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AWS Data Engineering Case Studies

20 engineering case studies across data, AI, automation and analytics, each with the problem, the architecture, and the numbers that moved.

Full StackDelivered

VIP Music Beats

A full-stack beat marketplace & producer portfolio

A web platform that doubles as a store and portfolio for hip-hop beats and instrumentals. Producers upload and manage tracks while listeners discover,…

3producer · listener · admin
Next.jsReactFastAPIPostgreSQL
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EGO

Gamified restaurant engagement that turns diners into reviewers

A full-stack SaaS platform that boosts restaurant-customer engagement through gamified experiences. QR codes and a Wheel of Fortune reward diners for…

96%2.5K+ users
Next.jsReactFastAPIPostgreSQL
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Industries

Which sectors I build for

The same AWS data-engineering playbook, applied to the realities of each industry and backed by the case studies above.

Banking & Financial Services

Data warehouse migrations, regulatory reporting and risk analytics for retail banks, payments processors and financial-services groups. Recent work includes a tier-1 bank Sybase-to-Redshift migration and a delta-lake platform that unlocked $2M+ in revenue.

Utilities & Energy

Lakehouse modernisation and operational analytics for national water, wastewater and energy utilities, cutting data-platform operating cost in half while letting analytics scale to demand.

Aviation & Aerospace

Pipeline and RFQ-operations automation for aerospace-logistics and parts suppliers, turning a five-hour manual quoting backlog into sub-15-minute automated quotes on AWS.

Consumer Goods & Retail

Distributor sales-and-stock ETL, data homologation and real-time analytics for FMCG and retail brands, including hands-off SFTP-to-analytics pipelines for Unilever distributors.

Telecom

Big-data finance platforms and reporting for telecom operators: Cloudera, Spark and Hive workflows that cut financial-reporting errors by 50%.

Healthcare, Public Sector & Research

Document intelligence, multilingual OCR and NLP analytics for healthcare, government digitisation and research, from automated form extraction to mining 50M+ posts for public-health signal.

Taking on new projects · Outside IR35

Have a data pipeline or warehouse problem worth solving?

From messy source data to analytics-ready warehouses that cut cost. Let's scope it. I reply within one business day.