Module 03 · Data Engineering Lifecycle数据工程生命周期
Summary and Highlights总结与要点
In this lesson, you have learned:
在本课程中,您已学习:
Data Governance is a collection of principles, practices, and processes that help maintain the security, privacy, and integrity of data through its lifecycle.
数据治理是一系列原则、实践和流程,有助于在数据生命周期中维护数据的安全性、隐私性和完整性。
Personal Information and Sensitive Personal Information, that is, data that can be traced back to an individual or can be used to identify or cause harm to an individual, needs to be protected through governance regulations.
个人信息和敏感个人信息,即可以追溯到个人或可用于识别或伤害个人的数据,需要通过治理法规进行保护。
General Data Protection Regulation, or GDPR, is one such regulation that protects the personal data and privacy of EU citizens for transactions that occur within EU member states. Regulations, such as HIPAA (Health Insurance Portability and Accountability Act) for Healthcare, PCI DSS (Payment Card Industry Data Security Standard) for retail, and SOX (Sarbanes Oxley) for financial data are some of the industry-specific regulations.
通用数据保护条例(GDPR)就是这样一项法规,它保护欧盟公民在欧盟成员国境内进行的交易中的个人数据和隐私。 针对医疗保健行业的 HIPAA(健康保险流通与责任法案)、针对零售行业的 PCI DSS(支付卡行业数据安全标准)以及针对金融数据的 SOX(萨班斯-奥克斯利法案)等法规,都是行业特定的法规。
Compliance covers the processes and procedures through which an organization adheres to regulations and conducts its operations in a legal and ethical manner.
合规性涵盖了组织遵守法规并通过合法和道德方式运营的流程和程序。
Compliance requires organizations to maintain an auditable trail of personal data through its lifecycle, which includes acquisition, processing, storage, sharing, retention, and disposal of data.
合规性要求组织在个人数据生命周期中保持可审计的轨迹,包括数据的获取、处理、存储、共享、保留和处置。
Tools and technologies play a critical role in the implementation of a governance framework, offering features such as:
工具和技术在治理框架的实施中发挥着关键作用,提供以下功能:
- Authentication and Access Control.
身份验证和访问控制。 - Encryption and Data Masking.
加密和数据掩码。 - Hosting options that comply with requirements and restrictions for international data transfers.
符合国际数据传输要求和限制的托管选项。 - Monitoring and Alerting functionalities.
监控和警报功能。 - Data erasure tools that ensure deleted data cannot be retrieved.
确保已删除数据无法恢复的数据擦除工具。