In data partitioning, _______ is the process of redistributing data across partitions to ensure balanced loads.

  • Data fragmentation
  • Data migration
  • Data reallocation
  • Data shuffling
In data partitioning, data reallocation is the process of redistributing data across partitions to maintain balanced loads. This ensures that no single partition becomes a bottleneck, optimizing performance in distributed systems.

Partitioning helps in _______ the data across different storage devices or servers.

  • Clustering
  • Distributing
  • Indexing
  • Normalizing
Partitioning helps in Distributing the data across different storage devices or servers. This distribution enhances parallel processing capabilities and can lead to better utilization of resources in a database system.

In clustering, data is organized into _______ based on shared characteristics.

  • Categories
  • Clusters
  • Hierarchies
  • Sets
In clustering, data is organized into clusters based on shared characteristics. Clusters are groups of data points that are similar to each other and dissimilar to data points in other clusters. This helps in discovering patterns and relationships within the data.

Which property of graph databases makes them particularly suitable for recommendation systems and social networks?

  • Ability to store large volumes of structured data
  • Native representation of relationships
  • Support for ACID transactions
  • Use of SQL as the query language
Graph databases are particularly suitable for recommendation systems and social networks due to their native representation of relationships. In a graph database, relationships are first-class citizens, making it efficient to traverse and analyze connections between entities, a key requirement in recommendation systems and social networks.

In Slowly Changing Dimensions (SCD), how does Type 4 handle historical data?

  • Adds new rows for each change
  • Creates separate tables for historical data
  • Overwrites existing historical records
  • Uses effective dating or versioning
Type 4 SCD handles historical data by using effective dating or versioning. Instead of adding new rows, it maintains the original row with an effective date or version number, allowing for a more compact representation of historical changes without cluttering the table with additional rows.

In an ERD, what does a cardinality constraint of "1 to Many" indicate?

  • Each entity instance can be associated with multiple instances
  • Each entity instance can be associated with only one instance
  • Each entity instance can be associated with zero or one instance
  • Only one entity instance can be associated with only one instance
In an ERD, a cardinality constraint of "1 to Many" indicates that each instance of one entity can be associated with multiple instances of another entity. This means that for each occurrence of the first entity, there can be multiple occurrences of the second entity.

A relationship where each occurrence in one entity may or may not have a corresponding occurrence in another entity is called _______ relationship.

  • Binary
  • Quaternary
  • Ternary
  • Unary
A relationship where each occurrence in one entity may or may not have a corresponding occurrence in another entity is called a Binary relationship. It involves two entities and is a fundamental concept in data modeling.

Which feature in database design tools allows users to visually create Entity-Relationship Diagrams (ERDs)?

  • ERD Designer
  • Form Builder
  • Query Editor
  • Report Designer
The ERD Designer feature in database design tools allows users to visually create Entity-Relationship Diagrams (ERDs). ERDs are graphical representations of the entities and their relationships in a database schema. This feature helps in designing and understanding the relationships between different entities in the database.

What does cardinality signify in the context of entity relationships?

  • The data type of an attribute
  • The importance of an entity in a database
  • The number of instances of one entity that can be related to another entity
  • The uniqueness of an attribute within an entity
In the context of entity relationships, cardinality signifies the number of instances of one entity that can be related to another entity. It helps define the nature and limits of the association between entities.

What does the NOT NULL constraint specify in a column definition?

  • Allows NULL values
  • Defines data types
  • Forbids NULL values
  • Requires unique values
The NOT NULL constraint in a column definition specifies that the column must not contain NULL values. It enforces the presence of data in that column, ensuring that each record has a valid and meaningful value for that particular attribute.