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Optimized Reddit-scale cloud spend by building a Unit Economics model. Managed a 48% spend increase while driving an 8.4% efficiency gain ($13.69 to $12.54 per 1k DAU). Developed a dual-axis dashboard and a Python automation script to monitor scaling margins and enforce budget guardrails.
Enterprise-grade Cloud Financial Analytics engine designed for high-scale platforms (Reddit/Meta scale). This hub automates Variance Decomposition (Price vs. Volume) to isolate budget drivers and protect Gross Margins. Features a Waterfall Bridge logic to translate raw billing data into executive insights for CFOs and VPs of Engineering.