Analyst upgrades typically lead to a positive short-term reaction in the stock market as they reflect a more favorable outlook on the company's future performance. The upgrade from Underweight to Neutral by Piper Sandler suggests a shift in perception towards Shopify's market position and potential, likely encouraging investors to reassess the stock's value.