Category: Tech Notes
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Case Scenario: Designing VMware Cloud Foundation Under Network Constraint – What’s your thoughts as Solution Architect?
Problem Statement A leading financial institution in Southeast Asia is undergoing a large-scale infrastructure transformation to modernize its private cloud platform and improve service delivery for mission-critical banking applications. The organization has been a long-time user of VMware technologies and currently operates a highly virtualized environment supporting thousands of virtual machines across core banking, digital…
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SRE Concepts You Must Need to Know – SLI, SLO, SLA, Error Budget, Golden Signals
In modern Site Reliability Engineering (SRE), metrics are more than just numbers — they represent trust between systems, users, and teams.Whether you manage a global SaaS platform or an on-prem VMware private cloud, understanding SLI, SLO, SLA, and Error Budgets is the foundation for measuring reliability in a scientific, data-driven way. In this post, I’ll…
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VMware Private AI Foundation in VCF 9: Everything You Need to Know (FAQs)
Category Question Answer Deployment & Infrastructure What kind of infrastructure is required to run VMware Private AI on-premises? VMware vSphere / VCF 9 clusters with NVIDIA GPUs (Blackwell GPUs recommended for high-performance AI workloads). Deployment & Infrastructure Can it run on existing VMware vSphere clusters or do we need new hardware? Yes, it integrates with…
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How VMware Private AI Foundation with NVIDIA in VCF 9 is Changing Enterprise AI
A few months ago, I was working with a customer who was running critical workloads on VMware on-premises. They were already using AWS internally for a GenAI chatbot, but now they wanted to expand AI use cases to predict and remediate infrastructure issues, including agentic AI solutions. The challenge? They didn’t want to rely on…
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What is VMware Data Services Manager (DSM) in VCF 9?
In simple terms, DSM is like a self-service database platform for your data center. Developers can request databases, IT stays in control, and everything runs on VMware Cloud Foundation 9. You can spin up PostgreSQL, MySQL, MariaDB, and even SQL Server (in tech preview), all from a single interface. Imagine being able to give your…
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Zero Downtime for AI Workloads: How VCF 9 Transforms vMotion for AI/ML Environments
Imagine this, your GPUs are crunching away at massive models, everything looks good… and then the dreaded email arrives from IT: “We received a critical patch for ESXi and need to patch the host tonight. Please stop your workload, as there will be slight downtime for heavy workload based VMs during this activity.” Stopping wasn’t…
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How VMware Runs Just ~1% Slower Than Bare Metal in VCF 9 (And Why That’s Amazing)
During one of the migration projects, I was doing workshop sessions with Modern Apps team, and they were pushing hard for bare-metal servers, instead of running on Virtual environment.Their argument was simple: “Virtual machines are slower. We need maximum performance for AI and analytics. Should we really migrate our applications on virtualization platform!” At that…
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An Explanation – How NSX Enhanced Data Path Gives you the 3x Boost in VCF 9?
Let’s start with one of the real time examples I faced in past, I was working with a company that was struggling with slow application performance inside the data center. Business had grown, the number of workloads had tripled, and our users were constantly complaining: “Why does this app take forever to load?”“Why is our…
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What is Ollama? A Simple explanation to understand!
Artificial Intelligence might sound complicated, but tools like Ollama are making it simple for everyone. Imagine having a smart personal assistant that can answer questions, help you write, or even solve problems, right on your own computer. That’s what Ollama does! Usually, AI tools like ChatGPT live in the cloud. That means your questions and…
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What is Ollama? A Simple explanation to understand!
Artificial Intelligence might sound complicated, but tools like Ollama are making it simple for everyone. Imagine having a smart personal assistant that can answer questions, help you write, or even solve problems, right on your own computer. That’s what Ollama does! Usually, AI tools like ChatGPT live in the cloud. That means your questions and…
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How HCL BigFix AEX is Changing the Way Employees Get IT Help — Fast and Easy! – A Generative AI Solution
Let’s be honest — we’ve all faced those frustrating moments waiting on hold for IT support or trying to get help with tech issues at work. What if I told you there’s a smarter way to fix problems and get answers without waiting or calling anyone? Enter HCL BigFix AEX, a cool new AI-powered assistant…
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How vSAN ESA Global Deduplication in VCF 9 Cuts Storage TCO by 34%?
If you’ve ever run out of storage space in your data center or just paid the bill for another batch of SSDs, you know how costly scaling storage can be. But with VMware Cloud Foundation (VCF) 9.0, a new feature called vSAN ESA Global Deduplication is changing the storage game. And it’s not just a…
Architect’s Toolkit
PJ’s Tools
VMware Cloud Foundation
- VCF Documentation
- VCF 9 Planning & Preparation Workbook
- VCF Bill of Materials (BoM)
- VMware Compatibility Guide
- VMware Interoperability Matrix
- VMware Configuration Maximums
- VMware Ports & Protocols
- VMware Hands-on Labs
- RVTools Download
Nutanix
AI & Cloud-Native Platform
- NVIDIA Build (Model Catalog)
- NVIDIA AI Enterprise Reference Architecture
- NVIDIA NIM Performance Benchmarking
- NVIDIA NGC Catalog
- NeMo Microservices Helm Chart
- Helm Charts Repository
- Hugging Face Models
Architecture & Design
About the Author

Dr Pranay Jha
Dr. Pranay Jha is a Cloud and AI Consultant with 18+ years of experience in hybrid cloud, virtualization, and enterprise infrastructure transformation. He specializes in VMware technologies, multi-cloud strategy, and Generative AI solutions. He holds a PhD in Computer Applications with research focused on Cloud and AI, has published multiple research papers, and has been a VMware vExpert since 2016 and a VMUG Community Leader.
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