Supply Chain Issues Have Upended 2021 Holiday Shopping. Here's What The Latest Data Says About How Consumers Are Adjusting. While we may be fatigued from reading about the ongoing impact of the pandemic, the fact remains that Covid-19 continues to have long-term effects on the way we live, work, and shop.