Industrial
Physical operations where telemetry never stops.
A plant, a pit or a field produces measurements and paperwork at the same time. Reading the two together, what the machine did and what was recorded about it, is the whole job.
Physical operations where telemetry never stops.
Where this industry runs.
The operating environments inside this industry. Each is a variation on one problem: a measurement stream that never stops, and records that have to stay accurate beside it.
- Oil & Gas Seismic records, drilling telemetry, production flow and the documents around them.
- Mining Geological models, fleet telemetry, plant throughput and equipment history.
- Manufacturing Line telemetry, machine state, work orders and quality records around a plant.
- Automotive Vehicle telemetry, build records, connected-fleet data and service history.
- Robotics Robot state, motion traces, task outcomes and fleet coordination.
- Aerospace Certification documents, test data, flight telemetry and maintenance records.
- Energy Generation output, plant state, market positions and settlement records.
- Utilities Grid topology, meter reads, asset condition and customer records.
What runs against industrial data.
Workloads drawn from every environment in this industry. Choose one to see the shapes it moves and where it lands.
Pressure, flow, temperature and equipment state written as measurements. — Oil & Gas
- Planned once against the layer, not once per store
- Read beside the records it shares a key with
- Persisted under one storage contract
Wells, pads, pipelines and equipment as structured records with keys. — Oil & Gas
- Planned once against the layer, not once per store
- Read beside the records it shares a key with
- Persisted under one storage contract
Shutdowns, alarms, maintenance actions and their sequence. — Oil & Gas
- Planned once against the layer, not once per store
- Read beside the records it shares a key with
- Persisted under one storage contract
Seismic material, inspection reports, procedures and drawings. — Oil & Gas
- Planned once against the layer, not once per store
- Read beside the records it shares a key with
- Persisted under one storage contract
Cycle times, payloads, vibration and crusher throughput as measurements. — Mining
- Planned once against the layer, not once per store
- Read beside the records it shares a key with
- Persisted under one storage contract
Drill results, assays, block models and survey documents. — Mining
- Planned once against the layer, not once per store
- Read beside the records it shares a key with
- Persisted under one storage contract
Assets, components and the maintenance actions recorded against them. — Mining
- Planned once against the layer, not once per store
- Read beside the records it shares a key with
- Persisted under one storage contract
Stoppages, delays, incidents and shift handover notes. — Mining
- Planned once against the layer, not once per store
- Read beside the records it shares a key with
- Persisted under one storage contract
From the environments that produce it to the work it supports.
Continuous measurement, attached to the records that explain it. Four readings of the same system: the environments, the shapes the data takes, the layer it lands on, and the questions answered from it.
The contexts this industry runs in.
- Oil & Gas Seismic records, drilling telemetry, production flow and the documents around them.
- Mining Geological models, fleet telemetry, plant throughput and equipment history.
- Manufacturing Line telemetry, machine state, work orders and quality records around a plant.
- Automotive Vehicle telemetry, build records, connected-fleet data and service history.
- Robotics Robot state, motion traces, task outcomes and fleet coordination.
The shapes the data takes across them.
- Time series Measurements and events in time order
- SQL Records, keys and joins
- Events Operational events as they happen
- JSON / documents Documents and nested objects
- Objects Large assets with queryable metadata
Where the shapes stop being separate systems.
- One plan per request
- Snapshot reads under continuous writes
- One storage contract
The questions asked across the industry.
- One view of a well
- Condition monitoring
- Operational reporting without a copy
- Field and control room agreement
One layer holds these shapes at once, which is what removes the copy between them: an event, the record it belongs to and the document around it are read from the same place, whichever environment is asking.
Which workload touches which model.
The same relationship every industry page uses: the work, the shapes it names, and the path a request takes to reach them. Only the names change with the industry.
What runs against this data.
- Production telemetry
- Well and asset records
- Operational events
- Survey and maintenance documents
- Fleet and plant telemetry
The shapes those workloads read and write.
- Time series
- SQL
- Events
- JSON / documents
- Objects
- Graph
One path from a request to the data it names.
- Planning Predicates narrow the work before it runs
- Execution Records, fields and windows answered together
- Transactions Readers and writers do not block each other
How the work reaches the layer.
- SQL surface The query language the layer is documented in
- Applications Services and jobs writing and reading as they run
- Analytics & AI clients The same layer, the same access path
The parts of the layer this industry leans on.
Counted across the environments above rather than chosen for this page: the properties every environment in this industry depends on, and the workload answers they keep returning to.
- Deployment is a decision Self-hosted, edge and managed topologies are design destinations of the deployment fabric, and the fabric is specified as its own part of the platform.
- Time-ordered storage Measurements and events are stored beside the records and documents they describe, so history and current state agree.
- One data layer Rows, documents and time-ordered events live in one system, so a question is asked once instead of once per store.
- Predicates narrow the work Indexes and access paths decide what a query touches before a page is read, so operational reads stay bounded.
- Snapshot reads under continuous writes Readers and writers do not block each other, which is what makes a telemetry feed and an application share one system.
- Control over operation Who runs the system, and where it runs, is part of the first conversation rather than a tier on a pricing page.
Solutions this industry keeps returning to.
Derived from the industry's own environments: the solutions referenced by the most of them, each one a page of its own.
- Digital Twins → An asset model that is read from operational data instead of synchronised with it. Referenced by 7 of 8 environments.
- Edge Computing → Data and reads close to the source, with one durable record behind them. Referenced by 7 of 8 environments.
- Operational Analytics → Reporting that reads the operational source instead of a copy of it. Referenced by 6 of 8 environments.
- Predictive Maintenance → Condition monitoring read against what maintenance actually did. Referenced by 5 of 8 environments.
- Time-series Workloads → Measurements and events stored beside the records they describe. Referenced by 3 of 8 environments.
- Industrial AI → Models applied to plant data, where the context is equipment and the stakes are physical. Referenced by 3 of 8 environments.
- Oil & GasSeismic records, drilling telemetry, production flow and the documents around them.
- MiningGeological models, fleet telemetry, plant throughput and equipment history.
- ManufacturingLine telemetry, machine state, work orders and quality records around a plant.
- AutomotiveVehicle telemetry, build records, connected-fleet data and service history.
- RoboticsRobot state, motion traces, task outcomes and fleet coordination.
- AerospaceCertification documents, test data, flight telemetry and maintenance records.
- EnergyGeneration output, plant state, market positions and settlement records.
- UtilitiesGrid topology, meter reads, asset condition and customer records.
Telemetry never stops. The record should not either.
Tell us which sites, lines and fleets you run and who asks questions of the data. We will map them to the workloads, the shapes and the parts of the layer that carry them.