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C4: Container, Code, Cloud & Context

Designing intelligent systems, one layer at a time. ~ Nithin Mohan T K

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C4: Container, Code, Cloud & Context

Designing intelligent systems, one layer at a time. ~ Nithin Mohan T K

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Tag: data-engineering

Tips and Tricks – Use Embeddings for Semantic Search

Posted on December 15, 2025 by Nithin Mohan TK 10 min read

Implement semantic search using text embeddings for more relevant results than keyword matching.

Read more โ†’
Posted in Artificial Intelligence(AI), Emerging Technologies, Tips and TricksTagged AI, data-engineering, ETL, Machine Learning, ml, Semantic Search, SQL, Streaming, tips-and-tricks, Vector Database

Tips and Tricks – Use dbt for Maintainable Data Transformations

Posted on December 13, 2025 by Nithin Mohan TK 10 min read

Build modular, tested, documented data transformations with dbt.

Read more โ†’
Posted in Emerging Technologies, Tips and TricksTagged AI, Data Engineering, data-engineering, ETL, Machine Learning, ml, SQL, Streaming, tips-and-tricks

Tips and Tricks – Partition Large Tables for Query Performance

Posted on December 11, 2025 by Nithin Mohan TK 10 min read

Use table partitioning to dramatically speed up queries on large datasets.

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Posted in Emerging Technologies, Tips and TricksTagged Data Engineering, data-engineering, ETL, SQL, Streaming, tips-and-tricks

Tips and Tricks – Use Span for Zero-Allocation String Parsing

Posted on October 20, 2025 by Nithin Mohan TK 10 min read

Eliminate heap allocations when parsing strings by using Span for memory-efficient operations.

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Posted in Emerging Technologies, Tips and TricksTagged csharp, data-engineering, dotnet, ETL, Performance, SQL, Streaming, tips-and-tricks

Tips and Tricks – Implement Domain Events for Loose Coupling

Posted on November 14, 2024 by Nithin Mohan TK 10 min read

Use domain events to decouple components and enable reactive architectures.

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Posted in Emerging Technologies, Tips and TricksTagged AI, Architecture, data-engineering, Design Patterns, ETL, Machine Learning, ml, SQL, Streaming, tips-and-tricks

Tips and Tricks – Apply Strangler Fig Pattern for Legacy Migration

Posted on March 15, 2011 by Nithin Mohan TK 11 min read

Gradually replace legacy systems by routing traffic to new implementations incrementally.

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Posted in Emerging Technologies, Tips and TricksTagged Architecture, data-engineering, Design Patterns, ETL, SQL, Streaming, tips-and-tricks

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A developer blog exploring the intersection of code, cloud technologies, and the context that makes them meaningful. Sharing insights, tutorials, and perspectives on modern software development, cloud architecture, and the ever-evolving tech landscape.

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