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

Amazon Bedrock vs Amazon SageMaker: A Comprehensive Comparison
Compare AWS Bedrock and Amazon SageMaker for AI/ML development: discover features, use cases, scalability, and cost to choose the right platform for your needs.
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A Complete Guide To Databricks Pricing And Cost Management
Learn how to optimize Databricks costs with insights into its pricing structure. Understand key components like compute, storage, and cluster pricing to maximize your data engineering and machine learning projects.
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AWS Free Tier Explained: How to Maximize Benefits and Optimize Costs
Explore AWS Free Tier to access cloud services like EC2, Lambda, and S3 for free. Learn about pricing, usage limits, benefits, and cost optimization tips.
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AWS vs Azure vs GCP: Everything You Need to Know About GPU Instances
Discover a detailed comparison of GPU instances across AWS, Azure, and GCP. Analyze pricing, performance, and ideal use cases for AI, ML, and HPC workloads
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AWS Bedrock: A Complete Guide to AI Models, Pricing, and Integration with AWS Services
Learn about AWS Bedrock, its key features, pricing, use cases, and how it simplifies deploying foundation models for AI-driven applications like NLP and content generation.
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An Overview of AWS Load Balancers: Best Practices and Use Cases
AWS offers three types of load balancers - Application, Network, and Gateway- each optimized for specific use cases. Explore their features & performance metrics in our latest blog
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Azure Cloud Pricing Explained: A Complete Guide to Cost Estimation and Optimization
Learn how to effectively estimate and optimize Azure cloud costs with our comprehensive guide. Explore Azure VM pricing, SQL Database, Cosmos DB, AI services, and cost-saving strategies like Reserved Instances, Hybrid Benefit, and more.
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What You Need To Know About Azure Load Balancer?
Deep dive into Azure Load Balancer implementation: Advanced configurations, automation, security hardening, and disaster recovery strategies for enterprise deployments with our latest blog.
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Snowflake Pricing Explained: Models, Features, and Cost-Saving Tips
Learn everything about Snowflake pricing with this in-depth guide. Discover cost components, pricing models, cloud provider options, and strategies to optimize your Snowflake costs effectively.
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How OLTP, OLAP, and ETL Drive Modern Cloud Data Management
Explore the essentials of OLTP, OLAP, and ETL in cloud data management. This guide covers key features, differences, and best practices for efficient data processing, real-time analytics, and scalable cloud-based data solutions
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Infrastructure as Code (IaC): A Complete Guide to Modular Design, Compliance, and Monitoring
Explore the complexities, patterns, and best practices of Infrastructure as Code (IaC) to enhance reliability, efficiency, and security in cloud-native deployments.
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Redis vs Amazon ElastiCache: A Comprehensive Guide to Caching, Performance, and Scalability
Explore Redis and Amazon ElastiCache to boost app performance with caching strategies, optimization tips, and real-world use cases for seamless experiences
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