Tools Resources

Spark on AmpereOne® M Arm Processors Reference Architecture

Deploy and tune Apache Spark on AmpereOne M, with setup steps, cluster configs, and benchmarks showing gains vs Ampere Altra in performance and efficiency.

April 6, 2026

by RamaKrishna Nishtala

· 3,307 Views · 2 Likes

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

· 5,437 Views

Chat with Your Oracle Database: SQLcl MCP + GitHub Copilot

MCP gives Copilot a standard way to call tools (like SQLcl) without custom integrations. SQLcl runs locally and talks to Oracle; SQL MCP exposes an MCP server over stdio.

April 3, 2026

by Sanjay Mishra

· 4,065 Views

AI-Generated DataWeave in MuleSoft: Production Failure Modes and How to Make It Safe

AI can draft DataWeave code, but without guardrails, it fails in real production conditions. Defensive coding, contracts, and tests are mandatory.

April 3, 2026

by Manjeera Chanda

· 1,746 Views · 1 Like

AWS Migration Tools Compared: DMS vs SMS vs CloudEndure

This article compares AWS DMS, SMS, and CloudEndure, explaining their differences and helping teams select the most suitable AWS migration tool.

April 2, 2026

by Ankush Madaan

· 2,451 Views

Mastering Azure Kubernetes Service: The Ultimate Guide to Scaling, Security, and Cost Optimization

Learn to optimize AKS with automated scaling, robust security policies, and cost-saving techniques for high-performance cloud clusters.

April 2, 2026

by Jubin Abhishek Soni

CORE

· 2,975 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

· 2,573 Views · 2 Likes

SELECT AI Query Integration Using Oracle Autonomous Database 26AI and OpenAI

A custom framework testing Oracle 26ai’s ability to convert natural language into SQL using the 22 TPC-H benchmark. With no prompt engineering, it achieves high accuracy.

April 1, 2026

by Sanjay Mishra

· 3,442 Views

DocumentDB on Kubernetes

Securely connect to a MongoDB DocumentDB replica set in Kubernetes using mongosh with credentials retrieved dynamically from Kubernetes secrets for direct access.

April 1, 2026

by Abhishek Gupta

CORE

· 2,993 Views

Kubernetes Autoscaling: What Breaks Under Real Traffic

Under real production traffic, Kubernetes autoscaling can struggle with delayed metrics, startup latency, and downstream pressure.

March 31, 2026

by Ankush Madaan

· 2,540 Views · 2 Likes

Designing Production-Grade AI Tools: Why Architecture Matters More Than Models

Many AI tools fail in production not because of model quality, but due to architectural decisions around retries, cost control, observability, and multi-tenant safety.

March 31, 2026

by Aditya Gupta

· 1,556 Views · 1 Like

Queues Don't Absorb Load — They Delay Bankruptcy

Queues hide overload. Without back-pressure, limits, and scaling, lag just grows until failure. Bound queues, alert on lag, fail fast, and plan capacity.

March 30, 2026

by David Iyanu Jonathan

· 1,636 Views · 2 Likes

Scaling Kafka Consumers: Proxy vs. Client Library for High-Throughput Architectures

Scaling Apache Kafka consumption requires new patterns; proxy layers and client libraries offer practical solutions for high-throughput.

March 30, 2026

by Kai Wähner

CORE

· 1,394 Views · 3 Likes

Deploying Java applications on Arm64 with Kubernetes

Tuning Java on Kubernetes (Arm64): align CPU/memory limits with JVM, use container-aware settings, optimize placement, and leverage OS tuning for better performance.

March 30, 2026

by Dave Neary

· 1,944 Views · 1 Like

Azure Cosmos DB Playground: Learn and Experiment With Queries in Your Browser

Interactive, browser-based Azure Cosmos DB playground to learn, prototype, and test SQL queries instantly — no setup, installation, or cloud costs required.

March 30, 2026

by Abhishek Gupta

CORE

· 1,030 Views

From Stream to Strategy: How TOON Enhances Real-Time Kafka Processing for AI

The TOON data format specifically targets the propagation of structured, validated, and semantically consistent data, thereby reducing ambiguity in real time.

March 27, 2026

by Gautam Goswami

CORE

· 1,969 Views