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Legacy modernisation

Big-bang rewrites rarely survive contact with production payroll. We prefer strangler patterns, bounded contexts, and measurable cutovers backed by comparison tests.

Characterisation

Golden datasets, shadow reads, and parity checks reduce “looks fine” risk before write traffic moves.

Incremental boundaries

Each increment keeps a rollback path. Data migrations use expand/contract or phased dual-write when needed.

Also read Performance and reliability.