Migrating from Mem0 to Supermemory: A Production Playbook

Migrating from Mem0 Platform v3 to Supermemory requires redesigning application integration rather than simply renaming APIs, because the systems differ in isolation boundaries, ingestion, retrieval scoring, lifecycle behavior, and identifiers. The key architectural decision is mapping Mem0’s user, agent, app, and run scopes into Supermemory’s single deterministic containerTag authorization boundary while preserving other dimensions as metadata, with careful validation to prevent tenant data exposure. The process calls for an immutable, deduplicated Mem0 export; separate handling of extracted facts through direct memory creation and raw content through normal ingestion; metadata flattening; source-to-destination ID ledgers; and retry-safe checkpoints. Teams should dual-write production events, retain Mem0 as the read authority while backfilling, compare retrieval quality using a golden query set, and tune Supermemory limits and similarity thresholds independently rather than transferring Mem0 scores. Validation should test fact recall, isolation, expiration, duplicate handling, asynchronous indexing, latency, and lifecycle operations, since updates, deletion, forgetting, and expiration do not map directly between providers. A reversible rollout using shadow reads, feature flags, an append-only write log, and a representative pilot tenant is recommended, while Mem0 data should remain intact until rollback risks and production behavior have been fully verified.

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