Device integration and sampling
Review protocols, formats and connectivity first. Compatibility and collection intervals are assessed per device.
Integration scope depends on each device’s protocol, format and sampling interval. Reporting freshness depends on connectivity and equipment conditions.
Our perspective
Go beyond file delivery. Preserve the context of field records and build a foundation for comparison and analysis with every observation.
Review protocols, formats and connectivity first. Compatibility and collection intervals are assessed per device.
Retain timestamps, coordinate references, units and device identifiers. Make comparison criteria and missing-data conditions explicit.
Distinguish measurement, receipt and reporting times. Design visibility into delayed or missing records.
Separate raw data, processed results and collection context. Agree retention periods and reuse scope for each project.
Structure records for time-series and spatial comparison. Prediction and AI analysis require separate validation.
Review roles, sharing scope, change history and export rules per project. Specify security and personal-data requirements during implementation.