Explain the concept of surrogate keys.

In data warehousing, surrogate keys are artificially created keys that uniquely identify each record in a dimension table. They are used as a substitute for natural keys, which are keys derived from the source data. Here's a breakdown of the concept:

What are Surrogate Keys?

  • A surrogate key is a unique identifier, typically a numeric value, that is generated specifically for the data warehouse.
  • It has no inherent business meaning and is solely used for technical purposes.
  • They are generated during the ETL (Extract, Transform, Load) process.

Why Use Surrogate Keys?

  • Stability:
    • Natural keys can change over time, which can cause problems in a data warehouse. Surrogate keys remain constant, ensuring data integrity.
  • Independence:
    • Surrogate keys decouple the data warehouse from the source systems. This means that changes in the source systems will not affect the data warehouse structure.
  • Performance:
    • Numeric surrogate keys are typically smaller and faster to process than complex natural keys, which improves query performance.
  • Handling SCDs:
    • Surrogate keys are essential for implementing Slowly Changing Dimensions (SCDs), particularly SCD Type 2, where new records are created to track historical changes.
  • Data Integration:
    • When integrating data from multiple source systems, surrogate keys help to resolve conflicts that may arise from overlapping or inconsistent natural keys.
  • Anonymization:
    • They can be used to remove personally identifiable information from a database.

Key Characteristics:

  • Unique: Each record has a unique surrogate key.
  • Meaningless: They have no business meaning.
  • Stable: They do not change over time.
  • Simple: They are typically numeric values.