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Standardize canonical account and contact IDs, map system-specific IDs, use deterministic then AI-assisted matching, and track weekly identity drift.

Keep accounts, tickets, notes, timestamps and links intact during CRM/support-tool migrations with phased loads, validation, and AI.

Migrate helpdesks as an integration rebuild: inventory connections, map fields/events, stage cutovers, test edge cases, monitor post-launch.

Inventory every support system, map data flows to workflows, log failure impacts, and assign owners to prevent outages.

Map and catalog integrations, move to a hub-and-spoke, standardize data, and use AI to monitor and govern 10+ systems.

Assess marketplace integrations by scoring security, reliability, and supportability with POCs, TCO analysis, and AI monitoring.

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