Which schema is more denormalized: Star Schema or Snowflake Schema?

  • Both have the same level of normalization
  • Neither is denormalized
  • Snowflake Schema
  • Star Schema
The Star Schema is more denormalized compared to the Snowflake Schema. In a Star Schema, the dimension tables are directly connected to the fact table, resulting in a simpler and more denormalized structure. This makes query performance better for analytical purposes.

Collaboration features in ER diagram tools facilitate _______ among team members.

  • Code writing
  • Communication
  • Data manipulation
  • Documentation
Collaboration features in ER diagram tools are designed to facilitate communication among team members. This may include features like comments, annotations, and real-time collaboration, allowing team members to work together effectively on designing and refining the database structure.

How does cardinality affect database design and query performance?

  • Cardinality is only relevant in certain types of databases
  • Higher cardinality leads to more complex database designs and slower query performance
  • It has no impact on database design or query performance
  • Lower cardinality simplifies database design but may impact query performance
Cardinality significantly affects database design and query performance. Lower cardinality simplifies database design, but it may impact query performance negatively. Higher cardinality leads to more complex designs and potentially slower query performance. Striking the right balance is crucial for an efficient database.

How does denormalization affect data integrity and consistency?

  • Enhances data integrity by reducing redundancy
  • Has no impact on data consistency
  • Improves data consistency through normalization
  • May compromise data integrity by introducing redundancy
Denormalization may compromise data integrity by introducing redundancy. While it can enhance query performance, it requires careful management to avoid inconsistencies that may arise due to redundant data.

The use of _______ facilitates real-time communication among data modelers.

  • Email
  • Fax
  • Instant messaging
  • Phone calls
Instant messaging is a tool that facilitates real-time communication among data modelers in collaborative environments. It allows quick exchange of ideas, discussions, and coordination, promoting efficient collaboration and decision-making during the data modeling process.

Clustering reduces the need for _______ by organizing similar data together.

  • Indexing
  • Normalization
  • Replication
  • Sorting
Clustering reduces the need for sorting by organizing similar data together. When data is clustered, similar items are stored close to each other, minimizing the effort required to retrieve and analyze related information.

Forward and Reverse Engineering tools often support _______ between different stages of the design process.

  • Transaction
  • Transformation
  • Transition
  • Translation
Forward and Reverse Engineering tools often support Transformation between different stages of the design process. They help convert models from one level of abstraction to another, ensuring consistency and coherence throughout the design lifecycle.

What role does version control play in collaborative data modeling?

  • Ensures Data Security
  • Improves Data Quality
  • Manages Changes and Revisions
  • Monitors User Activity
Version control in collaborative data modeling plays a crucial role in managing changes and revisions. It helps track modifications made to the data model, ensuring that there is a history of changes, and allows teams to collaborate without the risk of losing important information.

Scenario: A financial institution needs to ensure data consistency across its distributed database partitions. What techniques or mechanisms can be employed to achieve this while maintaining high availability?

  • All of the above
  • Conflict-free replicated data types (CRDTs)
  • Distributed transactions
  • Two-phase commit protocol
Conflict-free replicated data types (CRDTs) can be employed to ensure data consistency in distributed systems while maintaining high availability. CRDTs allow updates to be applied in any order, resolving conflicts automatically and promoting eventual consistency.

How does polymorphism relate to superclasses and subclasses?

  • It allows different subclasses to have different implementations of the same method
  • It enables a superclass to inherit properties from its subclasses
  • It ensures that each subclass has the same set of attributes
  • It restricts the use of subclasses in a polymorphic relationship
Polymorphism, in the context of superclasses and subclasses, allows different subclasses to have different implementations of the same method. This flexibility in behavior enhances the adaptability of the database model.