Part 9/10:

Another limitation is incomplete data; missing queries or inconsistent object naming can impede lineage precision. The framework incorporates validation and rollback strategies but acknowledges these limitations.

Conclusion and Impact

This AI-augmented approach has revolutionized legacy data migration, providing:

• High accuracy: 85-93% in complex environments.

• Massive time savings: Up to 96% reduction in manual effort.

• Enhanced consistency and traceability: Enabling reliable impact analysis and governance.

• Scalable deployment: Using cloud-native tools ensures adaptation to future datasets and systems.