I’m Ahmad Muhammad, a data engineer applying mathematics and software principles to solve real-world problems using data. I consider myself a tool-agnostic engineer.
Theory comes first. Implementation is usually the easy part.
I believe that theory and abstract science should always come first, and implementation is often the easiest part. This is especially true with many data solution companies creating tools with great user experiences to attract the community's attention.
Nothing here yet.
Jun 8, 2025 · 15 min read · Data quality auditing is a process of ensuring that data is fit for a given purpose. Poor data quality results in wrong business decisions and might decline corporate performance. some of these metrics are: MetricDescriptionFormula Completenes...
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Jun 6, 2025 · 9 min read · When I first started with dbt, I couldn't understand the idea behind running SQL on top of {Jinja} templates or why they would reinvent the wheel when we already have Python, Jinja, and other tools to orchestrate SQL files. In reality, dbt is designe...
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