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Data Interview Question

Database Normalization

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Understanding Database Normalization

Database normalization is a systematic approach to organizing data in a database to reduce redundancy and improve data integrity. It involves decomposing a database into smaller, more manageable pieces without losing data integrity. Normalization helps in maintaining consistency and efficiency in database operations.

Stages of Database Normalization

1. First Normal Form (1NF):

  • Objective: Eliminate duplicate columns from the same table and ensure that each field contains only atomic (indivisible) values.
  • Process:
    • Remove repeating groups of data.
    • Ensure each table has a primary key that uniquely identifies each row.
    • Break down complex data structures into simpler ones.

2. Second Normal Form (2NF):

  • Objective: Ensure that all non-key attributes are fully functionally dependent on the primary key.
  • Process:
    • Remove partial dependencies, where a non-key attribute is dependent on only a part of a composite key.
    • Create separate tables for data that apply to multiple rows.
    • Establish relationships between these tables using foreign keys.

3. Third Normal Form (3NF):

  • Objective: Remove transitive dependencies, where non-key attributes depend on other non-key attributes.
  • Process:
    • Ensure that all non-key attributes are directly dependent only on the primary key.
    • Eliminate dependencies where a non-key attribute depends on another non-key attribute.

4. Boyce-Codd Normal Form (BCNF):

  • Objective: Address anomalies not handled by 3NF, especially when dealing with overlapping candidate keys.
  • Process:
    • Ensure that for each functional dependency (X → Y), X is a super key.
    • Resolve any situations where a table in 3NF still has multiple overlapping candidate keys.

5. Fourth Normal Form (4NF):

  • Objective: Eliminate multi-valued dependencies.
  • Process:
    • Ensure that a table in BCNF does not have any multi-valued dependencies.
    • Decompose tables to remove these dependencies.

Additional Considerations

  • Fifth Normal Form (5NF): Focuses on eliminating join dependencies that are not necessary.
  • Domain-Key Normal Form (DKNF): Ensures that all constraints are logical implications of the domain and key constraints.

Conclusion

Normalization is not a one-time process but an iterative one that evolves as the database grows and changes. The primary goal is to reduce redundancy, avoid anomalies, and ensure data integrity, making the database more efficient and easier to maintain.