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Culture and Methodologies
Agile Career Development Methodologies Team Management
Data Engineering
AI/ML Big Data Data Databases IoT
Software Design and Architecture
Cloud Architecture Containers Integration Microservices Performance Security
Coding
Frameworks Java JavaScript Languages Tools
Testing, Deployment, and Maintenance
Deployment DevOps and CI/CD Maintenance Monitoring and Observability Testing, Tools, and Frameworks

Generative AI has transformed nearly every industry. How can you leverage GenAI to improve your productivity and efficiency?

SBOMs are essential to circumventing software supply chain attacks, and they provide visibility into various software components.

The Latest Testing, Deployment, and Maintenance Topics

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Can You Run a MariaDB Cluster on a $150 Kubernetes Lab? I Gave It a Shot
Alejandro Duarte tests a MariaDB Galera cluster on a budget Orange Pi Kubernetes setup, tuning settings for resource limits and confirming successful replication.
May 21, 2025
by Alejandro Duarte DZone Core CORE
· 13,287 Views · 3 Likes
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Driving DevOps With Smart, Scalable Testing
DevOps thrives on fast, reliable releases — and that means better testing. Automation across APIs, code, and E2E flows helps catch bugs early and ship confidently.
May 21, 2025
by Dima Kramskoy
· 3,146 Views
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Next Evolution in Integration: Architecting With Intent Using Model Context Protocol
Model Context Protocol (MCP) introduces a design-first approach to integration, enabling intelligent, context-aware connectivity in distributed systems.
May 20, 2025
by Pradyumna Amasebail Kodgi
· 3,241 Views · 2 Likes
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Building Reliable LLM-Powered Microservices With Kubernetes on AWS
This article explores how to design, build, and deploy reliable, scalable LLM-powered microservices using Kubernetes on AWS, covering best practices for infrastructure.
May 20, 2025
by Rajarshi Tarafdar
· 4,634 Views · 2 Likes
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Tired of Spring Overhead? Try Dropwizard for Your Next Java Microservice
You'll learn how to set up your first Dropwizard project, create a RESTful API, and run it with an embedded Jetty server — all using minimal boilerplate.
May 20, 2025
by Mohit Menghnani
· 5,706 Views · 5 Likes
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How Kubernetes Cluster Sizing Affects Performance and Cost Efficiency in Cloud Deployments
Learn how Kubernetes cluster sizing impacts performance and cost efficiency. Learn best practices for optimal resource management and cloud deployment success.
May 20, 2025
by Hitesh Jodhavat
· 4,805 Views · 1 Like
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How to Ensure Cross-Time Zone Data Integrity and Consistency in Global Data Pipelines
Managing data across time zones requires using UTC for consistency, applying correct time zone conversions, and handling DST transitions carefully.
May 19, 2025
by Srinivas M
· 2,882 Views · 1 Like
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Metrics at a Glance for Production Clusters
Cut through the complexity and spotlight the essential metrics you need on your radar to quickly detect and address issues in production Kubernetes clusters.
May 19, 2025
by Ruturaj Kadikar
· 3,580 Views · 2 Likes
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AI-Driven Test Automation Techniques for Multimodal Systems
Learn how AI-powered test automation improves reliability and efficiency in multimodal AI systems by addressing complex testing challenges effectively.
May 19, 2025
by Gaurav Sharma
· 2,039 Views · 4 Likes
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Infrastructure as Code (IaC) Beyond the Basics
IaC has matured beyond basic scripting to offer scalable, secure cloud ops with reusable modules, testing, policy-as-code, and built-in cost optimization.
May 16, 2025
by Neha Surendranath
· 4,415 Views
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Unit Testing Large Codebases: Principles, Practices, and C++ Examples
This guide shares best practices for writing scalable unit tests in large C++ codebases, covering dependency injection, Google Test, and Google Mock.
May 16, 2025
by Smarth Behl
· 3,342 Views · 2 Likes
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The Full-Stack Developer's Blind Spot: Why Data Cleansing Shouldn't Be an Afterthought
Full-stack developers often focus on clean code but neglect clean data, leading to performance issues, security vulnerabilities, and frustrated users.
May 16, 2025
by Farah Kim
· 3,284 Views · 2 Likes
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Debugging With Confidence in the Age of Observability-First Systems
Test Automation supports observability-first teams by enabling faster defect triage, smarter debugging and resilient deployments in complex environments.
May 16, 2025
by Harini Shankar
· 1,921 Views
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Accelerating Debugging in Integration Testing: An Efficient Search-Based Workflow for Impact Localization
Parallelized 5-Point Adaptive Search boosts debugging in CI/CD by rapidly finding failing builds using parallelism and early test result analysis.
May 16, 2025
by Arun Vishwanathan
· 2,469 Views · 1 Like
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Data Quality: A Novel Perspective for 2025
New testing techniques, smarter anomaly detection, and multi-cloud strategies are improving data reliability. Advanced tools are revolutionizing data quality management.
May 16, 2025
by Srinivas M
· 2,894 Views · 1 Like
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AI-Driven Root Cause Analysis in SRE: Enhancing Incident Resolution
This article examines how AI is transforming root cause analysis (RCA) in Site Reliability Engineering by automating incident resolution and improving system reliability.
May 16, 2025
by Nikhil Kapoor
· 3,984 Views · 5 Likes
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AWS to Azure Migration: A Cloudy Journey of Challenges and Triumphs
Migrating from AWS to Azure isn’t a simple swap — it needs planning, testing, and adaptation, from cost benefits to Microsoft integration.
May 15, 2025
by Abhi Sangani
· 4,380 Views
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Integrating Google BigQuery With Amazon SageMaker
This guide explains how to connect Google BigQuery to Amazon SageMaker Studio using Data Wrangler for real-time machine learning.
May 15, 2025
by Shamnad Mohamed Shaffi
· 4,702 Views · 1 Like
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Detection and Mitigation of Lateral Movement in Cloud Networks
Learn how hackers bypass lateral movement detection, their advanced techniques, and practical strategies like microsegmentation and AI to secure your network.
May 15, 2025
by Tanvir Kaur
· 5,241 Views · 1 Like
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Optimizing Integration Workflows With Spark Structured Streaming and Cloud Services
Learn how Spark Structured Streaming and cloud services optimize real-time data integration with scalable, fault-tolerant workflows for modern applications.
May 15, 2025
by Bharath Muddarla
· 6,760 Views · 2 Likes
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