How do you design a schema evolution strategy for large-scale Java systems?

Schema evolution ensures backward and forward compatibility across services and databases.

In distributed systems, schema changes must be additive (no breaking changes). Techniques include versioned APIs, backward-compatible database migrations, and schema registries (Avro/Protobuf). Dual writes or expand-contract pattern is used for safe migrations.