I. Introduction
In recent years, online shopping has become increasingly popular [1], [2], [3], [4], [5], [6]. According to eMarketer,
https://baijiahao.baidu.com/s?id=1707263479035371715&wfr.
over 2.56 × 109 customers worldwide shopped online, and the total e-commerce retail sales exceeded $5.00 × 1012 in 2022. The e-commerce retail sales are estimated to exceed $6 × 1012 by 2024.http://www.199it.com/archives/1191410.html.
However, consumers often face the risk of privacy leakage when shopping online [7], [8], [9], [10]. There are two main ways to leak consumer personal information. One way is for e-commerce platform employees to steal the consumer personal information.http://www.199it.com/archives/1415238.html.
For example, several Amazon employees stole consumer personal information in 2020.https://www.bitdefender.com/blog/hotforsecurity/amazon-fires-employee-for-leaking-customer-data/.
The second way is for cyber hackers to attack the information storage systems of e-commerce platforms [11], [12].https://baijiahao.baidu.com/s?id=1702330539540525551&wfr=spider&for=pc.
For example, a hacker stole approximately 1.2 × 109 pieces of user data from Taobao.com using crawler technology in 2020.https://baijiahao.baidu.com/s?id=1702446753930474041&wfr=spider&for=pc.
Once privacy leakage occurs, lawless individuals can use consumer personal information to engage in illegal and criminal activities, such as fraud, selling or disseminating personal information, and overdrafts using consumer credit information. Privacy leakage can cause significant losses to consumers and has negative impacts on profits and reputations of e-commerce platforms [12], [13]. According to the IBM Cost of a Data Breach Report 2023, the average global cost of a security breach was $4.45 × 106 in 2023.https://www.ibm.com/reports/data-breach.
Therefore, consumer privacy protection has become an important issue faced by enterprises.