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iSquareLabsImagination to Implementation
Data & Migrations · Manufacturing

Plant-floor lakehouse and predictive maintenance

Sensor telemetry from 26 plants unified into one platform powering failure prediction.

26
Plants unified
-34%
Unplanned downtime
1.2TB
Ingested daily

The challenge

Each plant ran its own historian with incompatible schemas. Group-level reporting was assembled by hand each month and was obsolete by the time it circulated.

What we did

A streaming ingestion layer normalises telemetry into a governed lakehouse with per-plant lineage. Failure-prediction models run against the unified feed and surface directly in the maintenance scheduling system.

The result

26
Plants unified
-34%
Unplanned downtime
1.2TB
Ingested daily

What should we build together?

Tell us the outcome you need and the date it has to land. We will tell you honestly whether we can hit it — and exactly what it will take.

Typical response within one business day · No-obligation architecture review