Author name: Devraj Sarkar

Cybersecurity Architect | Cloud-Native Defense | AI/ML Security | DevSecOps

With over 23 years of experience in cybersecurity, I specialize in building resilient, zero-trust digital ecosystems across multi-cloud (AWS, Azure, GCP) and Kubernetes (EKS, AKS, GKE) environments. My journey began in network security—firewalls, IDS/IPS—and expanded into Linux/Windows hardening, IAM, and DevSecOps automation using Terraform, GitLab CI/CD, and policy-as-code tools like OPA and Checkov.

Today, my focus is on securing AI/ML adoption through MLSecOps, protecting models from adversarial attacks with tools like Robust Intelligence and Microsoft Counterfit. I integrate AISecOps for threat detection (Darktrace, Microsoft Security Copilot) and automate incident response with forensics-driven workflows (Elastic SIEM, TheHive).

Whether it’s hardening cloud-native stacks, embedding security into CI/CD pipelines, or safeguarding AI systems, I bridge the gap between security and innovation—ensuring defense scales with speed.

Let’s connect and discuss the future of secure, intelligent infrastructure.

Complete Guide to Snowflake Architecture: Layers, Data Flow, Security Features, Benefits, and Drawbacks

Complete Guide to Snowflake Architecture: Layers, Data Flow, Security Features, Benefits, and Drawbacks

Snowflake has transformed the landscape of cloud data warehousing, offering unparalleled flexibility, scalability, and performance. This guide breaks down the essential components of Snowflake’s architecture, explains its data flow and security features, and highlights its key benefits and potential challenges. Whether you’re a data engineer, architect, or business stakeholder, this article provides a definitive understanding […]

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Understanding-Azure-ExpressRoute-and-Virtual-WAN-A-Complete-Guide

Understanding Azure ExpressRoute and Virtual WAN A Complete Guide

In today’s cloud-first world, organizations need reliable, secure, and high-speed connectivity between their on-premises infrastructure and the Azure Cloud. Two key services from Microsoft Azure address this need: ExpressRoute and Virtual WAN. But what are they exactly? How are they different? Which one should you use for your business? This article explains conceptually and practically

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Data Analyst course in Kolkata with Azure Certification exam and project

In the modern, data-driven era, data analysts are essential for transforming raw data into actionable insights that drive business success. Are you searching for the best Data Analyst course in Kolkata that offers advanced training, hands-on projects, and preparation for the Microsoft Azure Certification exam? Look no further! This detailed guide explores everything you need

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Troubleshooting On-Premises Connectivity with Azure

Troubleshooting On-Premises Connectivity with Azure Cloud

When connecting your on-premises environment to Microsoft Azure, you rely heavily on VPN Gateways or ExpressRoute circuits. But what happens when that connection fails or performs poorly? In this detailed guide, we’ll explore common Azure connectivity issues, causes, and step-by-step troubleshooting solutions. We’ll also include a detailed table for quick reference — so you can

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What is the Difference Between GenAI and LLM?

What is the Difference Between GenAI and LLM?

What is the Difference Between GenAI and LLM? Hello, reader! Artificial intelligence (AI) is becoming a buzzword in every corner of our lives, from chatbots answering our customer support queries to tools generating unique artworks and music. In this article, we’re diving deep into two of the most exciting developments in AI today: Generative AI

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AI Jobs in 2025

7 Artificial Intelligence (AI) Jobs to Consider in 2025

The advancement of artificial intelligence (AI) continues to create unique and dynamic job roles across industries, reshaping the AI job market and expanding opportunities in sectors from healthcare to finance. As we approach 2025, companies are increasingly seeking skilled professionals to fill roles that capitalize on AI’s potential. Here, we delve into seven promising AI

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50 powerBi advanced MCQ wit answer

PowerBI Practice questions and answers.

Power BI is a powerful business intelligence and data visualization tool developed by Microsoft that enables users to connect, transform, and visualize data from a wide variety of sources. As organizations increasingly rely on data-driven decision-making, mastering Power BI’s advanced features has become crucial for analysts, data scientists, and business users alike. This set of

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Microsoft Entra External ID interview Questions

Azure Security Interview Questions with Answer on IAM

Azure Identity and Access Management (IAM) is a critical component of the Microsoft Azure ecosystem, designed to ensure secure access to resources and services within the cloud environment. For organizations using Azure, effective IAM practices are essential to maintaining security, ensuring compliance, and managing users, applications, and resources efficiently. Senior-level professionals in Azure IAM are

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What are different types of machine learning

What are the different types of machine learning?

Machine learning (ML) is a branch of artificial intelligence (AI) that enables computers to learn from data and make decisions or predictions without being explicitly programmed. By using algorithms to identify patterns and relationships within large datasets, machine learning models can improve their performance over time with experience. These models are capable of solving a

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