ApproxIoT is a stream analytics system that leverages approximate computing to efficiently analyze data streams across edge and cloud resources. It employs a weighted hierarchical sampling algorithm that combines stratified and reservoir sampling to distribute work fairly across nodes. This allows ApproxIoT to achieve high accuracy within 1% on average while maintaining native throughput levels and minimizing overhead.