Designed a real estate data engineering workflow for transforming fragmented registry records into structured property transaction and ownership histories. The work included normalization of deeds, mortgages, assignments, discharges, releases, liens, foreclosure-related instruments and related records; party and property resolution; document relationship reconstruction; temporal sequencing; and validation of transaction histories for downstream property and market analysis.