Building the Data Foundation for AI-First Products

{"type":"case_study","thesis":"A unified data platform with real-time processing would unlock their ML capabilities and accelerate product development.","challenge":"They had the algorithms but no data pipeline. Customer data was scattered across 12 systems, and the team was spending more time wrangling data than building models.","whatChanged":["12 data silos → 1 unified platform","Weekly batch → Real-time streaming","3 days to train → 4 hours to train"],"arsenalDeployed":["Data Infrastructure","ML Operations","Platform Engineering"]}