The Data Backpack Approach


About Me.
I’m Eka, a data engineering specialist for small businesses and mature startups.
My approach is centered around ‘lean data’—what I call the 'data backpack approach.' focusing only on what’s essential and avoiding anything unnecessary.
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.
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