The project kicked off with a full rebuild of the attribution model using consistent transformation logic in BigQuery. A modular approach ensured that attribution rules could be easily updated as campaigns evolved. In parallel, an automated SEO pipeline was launched using Python and DataforSEO’s APIs to track search trends across French and German job-related keywords. All components were designed with scale, security, and traceability in mind.