Testing, Deployment, and Maintenance Resources

Setting Up Data Pipelines With Snowflake Dynamic Tables

This is a walkthrough of the process for building an automated data pipeline with dynamic table capabilities in Snowflake for various refresh frequencies.

April 30, 2025

by Prasath Chetty Pandurangan

· 4,985 Views

Building Scalable and Resilient Data Pipelines With Apache Airflow

Learn to build scalable, fault-tolerant, and observable data pipelines with Apache Airflow, focusing on real-time insights and custom reporting for enterprise SaaS.

April 30, 2025

by Ramya K R Vuyyuru

· 4,593 Views · 3 Likes

Why We Still Struggle With Manual Test Execution in 2025

Despite all the test management tools and best practices, why does manual test execution still feel chaotic and inefficient in QA teams?

April 30, 2025

by Olha Holota

· 2,042 Views · 2 Likes

On-Call That Doesn’t Suck: A Guide for Data Engineers

Data pipelines don’t fail silently; they make a lot of noise. The question is, are you listening to the signal or drowning in noise?

April 29, 2025

by Tulika Bhatt

· 3,234 Views · 3 Likes

The Transformative Power of Artificial Intelligence in Cloud Security

Explore the evolving role of AI in cloud security, the benefits it brings, and the challenges it helps organizations overcome.

April 29, 2025

by Shaik Abdul Kareem

· 13,659 Views · 2 Likes

Filtering Messages With Azure Content Safety and Spring AI

Learn how to use Azure Content Safety with Spring AI to detect harmful input and prevent unsafe messages from reaching your chat model.

April 28, 2025

by Tamas Kiss

· 3,669 Views · 1 Like

Why I Started Using Dependency Injection in Python

Learn how Dependency Injection (DI) in Python helps improve code structure, testing, and flexibility, using real-world examples and the dependency-injector library.

April 28, 2025

by Haymang Ahuja

· 5,382 Views · 1 Like

Building Data Pipelines With Jira API

Automate Jira workflows via API with Python: tickets on pipeline failures, JQL reports, and data sync. Start with failed transfers and expand to dashboards and testing.

April 28, 2025

by Saeed Ashif Ahmed

· 4,560 Views · 1 Like

Mastering Shift-Left: The Ultimate Guide to Input Validation in Jenkins Pipelines

Enhance Jenkins pipelines with shift-left input validation using a shared library—catch configuration errors early, boost reliability, and accelerate development.

April 28, 2025

by Bal Reddy Cherlapally

· 3,095 Views · 1 Like

Contextual AI Integration for Agile Product Teams

This article introduces Contextual AI Integration for agile product teams. Stop treating AI as a team member to “onboard;“ AI is a tool that requires context.

April 28, 2025

by Stefan Wolpers

CORE

· 4,575 Views · 2 Likes

Building Event-Driven Go Applications With Azure Cosmos DB and Azure Functions

Learn how to build serverless Azure Functions with Go, using Cosmos DB triggers and Azure OpenAI for generating embeddings in this step-by-step guide.

April 28, 2025

by Abhishek Gupta

CORE

· 3,084 Views

Clean Up Event Data in Ansible Event-Driven Automation

Clean and normalize event data in Ansible Event-Driven Automation (EDA) with the ansible.eda.dashes_to_underscores filter for smoother, more reliable automation.

April 25, 2025

by Binoj Melath Nalinakshan Nair

CORE

· 6,442 Views · 5 Likes

How to Build the Right Infrastructure for AI in Your Private Cloud

Build scalable infrastructure with GPUs for AI workloads, manage data pipelines efficiently, and ensure security and compliance.

April 25, 2025

by Siva Kiran Nandipati

· 6,062 Views · 2 Likes

Java's Quiet Revolution: Thriving in the Serverless Kubernetes Era

Java evolves for serverless Kubernetes with Quarkus and Loom, tackling microservices and events, with cold start hurdles but a strong future in cloud-native apps.

April 25, 2025

by Alok Tibrewala

· 8,952 Views · 3 Likes

CRDTs Explained: How Conflict-Free Replicated Data Types Work

Explore Conflict-free Replicated Data Types. Data structure designed to ensure that data on different replicas will eventually converge into a consistent state.

April 24, 2025

by Bartłomiej Żyliński

CORE

· 6,174 Views · 2 Likes

Why Testing is a Long-Term Investment for Software Engineers

Testing ensures quality, guarantees behavior, and enables safe refactoring—it's a long-term investment every serious software engineer should make.

April 24, 2025

by Otavio Santana

CORE

· 5,785 Views · 7 Likes

Auto-Instrumentation in Azure Application Insights With AKS

Demo of auto-instrumentation with App Insights on AKS: This article provides a demo of how to enable monitoring on applications without requiring code changes.

April 24, 2025

by Aritra Ghosh

· 4,193 Views

Apache Doris vs Elasticsearch: An In-Depth Comparative Analysis

Apache Doris excels in complex analytics with SQL support and high performance, while Elasticsearch is ideal for full-text search and real-time retrieval.

April 23, 2025

by Michael Hayden

· 4,831 Views · 2 Likes

The Role of AI in Enhancing DevOps Processes

AI’s your DevOps wingman—handles the dull crap, sniffs out issues early, and keeps things humming. Early alerts, slick CI/CD testing, and self-fixing systems, all in one.

April 23, 2025

by Sujai Krishna Vasudavan

· 4,273 Views · 1 Like

A Modern Stack for Building Scalable Systems

Dive into modern stack recommendations for building robust and scalable systems. This stack is agnostic and can be integrated into all programming languages.

April 23, 2025

by Bartłomiej Żyliński

CORE

· 8,838 Views · 2 Likes

The Latest Testing, Deployment, and Maintenance Topics