Data Modeling 面试题与答案
问题 6. How do you optimize database performance in a data model?
Performance optimization involves proper indexing, query optimization, and denormalization when necessary. It also includes choosing appropriate data types, partitioning tables, and optimizing SQL queries.
Example:
Example: Indexing frequently queried columns in a 'User' table to speed up search operations.
问题 7. What is a foreign key?
A foreign key is a field that refers to the primary key in another table. It establishes a link between two tables, enforcing referential integrity and defining relationships.
Example:
Example: In a 'Order' table, a foreign key 'customer_id' refers to the primary key 'customer_id' in the 'Customer' table.
问题 8. Explain the concept of an ERD (Entity-Relationship Diagram).
An ERD is a visual representation of entities and their relationships within a database. It uses symbols such as rectangles for entities, diamonds for relationships, and lines to show connections between them.
Example:
Example: Drawing an ERD to model the relationships between 'Student,' 'Course,' and 'Enrollment' entities in a university database.
问题 9. What is the difference between OLAP and OLTP?
OLAP (Online Analytical Processing) is designed for complex queries and data analysis, focusing on decision support. OLTP (Online Transaction Processing) handles day-to-day transactions and is optimized for data entry and retrieval.
Example:
Example: OLAP is used for analyzing sales trends, while OLTP is used for processing individual sales transactions.
问题 10. How does indexing impact database performance?
Indexing speeds up data retrieval by providing a quick path to locate specific records. However, it comes with the cost of increased storage space and additional overhead during data modification operations.
Example:
Example: Creating an index on the 'product_code' column in a 'Product' table to accelerate search queries based on product codes.
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