Data Resources

Hadoop on AmpereOne Reference Architecture

Hadoop on AmpereOne M shows improved throughput, scaling, and efficiency, with setup, tuning, and benchmark insights for optimizing big data workloads.

April 3, 2026

by RamaKrishna Nishtala

· 5,810 Views

Retiring a Tier-0 Legacy Database Without Breaking the Business

Tier-0 database migrations succeed only with deterministic transformations, reproducible validation, and irreversible-aware cutovers under real production constraints.

April 3, 2026

by Karan Ashok Luniya

· 2,484 Views · 1 Like

End-to-End Streaming Optimization: Kafka to Delta With Exactly-Once Guarantees

Kafka feeds the stream, Spark tracks progress via checkpoints, and Delta's transaction log ensures every event lands exactly once, even across failures and restarts.

April 1, 2026

by Seshendranath Balla Venkata

· 2,887 Views · 2 Likes

Memory Optimization and Utilization in Java 25 LTS: Practical Best Practices

Memory optimization in the latest Java is more about controlling allocation, choosing the right GC, and measuring real behavior under load.

March 31, 2026

by Muhammed Harris Kodavath

· 3,738 Views · 5 Likes

Building a Deterministic Event Correlation Engine in Go for High-Volume Alert Systems

Design a deterministic event correlation engine so the same alerts always produce the same incidents, no matter arrival order or runtime.

March 31, 2026

by Akshay Pratinav

· 1,465 Views · 1 Like

Getting Started with Gemini Agents: Build a Data-Connected RAG Agent using Vertex AI Agent Builder

Build a production-ready RAG agent using Gemini and Vertex AI Agent Builder to query your private data with high accuracy and speed.

March 31, 2026

by Jubin Soni, FBCS

CORE

· 1,468 Views

A Developer’s Guide to Integrating Embedded Analytics

Embedded analytics implementations deliver in-context insights within everyday tools—while introducing integration, governance, and performance challenges for developers.

March 30, 2026

by Philip Piletic

CORE

· 2,773 Views

Removing the Experimental Bottleneck: Fast Parallel Data Loading for ML Research

Transformed 5-hour data loads into 1-2 minutes using Oracle's APPEND+PARALLEL+NOLOGGING, enabling researchers to go from 1-2 experiments/day to 2-3/hour.

March 30, 2026

by Sanjay Mishra

· 2,725 Views

The Aggregate Reference Problem

How can one aggregate reference another aggregate’s data while preserving strict ownership boundaries? That is the aggregate reference problem.

March 30, 2026

by Jan Nilsson

· 1,319 Views

Engineering High-Performance Real-Time Leaderboard

Replaced slow slice-based leaderboard with indexed skip list + hash IDs, cutting updates to <1ms and stabilizing CPU/memory under loads.

March 27, 2026

by Ivan Balashov

· 3,474 Views · 1 Like

Essential Techniques for Production Vector Search Systems, Part 5: Reranking

Proven techniques for production vector search, including when to use each one, how to combine them effectively, and trade-offs to understand before deployment.

March 27, 2026

by Pavan Vemuri

CORE

· 2,443 Views · 1 Like

Stop Leap-Second AI Drift in IoT Streams With PySpark

Leap seconds can corrupt timestamps and trigger AI drift in fintech IoT systems. Learn about drift types and how PySpark streaming fixes them in real time.

March 27, 2026

by Ram Ghadiyaram

CORE

· 2,436 Views · 1 Like

Stateful AI: Streaming Long-Term Agent Memory With Amazon Kinesis

Stream every agent interaction into vector memory for real-time, scalable, persistent, fully queryable, and context-rich AI memory.

March 26, 2026

by Jubin Soni, FBCS

CORE

· 2,699 Views

Production Database Migration or Modernization: A Comprehensive Planning Guide [Part 1]

A multi-part walkthrough of the essential components of planning and executing a successful production database migration for large-scale backend services.

March 25, 2026

by Alexander Komyagin

· 2,243 Views

Beyond “Lift-and-Shift”: How AI and GenAI Are Automating Complex Logic Conversion

Overcome the manual migration wall by using an AI-native stack that combines deterministic parsing and GenAI to automate complex logic conversion.

March 25, 2026

by Rudrendu Paul

· 1,764 Views · 1 Like

Why Supply Chain Planning Still Breaks Even with Advanced Forecasting Tools

Supply chain planning fails because tools cannot compensate for poor data quality, execution gaps, and misaligned decision-making structures.

March 23, 2026

by Harpalsinh Vala

· 1,452 Views

From 13,000 to 20,000+ Endpoints: Architecting Forensics for the Remote Workforce

Scale enterprise forensics by abandoning full-disk images in favor of automated, surgical artifact collection via EDR and cloud storage.

March 23, 2026

by Rahul Karne

· 10,094 Views

AI Can Help With Migration; It Cannot Own It

AI can reduce complexity and improve visibility in migration projects, but it cannot yet carry the intent that shapes those decisions.

March 23, 2026

by Sireesha Pulipati

· 1,039 Views

Toward Intelligent Data Quality in Modern Data Pipelines

Data quality goes beyond null checks. Learn how GenAI helps detect subtle issues, explain anomalies, and strengthen testing in modern data pipelines.

March 20, 2026

by Sireesha Pulipati

· 3,584 Views · 1 Like

From DLT to Lakeflow Declarative Pipelines: A Practical Migration Playbook

Migrating from DLT to Lakeflow is mostly an API refactor, swapping DLT for pipelines, separating streaming and materialized tables, and updating CDC logic.

March 19, 2026

by Seshendranath Balla Venkata

· 4,673 Views · 1 Like

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