Data Victims
Sailing Data From Chaos to Clarity
Production data platforms, built end to end.
Learn them from our guides, prepare with our mock interviews, or hire us to build yours.
From Chaos to Clarity
Guides and interview prep for engineers, and the same hands on engineering for your business. Everything we teach, we have built and run ourselves.
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Build It. Then Ace the Interview.
14 project guides built from working systems and 15 mock interview guides with every answer worked through. Every company in them is fictional, every number is real.
Project Guide
UrbanKart
Build a full Azure retail data platform, from source tables to a Power BI report.
Build a complete Azure lakehouse for UrbanKart, a fictional online retailer. Data Factory pipelines, a medallion lake on ADLS, Databricks with Unity Catalog, and a ready built Power BI report on top.
What you get
- Step by step build guide (Word), Azure Portal click paths
- SQL scripts for the source database and the Bronze extract
- Data Factory pipeline JSON, ready to import
- Databricks notebooks for Silver and Gold
- Synthetic data generator plus ready made CSV files
- Ready built Power BI report project
- Cost notes and teardown steps
- Overview slide deck
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Tools We Work With
The platforms teams actually hire for, used across our guides and client work. Hover a logo to see where we use it.
The tools behind every build.
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Latest from the Channel
Full builds, cloud setup walkthroughs and real mock interviews, straight from YouTube.
Meet the Team
Three engineers who build, secure and ship data platforms for a living, and write down every step.
“I don't just move data. I make it talk, perform, and drive decisions.”
I'm a Senior Data Engineer who builds and ships production systems for real companies across the UK, South Africa, the Middle East, and Pakistan. Smart pipelines, powerful models, clean medallion architectures: data that lands where it should, fast, secure, and ready for action.
From SQL wizardry to Python spells, cloud platforms to APIs, I play with it all. Data Victims is where I take everything I've learned shipping real systems and turn it into builds you can follow end to end: real architecture, real problems, real fixes, nothing skipped.
Tech keeps changing. I keep learning. And no matter the tool, I get the job done.
“Give me messy data and a real problem. I'll give you something a business can run on.”
I'm a Data and AI Engineer who builds end to end data projects across Azure, Google Cloud, Snowflake and Databricks: ingestion, lakehouses, dbt models, orchestration, and the reports people actually use. More and more, that includes AI in production too: RAG, predictive models and agents with a human in the loop.
At Data Victims I build and write many of our project guides, so every step you follow has been run for real, and I help run our mock interviews.
New tool, new cloud, new problem. I'll figure it out and write down how.
“Good data security is invisible. The right people get in, and nobody else does.”
I'm a Cyber Security Engineer focused on data. I secure data platforms end to end: who can see what, how it's encrypted, where the keys and secrets live, and what happens the moment something looks wrong. Access control, masking, row and column level security, audit trails and incident response, across Azure, AWS and Google Cloud.
At Data Victims I build the security side of our projects, from an AI firewall that stops a hijacked chatbot to a watchdog that catches a stolen login quietly exporting data. I also run our mock interviews for data and security roles.
I'd rather build security in on day one than patch it on day ninety.
Let's Build It Together
From a one hour consulting call to a fully delivered data platform. Bring us the problem, we will bring the plan.
Tell us about your data problem. We'll tell you honestly if we can fix it.