Maintenance Resources

Why DDoS Protection Is an Architectural Decision for Developers

Modern DDoS attacks target APIs, dependencies, and application logic. Resilience depends on architectural design, service segmentation, and clear visibility.

April 27, 2026

by Alex Vakulov

CORE

· 3,430 Views · 2 Likes

Advantages of Independent Testing in Comparison with Traditional QA Methods

Traditional QA brings risks like bias, poor scalability, and inconsistency. Independent QA reduces them with objective testing, expertise, and efficient methods.

April 23, 2026

by Pavel Novik

· 2,265 Views

Context Lakes: The Infrastructure Layer AI Agents Need That Doesn't Exist Yet

No composition of feature stores, vector DBs, and stream processors can guarantee Decision Coherence. Here's the correctness gap in multi-agent systems.

April 17, 2026

by Angela Zhao

· 2,951 Views

The Platform or the Pile: How GitOps and Developer Platforms Are Settling the Infrastructure Debt Reckoning

By a technology correspondent who has spent the better part of a decade watching engineering teams drown in YAML they wrote themselves.

April 15, 2026

by Igboanugo David Ugochukwu

CORE

· 3,675 Views

Apache Spark 3 to Apache Spark 4 Migration: What Breaks, What Improves, What's Mandatory

A comprehensive guide to migrating from Apache Spark 3.x to Spark 4.0, covering breaking changes, new features, and mandatory updates for smooth transition.

April 10, 2026

by Rambabu Bandam

· 5,777 Views · 1 Like

How Agentic AI Platforms Organize Their Hardware Infrastructure

Discover how on-prem GPU clusters power secure, low-latency agentic AI pipelines with predictable costs and full data control.

April 9, 2026

by Kevin Vu

· 3,137 Views

Smart Controls for Infrastructure as Code with LLMs

By generating context-aware controls and performing sophisticated code reviews, LLMs significantly enhance our ability to build secure and efficient cloud infrastructure.

April 6, 2026

by Shiv Kumar

· 3,246 Views

Inside Zero Downtime Option (ZDO): When It Works and When It Doesn’t

ZDO can deliver near-zero downtime for S/4HANA upgrades, but only if all prerequisites are perfectly met; otherwise, it quickly reverts to a standard downtime upgrade.

April 1, 2026

by Deepika Paturu

· 3,636 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

· 3,043 Views · 2 Likes

The Hidden Cost of Legacy Infrastructure in Asset-Heavy Game Development

Today’s software and game dev bottleneck is legacy pipelines. Modern VCS gives studios the edge to scale and thrive in a high-velocity, agent-driven era.

March 27, 2026

by Sasha Medvedovsky

· 2,977 Views

Why AI Agents Are the New Backbone of Software Quality

Agentic AI is turning QA from scripted execution into autonomous, risk-driven orchestration. Faster releases, smarter testing, but still guided by humans.

March 23, 2026

by Pavel Novik

· 1,966 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

· 3,636 Views · 1 Like

Standards as the Invisible Infrastructure of Software

Standards align ecosystems, preserve knowledge, and prevent fragmentation — enabling portability, innovation, and long-term stability.

March 13, 2026

by Otavio Santana

CORE

· 3,158 Views

Best Practices to Make Your Data AI-Ready

In this article, I share best practices for building a high-quality data management framework to support AI initiatives.

March 9, 2026

by Mykhailo Kopyl

· 5,048 Views · 1 Like

Autoscaling Is Not Elasticity

Autoscaling is reactive, not resilient. Without caps, metrics, or overrides, it can worsen failures. True elasticity requires policy, testing, and bottleneck awareness.

March 5, 2026

by David Iyanu Jonathan

· 2,192 Views

Infrastructure as Code Is Not Enough

Learn about why Infrastructure as Code alone can't ensure reliability and how intent, policy, and feedback loops create self-correcting, resilient systems.

March 4, 2026

by Venkatesan Thirumalai

· 3,031 Views

Implementing Decentralized Data Architecture on Google BigQuery: From Data Mesh to AI Excellence

Traditional centralized data lakes don’t scale for AI. A Data Mesh not only decentralizes data ownership by domain but also enforces federated governance.

March 3, 2026

by Jubin Soni, FBCS

CORE

· 3,094 Views · 1 Like

What Actually Breaks During Large-Scale S/4HANA Conversions (And How to Prevent It)

S/4HANA migrations break custom ABAP code and interfaces unless you proactively refactor code, SQL, and integrations to support the new data model and semantics.

March 3, 2026

by Deepika Paturu

· 2,238 Views

Edge Computing's Infrastructure Problem: What Two Years of Factory Visits Actually Revealed

Most edge computing remains cloud-dependent, with genuine use cases limited to strict latency or connectivity needs — making it more marketing than architecture.

February 25, 2026

by Igboanugo David Ugochukwu

CORE

· 1,841 Views · 2 Likes

Amazon Q Developer for AI Infrastructure: Architecting Automated ML Pipelines

Master Amazon Q Developer for ML infrastructure. Automate SageMaker pipelines, optimize GPU resources, and accelerate AI development cycles.

February 20, 2026

by Jubin Soni, FBCS

CORE

· 2,076 Views · 1 Like

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