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Predictive maintenance pilots are everywhere. Production deployments are rare. Three patterns that scale.

A 32-page reference architecture for Industry 4.0 manufacturing programmes — IoT, predictive maintenance, quality 4.0, and the operating model.

An industrial manufacturer deployed computer-vision quality inspection on 12 high-volume production lines. Defect-detection rate up from 78% to 96%.

An industrial manufacturer unified production analytics across 14 plants on Snowflake + Power BI. 60+ dashboards in active daily use.

A global enterprise unified monitoring across 12 business units on a single observability platform. Cross-BU incident correlation now possible.

A global manufacturing conglomerate with operations on all three clouds built a unified multi-cloud operating model. Per-cloud sprawl down 60%; cross-cloud visibility unified.

An industrial manufacturer built Power BI operational dashboards across 14 plants. Plant managers see real-time KPIs every shift change.

An industrial manufacturer migrated from legacy SAP to Dynamics 365 Finance + Supply Chain. ERP go-live in 11 months with no business disruption; close-cycle 60% faster.

An industrial manufacturer built AWS IoT pipelines + data lake covering 240 plants. Predictive-maintenance models on the data lake reduced unplanned downtime 47%.

An industrial-products manufacturer deployed Sales Cloud across 1,800 distributors with custom partner-portal flows. Distributor-quoted revenue up 18% in 2 quarters.