Getting accurate data. Depending on the industry, you need to ensure the data is accurate.
Labeling data (IMHO) shouldn’t be outsourced, otherwise you loose the credibility and accuracy of the trained model. Unless you manually check every single entry which defeats the idea of outsourcing.