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Demystifying Terraform Graphs: Visualizing Your Infrastructure as Code 

As infrastructure grows in complexity, so does the need for clarity. That’s where Terraform graph command steps in — an often-overlooked yet powerful feature that helps engineers visualize their infrastructure dependencies.  Whether you’re debugging resource relationships or simply documenting your setup, it terraform graph can offer significant insights.  The terraform graph command generates a visual […]

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Scaling Jenkins Pipelines using Kubernetes Executors 

As modern DevOps practices evolve to meet the needs of dynamic software development lifecycles, Continuous Integration and Continuous Deployment (CI/CD) systems must scale efficiently. Jenkins, one of the most popular CI tools, can leverage Kubernetes to dynamically provision build agents, known as Kubernetes Executors, allowing teams to scale Jenkins pipelines on demand. This article dives

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Spring Boot Application and Web Socket

Introduction  In today’s digital landscape, real-time communication is essential for creating engaging and interactive web applications. Whether it’s live chat features, instant notifications, or collaborative tools, users expect seamless, event-driven experiences without constant page refreshes. Traditional HTTP protocols fall short for these scenarios because they are request-response based and unidirectional.  This is where WebSocket comes

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Deep Dive into Multitenancy Using Java Spring Boot  

What is Multitenancy?  Why Multitenancy?  With the growing demand for cloud-based applications, multitenancy has emerged as a preferred architecture. Here’s why:  Drawbacks of Multitenancy  Difference Between Multitenancy and Single-Tenancy  Feature  Multitenancy  Single-Tenancy  Cost Efficiency  Lower cost per tenant  Higher cost due to separate deployments  Resource Sharing  Shared infrastructure  Dedicated infrastructure per tenant  Security  Logical isolation 

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Quantum AI: Future of Intelligent Computing 

Key Points covered  Introduction  Artificial intelligence (AI) has already reshaped our world in ways we once thought impossible. From personalized recommendations on streaming platforms to self-driving cars and advanced medical diagnostics, AI is driving change across industries, transforming how we live, work, and interact with technology. However, as AI continues to evolve, it faces the

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AI-Augmented SQL & Code Generation: Supercharging Data Engineering Workflows 

Introduction  Data engineers typically spend 40–60% of their time writing, refactoring, and debugging SQL queries and ETL pipeline code. Time that could be spent designing architecture or extracting insights is often lost to repetitive boilerplate and performance tuning. Enter Generative AI — a transformative force reshaping the SQL and pipeline development lifecycle.  The Rise of

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Flink Stream Processing: A Beginner’s Guide 

Introduction to Flink Stream Processing What Is Flink? Apache Flink is an open-source, distributed framework for processing data in real time. It supports both streaming (unbounded) and batch (bounded) workloads through a unified API, making it ideal for modern data pipelines.   As data flows continuously from devices and applications, Flink enables developers to analyze it

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VictoriaMetrics — fast, cost-effective time-series storage for modern monitoring 

VictoriaMetrics is an open-source, Prometheus-compatible time-series database (TSDB) built for high ingestion throughput, efficient disk usage, and fast queries at scale. It ships as a single binary for small setups and as a horizontally-scalable cluster (with vminsert, vmstorage, vmselect) for large fleets, and it offers vmagent for advanced scraping/forwarding.  Why VictoriaMetrics?  If your observability platform

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AI in Cybersecurity: How Artificial Intelligence is Revolutionizing Cyber Defence 

Introduction  Cyber threats are evolving rapidly, making traditional security measures less effective. Artificial Intelligence (AI) is now a game-changer—enhancing real-time threat detection, anomaly analysis, and automated responses to protect your digital assets.  With cybercrime damages predicted to reach $10.5 trillion annually by 2025, organizations must adopt AI-driven security solutions to stay ahead. This document explores

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Revolutionizing HR Recruitment The Power of AI-Driven Voice

Introduction  In today’s fast-paced hiring landscape, HR professionals face the constant challenge of screening numerous candidates efficiently while ensuring high-quality hires. Traditional methods of initial screening, such as phone interviews and online assessments, can be time-consuming and resource intensive. Enter AI-driven voice applications which will be a game-changer in recruitment that leverages automation to streamline

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