What sensor data and how much depend on the access needs: you can keep N latest records or some rolling aggregated data, if they are frequently accessed by some

What sensor data and how much depend on the access needs: you can keep N latest records or some rolling aggregated data, if they are frequently accessed by some rule engine. It's certainly not feasible to hold big chunks of sensor data in memory.