Data Resources

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

· 1,608 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

· 915 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

· 1,333 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

· 1,537 Views · 1 Like

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

· 1,346 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

· 2,940 Views · 1 Like

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

· 2,067 Views

Model Context Protocol Vs Agent2Agent: Practical Integration with Enterprise Data

MCP is production-ready for LLM-to-tool integration; A2A enables emerging multi-agent collaboration. They complement, not compete, and neither replaces Spark or Airflow.

February 9, 2026

by Ram Ghadiyaram

CORE

· 2,243 Views · 1 Like

The Real Cost of DevOps Backup Scripts

Backup scripts are one way to protect data, but are they the most secure backup solution? Let’s explore the potential alternatives.

February 6, 2026

by Milosz Jesis

· 770 Views

Hybrid Vector Graph with AI Agents for Software Test Case Creation

This article shows how multi-agent, vector-graph systems automate test creation, cutting manual effort while increasing coverage.

February 6, 2026

by Mohanakrishnan Hariharan

· 1,440 Views

How to Achieve More Accurate Data Extraction From Invoices

Document extraction accuracy improves most when multiple independent sources with failure modes are combined, and values are selected based on weighted agreement.

February 6, 2026

by Viacheslav Maksimov

· 807 Views

Architecting Immutable Data Integrity with Amazon QLDB and Blockchain

Hashing detects tampering, but it doesn't prevent it. Here is an architectural pattern for securing business-critical files using Amazon QLDB and the Symbol Blockchain.

February 5, 2026

by Dippu Kumar Singh

· 1,298 Views

AI RAG Architectures: Comprehensive Definitions and Real-World Examples

Learn the three production-proven Modern RAG architectures Basic, Agentic, and Multi-Agent RAG and how to choose the right one based on cost, complexity, and scale.

February 5, 2026

by Ram Ghadiyaram

CORE

· 3,297 Views · 1 Like

Semantic Contracts: The Missing Layer Between Good Data and Reliable AI

Semantic contracts prevent silent data and AI failures by enforcing shared data meaning and assumptions across pipelines in CI and at runtime.

February 4, 2026

by Vivek Venkatesan

· 3,569 Views · 1 Like

Oracle Data Loading Reimagined: Performance Strategies for Modern Workloads

Combining direct path loading, parallelism, partitioning, index strategy, NOLOGGING, and tuned commits can reduce Oracle data load times by 70–90% in production.

February 4, 2026

by arvind toorpu

CORE

· 1,526 Views

How to Verify Domain Ownership: A Technical Deep Dive

A practical guide to implementing the three standard domain verification methods: DNS TXT, meta tags, and file-based verification.

February 3, 2026

by Illia Pantsyr

· 2,943 Views · 1 Like

Token-Efficient RAG: Using Query Intent to Reduce Cost Without Losing Accuracy

Retrieval-Augmented Generation (RAG) optimization technique to reduce the number of tokens required to generate a response while maintaining response accuracy.

February 3, 2026

by Varun Setia

· 1,042 Views

How Global Payment Processors like Stripe and PayPal Use Apache Kafka and Flink to Scale

How top payment processor companies like Stripe, PayPal, Payoneer, and Worldline use data streaming for real-time payments and fraud detection.

February 3, 2026

by Kai Wähner

CORE

· 1,873 Views · 3 Likes

How Audiences Become Addressable in Programmatic Advertising: Identity, Data Flows, and Addressability

This article begins a series examining how identity functions in programmatic advertising, how audiences become addressable, and why common metrics fail.

February 2, 2026

by Sagar Ganapaneni

· 1,390 Views

From Test Automation to Autonomous Quality: Designing AI Agents for Data Validation at Scale

Autonomous quality uses AI agents to detect subtle data behavior shifts early, scaling trust beyond what traditional test automation can achieve.

February 2, 2026

by Sandip Gami

· 3,153 Views · 3 Likes

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