How should we manage data loss?

You can use deletion and imputation. Start by removing missing data values. Also, remove empty feature columns. 

Imputation techniques can be used to make educated guesses at placeholder values from the remaining data rather than deleting points. So, the simplest imputation method replaces a missing value with the mean of the feature column.