retrieval-Augmented Generation (RAG)

Retrieval-Augmented Generation (RAG) is transforming enterprise AI by bridging the gap between general-purpose language models and organization-specific knowledge.

January 27, 2026

by Manish Adawadkar

· 3,145 Views

Cost-Aware GenAI Architecture: Caching, Model Routing, and Token Budgets That Don’t Explode

Keep GenAI cheap and fast: cache aggressively, route models by confidence, cap tokens and tools, compress context, and monitor cost per successful outcome.

January 27, 2026

by Mohan Sankaran

· 3,025 Views · 5 Likes

Designing Mathematical Software for Humans

Mathematical software should mirror how people reason, not just compute. Design APIs that express ideas clearly and make exploration intuitive.

January 27, 2026

by Dhyey Mavani

· 2,263 Views

Versioning Lies: A Date Contract Is a Promise That Never Breaks

Modify URI-based API versioning to use date-based versions, easing operations, ensuring immutability, and also separating core logic from API responses.

January 27, 2026

by Akash Rasal

· 1,200 Views · 1 Like

Edge-First AI Architecture: Designing Low-Latency, Offline-Capable Intelligence

Most Android AI features stall on flaky networks; an edge-first architecture runs key models on-device, with cloud used only as an optional upgrade.

January 27, 2026

by Mohan Sankaran

· 2,585 Views · 5 Likes

An Introduction to the Four Pillars of Observability

The blog introduces you to the four pillars of observability, AWS and Azure cloud-native services, and ROI to help in architects and engineer's quest for system clarity.

January 27, 2026

by Akash Lomas

· 1,581 Views

Building an AI Agent Traffic Management Platform: APISIX AI Gateway in Practice

A global appliance leader uses APISIX AI Gateway for unified LLM traffic control, hybrid cloud routing, and multi-tenant isolation.

January 26, 2026

by Yilia Lin

· 1,259 Views

Prompt Injection Is the New SQL Injection: How Hackers Are Breaking into AI Systems

Prompt injection exploits token-level processing, making it hard for LLMs to distinguish between given instructions and user data.

January 26, 2026

by ava clark

· 2,203 Views

Engineering Habits for Building Resilient Software

This article examines how integrating AI into the software development lifecycle (SDLC) is enabling teams to move from MVPs to large, resilient systems.

January 26, 2026

by Ammar Ekbote

· 1,243 Views · 1 Like

The Anatomy of an AI Agent and How to Build One With Docker Cagent

AI Agents perceive, reason, plan, and act autonomously using LLMs. This article breaks down the core components that power every agent and shows you how to build one.

January 26, 2026

by Siri Varma Vegiraju

CORE

· 2,201 Views · 1 Like

How to Create AI-Enhanced Code Review Systems

AI-enhanced code review systems use embeddings and LLMs in Git hooks to catch repetitive issues, freeing human reviewers to focus on higher-level architectural decisions.

January 26, 2026

by Mohit Menghnani

CORE

· 1,952 Views · 2 Likes

The A3 Framework: Assist, Automate, Avoid — A Decision System for AI Delegation

The A3 Framework helps teams decide when to Assist, Automate, or Avoid AI by categorizing work before prompting, reducing risk, and safeguarding trust.

January 26, 2026

by Stefan Wolpers

CORE

· 1,263 Views

Building Fault-Tolerant Data Pipelines in GCP

This article provides a practical guide to building a fault-tolerant Google Cloud data pipeline architecture with Firestore, Pub/Sub, Dataflow, and BigQuery.

January 26, 2026

by Krishnam Raju Narsepalle

· 1,180 Views

Secure AI Architecture for Payments: From Risk Signals to Real-Time Decisions

Secure AI architecture for Android payments that turns device, behavior, and transaction signals into real-time approve-or-challenge decisions.

January 23, 2026

by Mohan Sankaran

· 2,121 Views · 7 Likes

PostgreSQL Trigram Similarity vs. Pattern Matching: A Performance Comparison

Compare planning and execution times for similarity searches using trigram matching, case-insensitive regex and wildcard patterns, with and without GiST or GIN indexing.

January 23, 2026

by Horatiu Dan

CORE

· 3,595 Views · 7 Likes

Vibe Coding Part 3 — Building a Data Quality Framework in Scala and PySpark

How GenAI-assisted “vibe coding” can simplify building PySpark wrappers over Scala Spark libraries when you know what you’re doing.

January 23, 2026

by Bipin Patwardhan

· 1,319 Views · 2 Likes

How a Standardized Logistics Protocol Can Unlock AI's Full Potential in Supply Chain

AI can’t transform logistics without a standard protocol. LCP lets carriers and shippers share a common digital language, enabling large-scale, intelligent supply chains.

January 23, 2026

by Balaji Solai Rameshbabu

· 1,317 Views

Securing AI/ML Workloads in the Cloud: Integrating DevSecOps with MLOps

ML systems introduce security risks most teams aren’t prepared for. The piece explores emerging ML-specific threats and what effective MLSecOps looks like in practice.

January 23, 2026

by Igboanugo David Ugochukwu

CORE

· 2,667 Views · 1 Like

Design and Implementation of Cloud-Native Microservice Architectures for Scalable Insurance Analytics Platforms

How cloud-native microservices transform insurance analytics by enabling scalability, real-time processing, and seamless modernization of legacy platforms.

January 23, 2026

by Afroz Mohammad

· 2,024 Views · 1 Like

The Future of AI Integration: Why Model Context Protocol Is the New API

A deep dive into how the Model Context Protocol (MCP) redefines AI interoperability by standardizing the way agents connect to tools and data sources.

January 23, 2026

by Padmanabham Venkiteela

· 1,380 Views

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