Mythili Sivakumar, Author at Whizlabs Blog

aws generative ai developer certification guide

AWS Generative AI Developer Certification 2026 Guide

Amazon Web Services / By Mythili Sivakumar

AWS Generative AI Developer Certification 2026: Exam Guide, Cost, Syllabus & Career Scope The AWS Generative AI Developer certification bridges the gap between a Foundation Model and real-world business applications. It enables a professional to build and scale a GenAI application to match the organisational requirements. The public release of ChatGPT led to the massive boom of Generative AI in 2022. Since then, companies have been continuously adopting and refining AI applications to improve productivity and reduce costs. It has proved to be so beneficial that approximately 66% of organisations have shown profits. But paying continuous fees to third-party AI-enabled […]

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AWS CLF-C02 Cloud Practitioner Study Plan: 2 vs 4 vs 6 Weeks

Cloud Computing / By Mythili Sivakumar

AWS CLF-C02 Cloud Practitioner Study Plan: 2 vs 4 vs 6 Weeks It seems easy to prepare for the AWS Cloud Practitioner exam until you actually begin. When you visit the AWS website, you are immediately presented with more than 200 services, numerous learning pathways, and conflicting study guides. According to some, you can pass in a week. While a few people advise months of planning. But, what’s the actual time required? Furthermore, this blog will help you choose the best study plan for taking up the CLF-C02 exam. If you have any questions like, How long does it take

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hashicorp terraform associate hctao-004 preparation guide

HashiCorp Terraform Associate 004 Preparation Guide 2026

Hashicorp / By Mythili Sivakumar

HashiCorp Terraform Associate 004 Preparation Guide 2026 The checkpoint to pass your Terraform Associate certification is understanding lifecycle behaviours rather than just memorising commands. Here is your complete guide to preparing for your HashiCorp Terraform Associate 004 Exam. You’ll learn what changed from 003, who the exam is for, and how to prepare using the official learning path and hands-on resources. So, let’s dig in! Why is there a high demand for Terraform Certification in 2026? In 2026, IaC (Infrastructure as Code) isn’t just for optimisation; it has gone beyond. They appear as an operating system for cloud teams. Enterprises

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AWS AI career path for developers in 2026

Developer to AI Engineer: AWS AI Career Path for 2026

Amazon Web Services / By Mythili Sivakumar

Developer to AI Engineer: AWS AI Career Path Among ‌ different companies, AWS is leading the transformation in which Artificial Intelligence has gone from being a buzzword to a business backbone. While developers have been the creators of code for a long time, AI engineers are now becoming the creators of intelligence. This change for developers raises one big question in their minds: “How can I transform my current coding and cloud skills into AI skills?“ The solution to this problem is to use Amazon Web Services AI and ML tools, to have a good understanding of data-driven architecture, and

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How to Prepare for SAP-C02 After AWS Associate?

Cloud Computing / By Mythili Sivakumar

If you’re already AWS Associate-certified, the next logical step is the SAP-C02 Professional exam. It’s one of the smartest career upgrades you can make today. This certification proves you can design and manage enterprise-level cloud systems, not just deploy individual services. Moving from Associate to Professional isn’t simply “more learning.” It’s a complete shift in how you think about AWS architectures. You begin focusing on the bigger picture multi-account setups, enterprise governance, automation, security at scale, and cost-efficient design. In this guide, I’ll walk you through a simple, practical roadmap to move from AWS Associate level to AWS Solutions Architect

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Complete Overview of Microsoft AB-900, AB-730, AB-731, AB-100

Cloud Computing / By Mythili Sivakumar

AI is unavoidable today, from managing simple day-to-day tasks to automating, analysing, and managing enterprise performance management. It’s hard to pass on, and companies today also realise they need AI, and can’t get over the reality that not many people actually know how to design, deploy or govern it. And this has led to more interesting things happening, the era of Agentic AI, where systems don’t just answer questions, but act, and provide reasoning. It also takes a step ahead to collaborate with other agents to run processes end-to-end. Multi-agent orchestration is the spinal cord for businesses to automate, as

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Step by step guide to prepare AWS AIF-C01 in 2025

Step-by-step guide to prepare AWS AIF-C01 in 2026

Cloud Computing / By Mythili Sivakumar

Want to start your journey in AI and cloud with AWS? The AWS Certified AI Practitioner (AIF-C01) certification is designed for beginners to learn the basics of artificial intelligence, machine learning, and generative AI, using tools like Amazon Bedrock and Amazon SageMaker. In this step-by-step guide, you’ll find a practical roadmap to prepare for the AIF-C01 exam in 2025, complete study plans, resources, and expert tips to pass confidently on your first attempt. What You’ll Learn in This AWS AIF-C01 Certification Guide Efficient ways to prepare for AWS AIF C01 Study resources to hands-on practice Weekly study plan and actionables

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7 Reasons to Get Scrum Master Certification in 2025

Cloud Computing / By Mythili Sivakumar

Organisations across revolutionary industries today focus on embracing agile practices that contribute to delivering fast, smarter and more effective solutions. With Scrum master certification, it not only validates an individual’s expertise in agile frameworks, but it also goes beyond that, boosts career growth, leadership opportunities and credibility in the market. Putting it all together makes it a year in this professional year. Let us also discover other reasons and avenues where CSM contributes. Top 7 Reasons to Get CSM Certified in 2025 These are the few reasons that make CSM certification a valuable investment for professionals aiming to thrive in

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Top Microsoft Azure Courses to Learn in 2025

Microsoft Azure / By Mythili Sivakumar

In this blog, let us discuss the importance Azure plays in the market, and what the top Microsoft Azure courses are to learn now. We will get to know how Azure is marking its arc in the demanding AI world, alongside different courses, opening doors to various opportunities. Top Microsoft Azure Courses to Learn in 2025 Here is the list of top Microsoft Azure Courses to learn and get certified before 2025. We have highlighted the course deliverables, target skills, market demand, and a detailed comparison table. 1. AZ-900: Microsoft Azure Fundamentals The first step is for any beginner and

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Top Cloud Computing Courses to Learn in 2025

Cloud Computing / By Mythili Sivakumar

In this blog, let us explore what are the Top cloud computing courses to learn in 2025 and how they contribute to upskilling your career for better growth and opportunities. Let’s get started. Highly Competitive Cloud Marketing 2025 The 2024 LinkedIn report clearly reveals that 7 out of 10 cloud-related job listings make an explicit claim for certifications or demonstrable hands-on experience with platforms like AWS, Azure, or Google Cloud. In the competitive ecosystem, cloud skills are inevitable in the process of hiring for any tech role. And the market is expected to reach $800 billion soon. Employers are looking

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Author name: Mythili Sivakumar