Compliance & MLS Engineering

MLS ecosystems required strict rule enforcement across web and mobile listing experiences, but data handling logic was fragmented and prone to inconsistency. This created legal parity risk when thousands of records moved through different surfaces and transformation layers.

I engineered MLS-specific mapping and validation logic to normalize listing data and enforce compliance rules consistently across platforms. By formalizing business-rule implementation paths and hardening transformation logic, the system improved integrity for high-volume listing pipelines while reducing parity drift between channels.