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    Technology & Engineering Toolkit

    Technology

    The stack serves the outcome

    I work across data, AI, analytics and application development. Tools matter, but only after the business problem is clear.

    Data Platforms

    Modern foundations for reliable analytics and AI.

    Engineering & Automation

    Pipelines, transformations, testing and delivery.

    AI

    Intelligent workflows grounded in real business data.

    Analytics

    Decision-focused experiences instead of dashboard clutter.

    Custom Applications

    Business software from customer experience through backend operations.

    Quality & Ownership

    The practices that keep systems useful after launch.