Maintenance Resources

How Healthy Is Your Data in the Age of AI? An In-Depth Checklist to Assess Data Accuracy, Governance, and AI Readiness

This guide provides a complete checklist to assess, monitor, and improve data quality for AI success, ensuring accuracy, compliance, and long-term reliability.

August 28, 2025

by Sukanya Konatam

· 2,651 Views · 2 Likes

Pulumi: Modern Infrastructure as Code With Real Programming Languages

Pulumi is an Infrastructure as Code platform that lets developers and teams create, deploy, and manage cloud resources using familiar programming languages.

August 26, 2025

by Vidyasagar (Sarath Chandra) Machupalli FBCS

CORE

· 3,655 Views · 5 Likes

Debugging Distributed ML Systems

My ML model misclassified groceries as entertainment. Distributed tracing with OpenTelemetry and Jaeger helped me quickly find a caching bug causing it.

August 25, 2025

by Ramya Boorugula

· 1,712 Views

The Ephemeral Cloud: A New Blueprint for Infrastructure Efficiency With Crossplane and kube-green

Use Crossplane and kube-green to replace wasteful, always-on cloud environments with on-demand, ephemeral ones, dramatically cutting costs and environmental impact.

August 25, 2025

by Graziano Casto

CORE

· 1,824 Views · 1 Like

Python Async/Sync: Advanced Blocking Detection and Best Practices (Part 2)

Master detecting hidden blocking sync code in Python async applications using timing wrappers, debug mode, profilers, and custom decorators for optimal performance.

August 22, 2025

by Prithviraj Kumar Dasari

· 4,750 Views · 5 Likes

Filtering Java Stack Traces With MgntUtils Library

Long stack traces make debugging painful. MgntUtils offers a simple Java utility to filter irrelevant lines, letting you focus on what matters in your logs.

August 20, 2025

by Michael Gantman

· 3,501 Views · 4 Likes

Migrating Legacy VB6 Applications to Modern Platforms

Still running legacy VB6 apps? Learn how to migrate them smoothly to modern platforms like .NET and Java using automated tools and smart strategies.

August 12, 2025

by Alona Nyzova

· 4,692 Views · 3 Likes

Do You Understand the Debt You Have to Pay?

Not all technical debt needs to be paid today. In this article, I’ll walk you through different kinds of debt and strategies to deal with them wisely.

August 12, 2025

by Sebastian Malaca

· 1,512 Views · 5 Likes

Cloud Sprawl Is a Given; Cloud Complexity Doesn’t Have to Be

Cloud sprawl is inevitable — but complexity isn’t. IaC alone isn’t enough. Real control comes from visibility, automation, and enforcing every change through code.

August 6, 2025

by Aharon Twizer

· 2,368 Views · 1 Like

Measuring DevOps Success in the Enterprise With DORA Metrics

Learn how DORA metrics help enterprises measure DevOps performance, boost software quality, and drive continuous improvement.

July 28, 2025

by May Sanders

· 1,698 Views · 2 Likes

Modern Data Projects Need Agile Thinking — Not Just Tech

Agile isn’t just for software. This article demonstrates how Agile methods enable data teams to adapt quickly, deliver tangible value, and avoid common project pitfalls.

July 25, 2025

by Pabitra Saikia

CORE

· 1,679 Views · 2 Likes

Building a Modern Data Platform That Delivers Real Business Value

Data modernization transforms how organizations manage and use data by aligning cloud-native tech, governance, and culture to drive value and agility.

July 23, 2025

by Amlan Patnaik

· 2,249 Views · 2 Likes

Debug Like a Pro in 2025: 10 New Eclipse Java Debugger Features to Enhance Your Productivity (With Spring Boot Examples)

Eclipse Java Debugger in 2025 is faster and smarter. This post explores 10 new features using a Spring Boot app that handles books, reviews, and recommendations.

July 16, 2025

by Sougandh S

· 5,594 Views · 8 Likes

How to Reduce Technical Debt With Artificial Intelligence (AI)

Technical debt hampers growth and innovation. Smart AI integration in SaaS helps reduce it by improving code quality, scalability, and proactive maintenance.

July 11, 2025

by Karan Rawal

· 3,313 Views

Contract-Driven ML: The Missing Link to Trustworthy Machine Learning

Model accuracy means nothing if data breaks in production. Learn how data contracts ensure reliability, prevent silent failures, and protect ML performance.

July 10, 2025

by Sana Zia Hassan

· 2,204 Views · 1 Like

Top 5 Trends in Big Data Quality and Governance in 2025

Explore the top 5 trends in data quality and governance for 2025, from real-time validation to AI-powered checks and privacy-first practices.

July 10, 2025

by Vivek Venkatesan

· 2,164 Views · 2 Likes

Why Traditional CI/CD Falls Short for Cloud Infrastructure

CI/CD works great for stateless apps–but infra isn’t stateless. It’s live, interconnected, and hard to roll back when things go sideways.

July 3, 2025

by Aharon Twizer

· 4,760 Views · 2 Likes

How Trustworthy Is Big Data? A Guide to Real-World Challenges and Solutions

Big data only delivers value when it's reliable. Identify and fix trust issues like schema drift, outliers, and silent errors using Deequ and Great Expectations.

June 25, 2025

by Vivek Venkatesan

· 1,879 Views

Modern IT Incident Management: Tools, Trends, and Faster Recovery

Modern IT systems need advanced incident management using AI, automation, and real-time monitoring to handle complex failures.

June 23, 2025

by Joydeep Bhattacharya

CORE

· 1,871 Views · 3 Likes

The Missing Infrastructure Layer: Why AI's Next Evolution Requires Distributed Systems Thinking

Let's explore how investing in proven AI infrastructure yields a competitive advantage over those who continue trying to solve infrastructure problems at the app layer.

June 12, 2025

by John Vester

CORE

· 2,342 Views · 3 Likes

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