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Creating a Digital Twin with Spark Real-Time Mode and Lakebase

Databricks · Oct 29, 2026 · Engineering Insights

Databricks demos real-time manufacturing digital twin using Spark Real-Time Mode and Lakebase

“In reactive manufacturing, people only learn about the problem after the damage has been done.”

A Databricks senior architect demos a real-time digital twin for a manufacturing production line, using Spark Real-Time Mode and Lakebase to surface sensor anomalies (e.g., spindle overheating) before downstream damage occurs. The use case is industrial IoT and streaming data architecture rather than AI/ML. Minimal AI conference signal — this is a product demo targeting manufacturing and data engineering audiences.

digital-twin databricks manufacturing real-time spark lakebase iot

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