This document discusses processing and retrieving geotagged telemetry data from unmanned aerial systems (UAS). It provides examples of different types of UAS telemetry data formats and the high volume of data produced. It then describes an ingest architecture using Apache Kafka and Hortonworks technologies to ingest the telemetry data in near real-time and allow for querying and analysis of the spatial and time series data. Key components of the architecture include using geohashes to partition the data for scalable ingestion and queries against data stored in Apache HBase and Apache Solr.