Strong proficiency in Python + Web Frameworks like FastAPI (Ideal), Django, or Flask Direct experience integrating with at least one major financial data provider: Experian, TransUnion, Equifax, Plaid, Belvo, MX, MoneyThumb, Ocrolus, Stripe Identity, etc. Deep understanding of credit/financial data semantics, including credit reports, tradelines, bank transactions, income/expense categorization, underwriting attributes Hands-on experience designing vendor-agnostic data models Experience with data mapping, transformation rules, and schema normalization Comfortable working with async ingestion, retries, rate limits, and partial failure handling Working proficiency in English for technical discussions and cross-functional collaboration Experience working in distributed, remote-first teams