Data Engineering Resources

Backing Up Azure Infrastructure with Python and Aztfexport

We treat code as a first-class citizen, but our actual cloud state often drifts. Here’s how to build a Python-based “Time Machine” for Azure.

February 12, 2026

by Dippu Kumar Singh

· 1,677 Views

Jakarta NoSQL in Jakarta EE 12 M2: A Maturing Story of Polyglot Persistence

Jakarta NoSQL in Jakarta EE 12 strengthens polyglot persistence with JCQL, fluent queries, projections, and richer APIs for unified Java–NoSQL integration.

February 11, 2026

by Otavio Santana

CORE

· 1,741 Views

Building a CRUD Application With Spring and SimpleJdbcMapper

In this article, learn about SimpleJdbcMapper, a simple wrapper around Spring JDBC libraries, making CRUD and relationship query operations less verbose.

February 11, 2026

by Antony Joseph

· 3,587 Views · 1 Like

How AI-Driven Software Automation Reduced Deployment Failures by 40%?

Deployment failures cost millions and exhaust teams. Learn how software deployment automation helps prevent release issues and ensures smoother launches.

February 11, 2026

by Nathan Smith

· 1,713 Views

Why SAP BDC Is a Game Changer for SAP Data

SAP BDC (Business Data Cloud) is considered a game changer for SAP’s data portfolio, turning SAP into a modern, open, and AI-ready data platform.

February 11, 2026

by Srinivasarao Rayankula

· 2,284 Views · 1 Like

Database Connection Pooling at Scale: PgBouncer + Multi-Tenant Postgres (10K Concurrent Connections)

Stop using default PgBouncer settings. Here's how we handle 10,000+ concurrent connections across 500 tenants with 99% memory reduction and 62% cost savings.

February 11, 2026

by Dinesh Elumalai

CORE

· 3,382 Views · 1 Like

The AI Firewall: Using Local Small Language Models (SLMs) to Scrub PII Before Cloud Processing

Learn how to run small language models locally as an AI firewall to detect and scrub PII from data before sending it to cloud AI services.

February 10, 2026

by Rambabu Bandam

· 4,193 Views · 1 Like

OCI Images as Kubernetes Volumes: A New Era for Data Management

A new volume type has recently joined the Kubernetes ecosystem: the image volume. This feature promises to change how we manage static data and configurations.

February 10, 2026

by Manuel Morejón

· 2,242 Views

Visualizing Exposure Bias Using Simulation

Learn how exposure bias in A/B tests can skew results and how visualization helps detect sample imbalances before interpreting lift.

February 10, 2026

by Aneesh K Sajan

· 1,220 Views

A Pattern for Intelligent Ticket Routing in ITSM

Manual ticket routing is a hidden tax on IT efficiency. Here is an architectural pattern for using Logistic Regression and Skype status APIs to automate this.

February 10, 2026

by Dippu Kumar Singh

· 1,586 Views

Designing a Real-Time Data Activation Platform Using Segment CDP, Databricks, and Iterable

We rebuilt a failing activation stack as a governed platform using Segment, Databricks, and Iterable, reducing incidents and enabling safer self-service.

February 10, 2026

by Shweta Puri

· 902 Views

Query-Aware Retrieval Routing for Analytics on AWS: When to Use Redshift, OpenSearch, Neptune, or Cache

Use a query router for LLM analytics — Redshift (KPIs), OpenSearch (definition), Neptune (lineage), and Cache (repeats) — to improve accuracy, latency, and costs.

February 10, 2026

by Anusha Kovi

CORE

· 1,323 Views · 1 Like

Jakarta Data in Jakarta EE 12 M2: From Repositories to a Unified Data Access Model

Jakarta Data in Jakarta EE 12 M2 extends the EE 11 repository model with stateful operations, unified querying, and SQL/NoSQL alignment for domain-centric data access.

February 10, 2026

by Otavio Santana

CORE

· 1,519 Views · 1 Like

Jakarta Query: Unifying Queries in a Polyglot Persistence World, the News on Jakarta EE 12 M2

Jakarta Query unifies queries across Jakarta Persistence, Data, and NoSQL, with common and relational levels to simplify polyglot persistence in EE 12 M2.

February 10, 2026

by Otavio Santana

CORE

· 1,826 Views

The New Testing Pattern: Standardizing Regression for Cloud Migrations

Migrating legacy monolithic systems to the cloud is risky. Here is a proven pattern for automating regression testing at scale by replaying production traffic.

February 9, 2026

by Dippu Kumar Singh

· 1,327 Views

Context Engineering Is a Must-Learn Skill: Here's How Everyone Can Master It

Learn context engineering to build better AI apps. This guide covers key techniques, practical examples, and resources to master this essential AI skill.

February 9, 2026

by Rambabu Bandam

· 2,916 Views · 1 Like

Distributed Systems and Cloud Efficiency: A Deep Dive

Cloud cost is a distributed systems failure mode. This article explains how to make it observable, prevent waste, and manage spend as an operational metric.

February 9, 2026

by David Iyanu Jonathan

· 902 Views

Building a Self-Healing Observability System with AWS Bedrock AgentCore

This article explains how to build a self-healing observability system with AWS Bedrock AgentCore using AI agents to analyze and remediate infrastructure issues.

February 9, 2026

by Lakshmi Narayana Rasalay

· 2,061 Views

An AI-Driven Architecture for Autonomous Network Operations (NetOps)

NetOps teams often face a skills gap when troubleshooting complex infrastructure. This article presents an automation pattern for an AI co-pilot for incident response.

February 9, 2026

by Dippu Kumar Singh

· 2,050 Views

Next-Level Persistence in Jakarta EE: How We Got Here and Why It Matters

From JPA to Jakarta Data and NoSQL, Jakarta EE embraces store-agnostic repositories and polyglot persistence in the enterprise Java model.

February 9, 2026

by Otavio Santana

CORE

· 1,840 Views · 2 Likes

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