Credit data is messier than equity data, always

The author describes the challenge of integrating bond and credit data into a knowledge graph originally built for equities. Equity data has clean identity primitives (ticker, ISIN), but bond data lacks a single canonical identifier per issuer, causing silent entity duplication. Loading bond data broke the dedup logic built around primary_isin uniqueness, creating duplicate Company nodes for the same legal entity.