streaming systems like Kafka and MQTT and manages scheduling, data freshness, and dependencies for time-series algorithms across fleets of devices. The software offers SDKs, currently focused on Python, that let engineers register algorithms and trigger them with event-driven windows without changing their ingestion layer. Orca Telemetry also includes labeling workflows so robotics and IoT teams can annotate live telemetry, generate training datasets, and version analytics pipelines. These capabilities help teams maintain data lineage from event trigger to training label and support reproducible analysis on existing telemetry stores.