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Legacy Pattern Modernization

1. Common legacy patterns​

Legacy patternModern target question
Large generic staging layerCan acquisition and preparation be simplified?
Repeated physical copiesCan federation or controlled persistence remove copies?
Monolithic BW providerCan domains and semantic layers be separated?
Custom extraction codeIs a supported connection or semantic import available?
Report-specific transformationsCan reusable semantic logic be centralized?
Unowned shared spaceWho owns the data product and access contract?

2. Avoid mechanical translation​

A one-to-one object conversion can preserve technical debt. For example, converting every staging object without questioning its purpose may reproduce unnecessary storage and operational complexity.

3. Refactoring sequence​

Use:

Understand → Preserve behavior → Simplify → Validate → Optimize

Do not optimize before semantic equivalence is established.

4. Legacy exception register​

For every object that cannot be modernized immediately, capture:

  • reason
  • owner
  • business criticality
  • target replacement
  • temporary architecture
  • expiry/review date
  • risk if retained

This turns technical debt into managed architecture rather than permanent folklore.