This study reveals the advantages of Internet surveillance using Sina Weibo Index, Google Trends and Baidu Index to monitor a new infectious disease. Reliable data can be obtained early at low cost. The Internet surveillance data provided an accurate and timely prediction about the outbreak and progression of COVID-19.