_______ is a technique used to minimize index size and optimize query performance by grouping similar index values together.
- Clustering
- Compression
- Partitioning
- Segmentation
Index compression is a technique used to minimize index size and optimize query performance by grouping similar index values together. It reduces storage requirements and can enhance overall database performance.
Scenario: A social media platform stores user posts, comments, and interactions in its database. Users frequently search for posts by keyword, user ID, or time period. How would you implement indexing to facilitate efficient searching in this scenario?
- Avoid indexing for simplicity in data retrieval
- Create a composite index on user ID and timestamp columns
- Implement a clustered index on the post content column
- Use a full-text search index for keyword searches, and create non-clustered indexes on user ID and timestamp columns
In this scenario, utilizing a full-text search index for keyword searches and creating non-clustered indexes on user ID and timestamp columns would facilitate efficient searching. Full-text search indexes are suitable for textual searches, and non-clustered indexes provide quick access to specific columns.
In Slowly Changing Dimensions (SCD), which technique is commonly used to maintain historical data in a dimension table?
- Delete
- Hybrid
- Insert
- Update
In Slowly Changing Dimensions (SCD), the Insert technique is commonly used to maintain historical data in a dimension table. With this technique, new records are inserted into the dimension table to represent changes, while existing records remain intact, preserving historical information.
What is referential integrity in a database system?
- Enforces the use of indexes on all tables
- Ensures that foreign key values match the primary key values in another table
- Ensures that primary key values are unique
- Validates the data types of columns
Referential integrity in a database system ensures that foreign key values in one table match the primary key values in another table. This constraint maintains the consistency and accuracy of relationships between tables, preventing orphaned or invalid foreign key references.
In an ERD, a _______ key is a unique identifier within an entity.
- Candidate
- Composite
- Foreign
- Primary
In an Entity-Relationship Diagram (ERD), a Primary key is a unique identifier within an entity. It uniquely identifies each record in the entity and is crucial for maintaining data integrity and relationships within the database.
Which operation is used for summarization in SQL?
- DELETE
- INSERT
- SELECT
- UPDATE
The SELECT operation in SQL is used for summarization. It allows you to retrieve and present summarized information from the database. By using aggregate functions like SUM, AVG, MAX, MIN, or COUNT in conjunction with the SELECT statement, you can perform summarization operations on the data stored in tables.
What are some common challenges associated with designing and implementing Data Warehouses and Data Marts?
- Allowing unlimited access to raw data
- Ensuring data quality and consistency
- Integrating data from diverse sources
- Managing large volumes of data
Designing and implementing Data Warehouses and Data Marts come with challenges such as ensuring data quality, managing large data volumes, and integrating data from diverse sources. Allowing unlimited access to raw data is not advisable due to security and privacy concerns.
How does version control help in collaboration among data modelers?
- Automating data validation
- Encrypting data models for security
- Facilitating teamwork and tracking changes
- Managing database backups
Version control facilitates collaboration among data modelers by providing a structured system for tracking changes. It enables team members to work on different aspects simultaneously, merge changes, and maintain a history of alterations, promoting efficient teamwork in data modeling projects.
In a column-family store, how is data typically accessed?
- Random access only
- Through SQL queries
- Using complex joins
- Via primary key lookups
In a column-family store, data is typically accessed via primary key lookups. Each row in the column-family is identified by a unique primary key, and accessing data involves querying or retrieving based on this key. This allows for fast and efficient retrieval of specific data records.
What does denormalization involve in relational schema design?
- Applying normalization to eliminate duplicates
- Ensuring data consistency through constraints
- Introducing redundancy for performance optimization
- Reducing redundancy and improving efficiency
Denormalization in relational schema design involves intentionally introducing redundancy for performance optimization. This technique is employed to simplify queries and enhance read performance, especially in scenarios where read operations significantly outnumber write operations.