Vandalism and data quality issues affect community trust. Amazon Alexa’s use of knowledge from Wikidata has yielded several insights that could help the community identify and address data quality issues more efficiently. This talk will showcase our findings and highlight the work Amazon is continuing to do with Wikidata to make a better community-driven knowledge base.