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Source
Source
Release date
December 2021
More information
Region
Worldwide
Survey time period
November 2021
Supplementary notes
The source adds the following note regarding methodology: "Salesforce combined data and holiday insights on the activity of more than a billion global shoppers across more than 54 countries powered by Commerce Cloud, billions of consumer engagements and millions of public social media conversations through Marketing Cloud, and customer service data powered by Service Cloud. Several factors are subsequently applied to extrapolate projections and actuals for the broader retail industry. These holiday flash reports are a derivative of the quarterly Shopping Index."
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