Carvalho et al in “Tracking the COVID-19 crisis with high resolution transaction data” find a nearly 50% decline in activity after the lockdown and about a 50% increase in the share of online sales. In the days before the lockdown there was about a 20% increase in sales – presumably due to stockpiling.
Researchers collaborating for the endgame of the pandemic.