Field protocols, network conditions and device capabilities vary by location. Data frequency, local buffering, timestamps, offline behavior and quality checks are defined around the actual use case.
- Sensor, gateway and protocol integration
- Device identity and secure enrollment
- Local buffering and store-and-forward
- Shared telemetry and asset data model
Edge processing and local decisions
Latency, bandwidth, security or intermittent connectivity may make central processing inappropriate. Filtering, thresholds, rules and suitable analytics can run at the edge so local actions continue even when the upstream connection is unavailable.
- Edge workload and resource planning
- Local rules and event processing
- Model deployment and version control
- Core-to-edge synchronization
OT security and segmentation
Operational networks are not treated as simple extensions of enterprise IT. Passive visibility, secure remote access, zoning, permitted communication paths and change control provide security without ignoring production continuity.
- Asset and communication map
- OT/IT boundary and secure exchange
- Vendor access and session recording
- Anomaly visibility and incident escalation
Connecting data to operational outcomes
Collected data should not stop at a dashboard. We connect it to a defined decision in maintenance, quality, energy, asset utilization or how a location is run. Integration with ERP, MES, EAM, CRM or workflow systems is therefore part of the design.
- Predictive maintenance signals
- Energy and consumption visibility
- Quality and process deviation
- Location, fleet and asset traceability