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Invalid products display in the Sources tab under the Issues column.
You can select the states that you want to display in the grid.
The number of items listed in the Invalid column indicate the amount of products retrieved by the robot that did not have one or more required properties OR were marked as invalid in the review/mapping process.
Click the hyperlink on the number of invalid products to view the list of invalid products. You can read more about why the products are marked as invalid.
Generally, issues that cause products to be invalid should be fixed in the robot that extracts the data. Open the correlating robot and ensure that it outputs valid data, then rerun the source to clear the issues.
You will also see products that were intentionally marked as invalid. In this case you can click the Ignore button to clear the issue.
If you ignore the issue and it is not cleared when you fix the robot and rerun the source the issue will still be ignored.