Insights

Notes from industrial data work.

Practical perspectives on data architecture, machine fleet analytics, and turning OT data into something a business can actually use. No hype, no stack preference. Just what works technically and commercially.

What we write about

Architecture

Hosting choices, data ownership, and how to build a foundation that scales across an installed base instead of one customer at a time.

Fleet analytics

Turning connectivity into reporting: OEE, downtime, alarms and service insight that machine builders can offer to every customer.

OT, IT and business

Translating machine and process data into KPIs, dashboards and decisions that operations and management actually act on.