Model performance falls short of requirements - Data quality issues discovered after deployment - Integration with legacy systems proves more complex than expected - Vendor lock-in limits future flexibility - *Mitigation:* POC-first approach. Modular architecture. Multi-cloud strategy. Rigorous data