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

Deep Dive into AWS Database Migration Service (AWS DMS)
Explore the core features, components, and best practices for AWS DMS to streamline your migration strategy.
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Getting Started with Amazon Kinesis for Real-Time Data
Explore Amazon Kinesis services, architecture, use cases, and best practices for real-time data streaming and analytics on AWS.
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Amazon DataZone: Transforming Modern Data Management
Unlock the full potential of your data assets with Amazon DataZone's comprehensive management and discovery features.
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Google Cloud IAM: Role Hierarchies Explained
Understand Google Cloud IAM role hierarchies, from basic to custom roles, and learn how permissions and access are structured in GCP.
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Top 7 KPIs to Track for Cloud Cost and Performance Optimization
Start tracking these top 7 KPIs for cloud cost optimization and performance improvement. Simple steps for significant savings.
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Azure Synapse vs BigQuery: Cloud Data Warehouse Showdown
Compare Azure Synapse and BigQuery in depth—architecture, performance, pricing, and use cases to help choose the right cloud data warehouse for your needs.
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Amazon Bedrock vs Azure OpenAI vs Google Vertex AI: An In-Depth Analysis
Compare Amazon Bedrock, Azure OpenAI, and Google Vertex AI in terms of features, pricing, and integration to make an informed decision with our blog.
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GitHub Actions vs AWS CodePipeline: A Comprehensive Comparison
Explore the key differences between GitHub Actions and AWS CodePipeline, covering configuration, deployment, performance, and more to guide your decision.
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Top 7 Machine Learning Models That Run Faster on TPUs
Explore 7 ML models that consistently perform better on TPUs, with insights on speed and practical implementation.
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