Technology

Air Gaps Don't Have to Mean Dark Data

Bright Machines streams factory data out one auditable path with zero inbound access, queryable in minutes.

StartupHub.ai Staff

By StartupHub.ai Staff, reviewed by Daniel Singer, Editor

2 min read

Factory line with live governed dashboards served from air-gapped plant
Credit: Databricks

I think Bright Machines proved air-gapped factories can still serve live customer data without opening inbound access.

Databricks says Bright Machines captures PostgreSQL changes with Debezium at the edge and reads Iceberg tables in place through Unity Catalog federation.

Bright Machines designs software-defined manufacturing that combines robotics, machine vision and automation software for electronics assembly at scale per TipRanks.

A row committed on the line is queryable in Databricks in one to two minutes per the company account, while a Lakeflow job rebuilds silver models every ten minutes.

The old path stitched nine loosely coupled services from broker to BI tool per Databricks, and it silently dropped schema changes while dead-letter queues hid misses.

The new path keeps operators on the on-prem assembly dashboard while one edge writer copies Iceberg objects to the site cloud account for cross-account replication.

Tables register in AWS Glue only when metadata fully replicates and only forward, so Unity Catalog governs the validated version with no copy job.

Teradyne is pushing test in the other direction with Omnyx Edge inline board test for compute, sensing and motion boards per Quantisnow, which keeps validation at the line.

The fair pushback is this design moves a few hundred gigabytes a day as hundreds of thousands of small objects per the company account, so object rate matters more than bytes.

That risk partly survives because a five-minute Debezium heartbeat fails the job red when any source lags over thirty minutes, down from days of silent drift per Databricks.

If you run locked-down plants, copy this pattern and push open formats out one auditable door while you enforce roles where analysts query.

Sources

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TopicsBright MachinesDatabricksDebeziumApache IcebergUnity CatalogAWS GluePostgreSQLLakeflow

StartupHub.ai Staff

Written by

StartupHub.ai StaffEditorial team

The staff writers of StartupHub.ai, ranging from investment analysts to avid AI tool users, early adopters and critical enthusiasts. Backgrounds span engineering, business and the arts. We hold every piece to rigorous standards of research and review.

Daniel Singer

Reviewed by

Daniel Singer is an AI expert who has been writing about, covering and building AI technology since 2018.

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