Though it’s not set in stone, if the event does take place in June then it’s apparently likely to me in the middle to latter part of the month.
Curiously, June would be a month earlier than Prime Day is usually held. It could be that the company wants to boost sales in the second quarter of the year, in order to ease comparisons against 2020’s pandemic spending.