فهرست مطالب

• Foreword
• Preface
• Part I: Foundations of Financial Data Engineering
• Chapter 1: Financial Data Engineering Clarified
• Defining Financial Data Engineering
• Why Financial Data Engineering?
• The Financial Data Engineer Role
• Summary
• Chapter 2: Financial Data Ecosystem
• Sources of Financial Data
• Structures of Financial Data
• Types of Financial Data
• Benchmark Financial Datasets
• Summary
• Chapter 3: Financial Identification Systems
• Financial Identifiers
• Desired Properties of a Financial Identifier
• Financial Identification Systems Landscape
• Summary
• Chapter 4: Financial Entity Systems
• Financial Entity Defined
• Financial Named Entity Recognition
• Financial Entity Resolution
• Summary
• Chapter 5: Financial Data Governance
• Financial Data Governance
• Data Quality
• Data Integrity
• Data Security and Privacy
• Summary
• Part II: The Financial Data Engineering Lifecycle
• Chapter 6: Overview of the Financial Data Engineering Lifecycle
• Financial Data Engineering Lifecycle Defined
• Criteria for Building the Financial Data Engineering Stack
• Summary
• Chapter 7: Data Ingestion Layer
• Data Transmission and Arrival Processes
• Data Ingestion Formats
• Data Ingestion Technologies
• Data Ingestion Best Practices
• Summary
• Chapter 8: Data Storage Layer
• Principles of Data Storage System Design
• Data Storage Modeling
• Data Storage Models
• Summary
• Chapter 9: Data Transformation and Delivery Layer
• Data Querying
• Data Transformation
• Data Delivery
• Summary
• Chapter 10: The Monitoring Layer
• Metrics, Events, Logs, and Traces
• Data Quality Monitoring
• Performance Monitoring
• Cost Monitoring
• Business and Analytical Monitoring
• Data Observability
• Summary
• Chapter 11: Financial Data Workflows
• Workflow-Oriented Software Architectures
• What Is a Data Workflow?
• Workflow Management Systems
• Types of Financial Data Workflows
• Summary
• Chapter 12: Hands-On Projects
• Prerequisites
• Project 1: Designing a Bank Account Management System Database with PostgreSQL
• Project 2: Designing a Financial Data ETL Workflow with Mage and Python
• Project 3: Designing a Microservice Workflow with Netflix Conductor, PostgreSQL, and Python
• Project 4: Designing a Financial Reference Data Store with OpenFIGI, PermID, and GLEIF APIs
• Conclusion
• Follow Updates on These Projects
• Report Issues or Ask Questions
• The Path Forward: Trends Shaping Financial Markets
• Financial Integration
• Digitalization of Financial Markets and Cloud Adoption
• Financial Regulation
• Financial Data Sharing and Marketplaces
• Financial Standardization
• Artificial Intelligence and Language Models
• Architectures for Specific Business Domains
• Data Collection
• Speed and Efficiency
• Tokenization, Blockchain, and Digital Currencies
• What Can You Do Next?
• Afterword
• Index
• About the Author