No, you won’t need to clean your data from the start. Part of the implementation process of IoT solutions involves cleaning data.
IoT analytics companies such as Netguru support you in the extraction, processing, storing and analyzing of your data, meaning that you don’t have to worry about cleaning your data from scratch.