Which Timezone will the scheduled discount rules follow?

The Discount Manager will based on the Timezone selected in Shopify Admin > Settings >

Go to Store Details

Look for Timezone:

IMPORTANT NOTE: If you are selecting a new Timezone, please wait 5 minutes for the settings to take effect.
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