Testing, Deployment, and Maintenance Resources

Mock the File System

Using the real file system in tests might seem convenient at first, but it leads to hidden state, slow execution, and an unmaintainable setup.

June 27, 2025

by Volodya Lombrozo

· 2,599 Views · 2 Likes

The Missing Layer in AI Pipelines: Why Data Engineers Must Think Like Product Managers

Most AI project failures result from data issues, not model flaws. To succeed, data engineers must adopt a product manager mindset.

June 27, 2025

by Rajanikantarao Vellaturi

· 2,099 Views · 2 Likes

Serverless Machine Learning: Running AI Models Without Managing Infrastructure

The article empowers developers to deploy and serve ML models without needing to manage servers, clusters, or VMs, reducing time-to-market and cognitive overhead.

June 26, 2025

by Bhanu Sekhar Guttikonda

· 4,423 Views · 5 Likes

How to Banish Anxiety, Lower MTTR, and Stay on Budget During Incident Response

Cutting log ingestion seems thrifty — until an outage happens and suddenly you really need those signals! See how zero-cost ingestion can get rid of MTTR anxiety.

June 26, 2025

by John Vester

CORE

· 2,312 Views · 1 Like

Serverless vs Containers: Choosing the Right Architecture for Your Application

Compare serverless vs. container-based architectures for cost, performance, and scalability. Learn key differences and choose the best fit for your app.

June 26, 2025

by Srinivas Chippagiri

CORE

· 18,543 Views · 9 Likes

How to Monitor and Optimize Node.js Performance

Optimize Node.js apps with tools and techniques for better performance, learn monitoring, reduce memory leaks, and improve scalability and responsiveness easily.

June 26, 2025

by Anubhav D

· 2,017 Views · 2 Likes

Automating E2E Tests With MFA: Streamline Your Testing Workflow

Automating tests with MFA is challenging as it complicates automation with manual code retrieval, which slows development. Use this tool to programmatically automate.

June 26, 2025

by Jonathan Bernales

· 3,293 Views · 2 Likes

IBM App Connect Enterprise 13 Installation on Azure Kubernetes Service (AKS)

This article provides a step-by step guide which shows how to install IBM App Connect Enterprise 13 in an Azure Kubernetes Service Cluster.

June 25, 2025

by JEAN PAUL TABJA

· 1,980 Views · 2 Likes

Machine Learning for CI/CD: Predicting Deployment Durations and Improving DevOps Agility

Learn how to build an ML regression model that predicts CI/CD deployment duration using pipeline metadata, code metrics, and infrastructure features.

June 25, 2025

by Elakkiya Daivam

· 2,037 Views · 2 Likes

DevOps at the Edge: Deploying Machine Learning Models on IoT Devices

Deploying ML models on IoT devices using DevOps practices enables scalable, low-latency intelligence at the edge without managing cloud infrastructure.

June 25, 2025

by Bhanu Sekhar Guttikonda

· 4,830 Views · 4 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

· 1,808 Views

Optimizing Data Pipelines in Cloud-Based Systems: Tools and Techniques

Learn how to build and optimize data pipelines in cloud-based systems to process and transfer vast amounts of data effectively.

June 24, 2025

by Anil Jonnalagadda

· 19,047 Views · 8 Likes

Salesforce API Integration Guide

Master Salesforce API integration: key use cases, best APIs (REST/SOAP/Bulk), and expert implementation tips. Boost efficiency across ERP, WhatsApp, and more.

June 24, 2025

by Dorian Sabitov

· 2,705 Views · 2 Likes

Kubernetes Admission Controllers: Your First Line of Defense

Admission Controllers enforce security and compliance in Kubernetes by validating or mutating requests before resources are created.

June 24, 2025

by Kuppusamy Vellamadam Palavesam

· 2,379 Views · 4 Likes

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

· 1,777 Views · 3 Likes

Real-Object Detection at the Edge: AWS IoT Greengrass and YOLOv5

Real-time object detection at the edge using YOLOv5 and AWS IoT Greengrass enables fast, offline, and scalable processing in bandwidth-limited or remote environments.

June 23, 2025

by Anil Jonnalagadda

· 20,595 Views · 17 Likes

Innovation at Speed: How Cloud-Native Development Accelerates Time-to-Market

Cloud-native development boosts innovation and speeds up delivery with microservices, automation, and scalability. It ensures flexibility and cost efficiency.

June 20, 2025

by Ubaid Pisuwala

· 2,319 Views

Your Kubernetes Survival Kit: Master Observability, Security, and Automation

Master Kubernetes with this guide to observability (Tracestore), security (OPA), automation (Flagger), and custom metrics. Includes Java/Node.js examples.

June 20, 2025

by Prabhu Chinnasamy

· 4,475 Views · 54 Likes

Lessons Learned in Test-Driven Development

Understand when to use TDD, traditional, or hybrid testing methods to improve software quality, streamline development, and align with your project needs.

June 20, 2025

by Arun Vishwanathan

· 2,942 Views · 1 Like

Exploring Cloud-Based Testing With the Elastic Execution Grid

E2G gives your team cloud testing agents, allowing you to spin up the test agents, run your tests in parallel, and watch real-time logs — all without idle hardware.

June 20, 2025

by John Vester

CORE

· 2,399 Views · 2 Likes

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