Category: Cloud
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Cloud Cost Forecasting and Budgeting That Survives Contact With Reality (Cloud FinOps Series, Part 8)
A forecast is a promise somebody has to keep, and a budget is the money that backs it. Here is how to build one that holds, how accurate it has to be, and why you should alert on forecast rather than actual.
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Cloud Cost Reporting That Drives Action (Cloud FinOps Series, Part 7)
Most cloud cost reports are read once and then ignored. Here is what a report has to contain, who it has to reach, and the four numbers that tell you whether anyone is actually acting on it.
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Showback vs Chargeback and Which One Your Organisation Can Actually Run (Cloud FinOps Series, Part 6)
Chargeback is not the graduation ceremony for showback. It is a different contract with your finance team, with prerequisites most cloud practices have not met. Here is how to tell which one you can run this year.
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Cloud Tagging and Cost Allocation That Actually Holds Up (Cloud FinOps Series, Part 5)
Tags are the primary key of your entire cost model, and they only work forward in time. Here is how to design a tag schema, enforce it at creation, and handle the spend that will never carry a tag.
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How to Read a Cloud Bill on AWS, Azure and GCP (Cloud FinOps Series, Part 4)
The invoice is a summary you cannot act on. The billing export is the real dataset, and it uses four different numbers all called cost. Here is how to read both on AWS, Azure and GCP.
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FinOps Framework Principles, Personas and Phases Explained (Cloud FinOps Series, Part 3)
The FinOps Framework is not a maturity checklist you work through once. It is a set of principles, personas, domains and a three phase loop you run continuously, and knowing which piece to reach for is most of the skill.
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Why Cloud Cost Behaves Differently From Every Other IT Budget (Cloud FinOps Series, Part 2)
Cloud cost is not a budget line, it is the output of thousands of small engineering decisions made by people who never see a bill. Here is the mental model that makes the rest of FinOps make sense.
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What FinOps Actually Is, and What It Is Not (Cloud FinOps Series, Part 1)
FinOps is not a cost cutting project and it is not a dashboard. Here is the actual definition, the three phases, the six principles, and the one thing to build first.
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What the Cloud Actually Means (Cloud for Beginners, Part 1)
The cloud is just computers you rent over the internet instead of buying. A plain-English start for freshers, with everyday analogies, a worked cost example, and the five traits that define cloud computing.
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How to Land Your First Cloud Job: Resume, Certs and Interviews (Cloud for Beginners, Part 18)
A practical fresher playbook for getting your first cloud job in 2026: which certification to pick, how to build a resume project, and how to answer the interview questions that actually decide the offer.
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How to Build Cloud Skills for Free: Free Tiers and Labs (Cloud for Beginners, Part 17)
Learn real cloud skills for free in 2026 with the AWS, Azure and Google Cloud free tiers and free labs, and set up the budget alerts that keep you from a surprise bill.
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Public, Private, Hybrid and Multicloud Explained (Cloud for Beginners, Part 16)
Public, private, hybrid and multicloud explained in plain English for freshers, with a real egress cost example and the interview question that always comes up.
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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