Real-Time Data Processing

Event-driven, on-device ingestion of live movement data and sensor feeds from multiple protocols — keeping your common operating picture current.

Multi-Protocol Data Ingestion

Tactical AI connects to virtually any real-time data source. All processing happens on-device, enabling live situational awareness even in bandwidth-constrained environments.

Protocol Type Use Case Offline Buffer
Redis Pub/Sub Message Broker High-throughput sensor feeds
Apache Kafka Stream Processing Enterprise event streaming
WebSockets Persistent Connection Low-latency bidirectional
HTTP Polling Interval-based Simple REST APIs
HTTP Requests On-demand Manual data pulls

Geospatial Streaming Standards

Full support for OGC and industry geospatial streaming protocols enables integration with existing sensor networks and enterprise GIS infrastructure.

Supported Streaming Standards

On-Device Event Processing

Incoming data streams are processed locally through DuckDB for real-time spatial analysis, filtering, and alerting. Combine multiple data sources into a unified common operating picture without server-side infrastructure.

🚀 Multi-Source Tracking Use Case

Connect to an ESRI StreamServer for aircraft positions, an OGC SensorThings endpoint for weather sensors, and a WebSocket feed from a tactical network simultaneously. DuckDB Spatial correlates all sources to identify aircraft entering adverse weather zones — all processed on-device with sub-second latency.

Area of Interest Data Downloading

Pre-stage data for offline operations by downloading from various sources based on a user-defined area of operation.

Source Type Data Type Output Format
ESRI MapServer Raster Tiles MBTiles, GPKG
ESRI ImageServer Imagery MBTiles, GPKG
ESRI FeatureServer Vector Features GeoPackage
OGC API Features Vector Features GeoPackage

🌐 Denied Environment Operations

Before deploying to an area without connectivity, define your AOI and download all relevant basemap tiles, vector features, and imagery. The plugin packages everything into optimized GeoPackage and MBTiles formats ready for offline use.

Redis Kafka WebSockets ESRI StreamServer OGC SensorThings OGC SOS GTFS DuckDB Spatial
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