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Usman Ashraf

Author

Usman Ashraf

Principal Data Architect

Usman Ashraf is a Principal Data Architect at Data Prism, where he helps growing businesses turn messy data into clarity and action. He builds resilient data systems that scale — and over seven-plus years as a senior data engineer he has scaled startup and SME data infrastructure from $1M to $100M ARR. Most notably at GrabJobs, where he built AI-driven job-application automation, and Committed Coaches, where he built the operational data and AI systems running a 1,000-member sales team.


His path into data is unusual. After a B.Sc. in Electrical Engineering at NUST in Pakistan, he won a Fulbright Scholarship to Georgia Tech, where he completed a Master's in Bioengineering — moving fluently between biology, business, and code. That cross-disciplinary instinct still shapes how he scopes a problem: understand the underlying mechanic first, then build the smallest thing that produces signal.


At Data Prism he focuses on the work that compounds for clients: production-grade web scrapers, cloud architecture on AWS, AI integration, and automation that removes operational drag. He writes about pricing, performance, cost optimisation, and the engineering decisions behind every engagement.

Featured reads

  • dbt Fusion vs dbt Core: A Complete, No-BS Comparison for Modern Data Teams (2025)
    ComparisonsdbtSnowflake
    Usman Ashraf · Dec 5, 2025

    dbt Fusion vs dbt Core: A Complete, No-BS Comparison for Modern Data Teams (2025)

    The analytics engineering ecosystem has been shaped for years by one tool: dbt Core.It defined a new way of building data pipelines — modular SQL, version-controlled transformations, in-warehouse processing, and a shared

  • How to Estimate Snowflake Cost?
    SnowflakeSnowflake Cost
    Usman Ashraf · Mar 12, 2025

    How to Estimate Snowflake Cost?

    Learn how Snowflake charges for compute, storage, and data transfer and simple ways to estimate your monthly cost and avoid billing surprises.

  • What is Data Lake Testing? Complete Strategy and Checklist
    Data Lake TestingData OperationsData Quality
    Usman Ashraf · Oct 31, 2025

    What is Data Lake Testing? Complete Strategy and Checklist

    Every company today handles huge amounts of data from customer details and sales numbers to sensor readings and social media posts. But if this data is not tested properly, it can quickly turn into a messy “data swamp” t

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