Yeah, I currently work for a company that does a time series DB for industrial applications (think power generation, mining, etc).
Backfilling/inserting old data is common. Control network connectivity is not always great. Sometimes you need to do fill in old data.
Forecasts are also a common use case (e.g. forecasting grid demand/capacity), so not being able to handle future data is another limitation.