Notes from the engineering desk.
Opinionated, evidence-led writing on the systems we build — AI engineering, cloud and FinOps, modernization, and architecture.

OpenStack vs. Kubernetes: Why You Probably Need Both?
OpenStack builds the cloud; Kubernetes runs the apps. Learn the key differences, explore real-world architectures, and decide on the right stack for you.
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AWS Compute vs EC2 Instance Savings Plans Comparison
Compare AWS Compute vs EC2 Instance Savings Plans. Understand discounts, flexibility, risk, and choose the right commitment.
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AWS Standard vs Convertible Reserved Instances: How to Choose
Compare Standard vs Convertible Reserved Instances on AWS. Understand pricing, flexibility, and choose the commitment that fits your workloads.
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Azure Elastic SAN: Scalable Cloud Storage for Modern Workloads
Discover how Azure Elastic SAN delivers scalable, secure, and high-performance storage for modern workloads, with best practices and deployment insights.
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What Is Azure Operator Nexus? The Hybrid Cloud Revolution for Network Operators
Learn how Azure Operator Nexus enables telecom operators to build, scale, and secure 5G-ready hybrid cloud infrastructures efficiently.
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Simplifying Kubernetes Management with Azure Arc
Simplify Kubernetes management across clouds with Azure Arc centralized governance, GitOps, and policy control for hybrid environments.
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AWS DataZone: Modernizing Enterprise Data Governance
Discover how AWS DataZone transforms enterprise data governance with metadata-driven cataloging, secure sharing, and federated collaboration.
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Understanding Amazon Titan: Large Language Models for AWS
Understand Amazon Titan LLMs on AWS Bedrock: enterprise-ready models for text, embeddings, image AI, semantic search, and responsible generative AI workflows.
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AWS App Runner vs Elastic Beanstalk vs ECS: When to Use Each
Compare AWS App Runner, Elastic Beanstalk, and ECS. Learn key differences, use cases, and decision factors to choose the right service for your needs.
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Optimizing Costs in PaaS: Hidden Charges You Didn’t Account For
Discover hidden PaaS costs and learn strategies to forecast, manage, and reduce cloud spend effectively.
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What is AWS PrivateLink? Architecture, Use Cases, and Design Considerations
Explore AWS PrivateLink: secure, private connectivity for your VPCs, services, and SaaS apps with high availability and simplified network architecture.
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Using AWS Nitro Enclaves for Data Isolation in High-Security Environments
Isolate your data from the cloud provider with AWS Nitro Enclaves. Understand the architecture, benefits, and best practices for building secure applications.
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