QuickSight Dataset Refresh Failing, Causing Missing Fields in Visuals

Hi @kaivanwadia

When you remove a table in the Dataset it has an impact on the fields used in the Analysis. So, even if you restored a table with same names and saved the dataset, the visuals have already lost reference to the field and show as missing fields.

Your dataset refresh issue also looks similar. But I am surprised QuickSight allowed you to delete the older dataset if it was being referred in another dataset.

I am not sure if it applies to your case; but you were changing the source of your data you could probably use DescribeDataset and UpdateDataset CLI commands as described in the following post

Regards,
Giri