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IntegrationIngestion PatternsOverview

Ingestion Patterns

Different telemetry sources require different integration approaches. This section covers common patterns for ingesting data from various device types and systems.

Overview

ModularIoT supports multiple ingestion patterns to accommodate the diversity of IoT devices and telemetry sources in the field.

Device Categories

GPS Devices

Dedicated location tracking hardware sending periodic position updates. Typically high-volume, location-centric data.

OBD/CAN Devices

Vehicle diagnostic devices reading from the vehicle bus. Rich telemetry including engine data, fault codes, and operational metrics.

Gateways

Edge devices that aggregate data from multiple sensors before forwarding to the cloud. Often involve local buffering and batch transmission.

OEM APIs

Third-party telemetry providers with their own APIs. Integration involves API-to-API data transformation and forwarding.

Choosing a Pattern

Consider these factors when selecting an ingestion pattern:

  • Data volume - Expected messages per second
  • Latency requirements - Real-time vs batch acceptable
  • Network connectivity - Persistent vs intermittent connection
  • Device capabilities - Protocol support and compute resources
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