The Data Backpack Approach


About Me.
I’m Eka, a data engineering specialist for small businesses and mature startups.
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My approach is centered around ‘lean data’—what I call the 'data backpack approach.' focusing only on what’s essential and avoiding anything unnecessary.
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For the past few years, I’ve been working on credit and finance projects across Africa and the Middle East.
Here are some of the recent projects I’ve worked on:
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Audit of a startup’s data and architecture using AWS Well-Architected Framework
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Validation of data submitted by banks to ensure accuracy
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Setting up the basic data stack using Mage AI, dbt, Redshift and Tableau reports
My Approach.
I help organisations become more profitable and productive by using their data more effectively. My approach focuses on three areas:
1. Fixing Bad Data
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Clean Data Processes: I build simple processes to clean and standardise your data, ensuring you work with accurate information.
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Root Cause Fixes: I identify and correct the underlying issues that cause data errors.
2. Optimising Your Organisation
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Automated Data Integration: I design data pipelines to ensure a smooth and continuous flow of data and its storage in the optimal storage solution.
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Scalable Systems: I help choose and set up technology that grows with your business while keeping things simple.
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Practical Tech Advice: I provide straightforward recommendations on tools and systems that fit your current needs and future goals.
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3. Reporting and Dashboards
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Clear Dashboards: I create dashboards and reports that show your business performance.
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Customized Reporting: I set up reporting systems tailored to your needs, making it easy to track key metrics and spot trends.
How I can help.
Data Operations Audit
This audit focuses on identifying inefficiencies in your current data operations, including storage, transformation processes, and reporting workflows.
I assess your data pipeline performance, uncover bottlenecks, and recommend actionable improvements to reduce operational friction and improve productivity.
Essential Data Infrastructure
I design and implement tailored data solutions, whether you need a data lake, a warehouse, or a hybrid approach.
I can help:
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Define the right data architecture for your current and future needs
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Set up essential reporting dashboards for key metrics
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Implement efficient data pipelines and transformation layers