_______ is a technique used to physically organize data on storage devices to improve query performance.

  • Indexing
  • Normalization
  • Partitioning
  • Sorting
Partitioning is a technique used to physically organize data on storage devices to improve query performance. It involves dividing large tables into smaller, more manageable partitions based on certain criteria. This helps in reducing the amount of data that needs to be scanned during queries, thereby enhancing performance.

Which type of relationship in an ERD allows an entity to be related to itself?

  • Many-to-Many
  • One-to-One
  • Recursive
  • Weak
A recursive relationship in an ERD allows an entity to be related to itself. This scenario often occurs when an entity has a relationship with instances of the same entity type. It is useful in modeling hierarchical structures and network relationships.

What are the advantages of using a Star Schema over a Snowflake Schema in data warehousing?

  • Better suited for normalized data
  • Easier to understand and navigate
  • More suitable for complex analytical queries
  • Reduced query complexity
One advantage of using a Star Schema over a Snowflake Schema is reduced query complexity. In a Star Schema, all dimensional data is stored in a single table, making it simpler and faster for querying compared to the normalized structure of a Snowflake Schema, which involves multiple tables and joins.

Version control in data modeling helps to ensure _______ of data models.

  • Collaboration
  • Consistency
  • Flexibility
  • Security
Version control ensures consistency of data models by tracking changes and allowing users to revert to previous states if needed. It prevents conflicts and discrepancies, providing a stable and reliable model over time.

Which NoSQL database type is most suitable for graph-based data modeling?

  • Column-family Store
  • Document Store
  • Graph Database
  • Key-Value Store
Graph databases are the most suitable NoSQL type for graph-based data modeling. They are designed to represent and store data as nodes, edges, and properties, making them highly efficient for managing complex relationships in interconnected data sets.

Which type of NoSQL database is best suited for hierarchical data with dynamic schemas?

  • Column-family database
  • Document-oriented database
  • Graph database
  • Key-value store database
A document-oriented database is best suited for hierarchical data with dynamic schemas. It allows storing complex, nested data structures in a document format (e.g., JSON or XML), making it flexible for evolving data requirements.

In a one-to-many relationship, which entity holds the foreign key?

  • Both entities
  • It depends on the database design
  • Many entities
  • One entity randomly chosen
In a one-to-many relationship, the entity on the "many" side holds the foreign key. This key establishes the link between the two tables, allowing the "many" side to reference the primary key of the "one" side.

Scenario: A company wants to ensure that every order placed in their system has a corresponding customer. Which type of constraint would you apply to the order table to enforce this rule?

  • Check Constraint
  • Foreign Key Constraint
  • Primary Key Constraint
  • Unique Constraint
To ensure that every order has a corresponding customer, you would apply a Foreign Key Constraint to the order table. This constraint establishes a link between the order table and the customer table, preventing orders without a matching customer.

What are some best practices for managing conflicts in version control for data modeling?

  • Ignoring conflicts to maintain stability
  • Regularly merging changes from different branches
  • Restricting access to version control
  • Utilizing a centralized version control system
Best practices for managing conflicts include regularly merging changes from different branches. This ensures that updates from various contributors are incorporated, reducing conflicts and maintaining a consistent data model across the team.

In SQL, a _______ statement is used to define the structure of a database.

  • CREATE
  • INSERT
  • SELECT
  • UPDATE
In SQL, the CREATE statement is used to define the structure of a database. It allows you to create tables, define relationships, and set constraints, shaping the overall architecture of the database.

What is a Data Mart?

  • A storage device for temporary data
  • A subset of a data warehouse that focuses on a specific business area
  • A tool for data encryption
  • A type of database management system
A Data Mart is a subset of a data warehouse that is focused on a specific business area or topic. It contains a tailored set of data that is designed to meet the needs of a particular group of users, providing a more specialized and targeted view of the data.

What is the role of a "row key" in a column-family store?

  • It determines the data type of the row
  • It indicates the timestamp of the row
  • It is used to uniquely identify a row
  • It specifies the number of columns in the row
The "row key" in a column-family store is crucial as it uniquely identifies a row. It acts as the primary key for data retrieval, enabling efficient and fast access to specific rows in the column-family.