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Object Storage + WAL: Lakebase Postgres for the agentic era

Databricks Blog · Aug 27, 2026 · Engineering Insights

Databricks Lakebase reimagines Postgres with object storage and WAL for agentic AI workloads

“Agents that interact with a traditional OLTP database often create bottlenecks at the storage layer.”

Databricks is positioning Lakebase, its object-storage-backed Postgres offering, as the database layer purpose-built for agentic AI systems. The argument is that traditional OLTP storage architectures create bottlenecks when agents generate high-volume, concurrent read/write patterns. This reflects a broader infrastructure trend: as agentic workloads scale, the database tier is becoming a recognized constraint requiring rearchitecting.

databricks lakebase postgres object-storage agentic-infrastructure database

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