_______ is the process of summarizing data to provide insights into trends or patterns.

  • Aggregation
  • Data Modeling
  • Indexing
  • Normalization
Aggregation is the process of summarizing data to provide insights into trends or patterns. It involves applying functions like SUM, AVG, MIN, and MAX to data sets, helping analysts and decision-makers draw meaningful conclusions from large datasets. Aggregation is a fundamental concept in data analysis and reporting.

Which phase of database design typically involves conceptual schema design?

  • Design phase
  • Implementation phase
  • Maintenance phase
  • Testing phase
Conceptual schema design is typically part of the design phase in the database development life cycle. This phase focuses on creating a high-level data model that captures the essential entities and relationships in the system.

_______ partitioning involves splitting tables vertically based on columns.

  • Hash
  • Horizontal
  • Range
  • Vertical
Vertical partitioning involves splitting tables based on columns, which means dividing a table into smaller, more manageable parts based on specific columns. This can be beneficial for improving query performance and managing data more efficiently.

How does a composite key differ from a single-column key in a database?

  • Composite key and Single-column key are identical
  • Composite key is made up of multiple columns, Single-column key uses only one column
  • Composite key is used for foreign key relationships, Single-column key is not
  • Single-column key is made up of multiple columns, Composite key uses only one column
A composite key consists of multiple columns to uniquely identify a record, whereas a single-column key uses only one column for this purpose. Composite keys are often used when a single column cannot guarantee uniqueness.

In graph databases, edges often have _______ to denote the type or nature of the relationship.

  • Constraints
  • Indexes
  • Labels
  • Properties
In graph databases, edges often have labels to denote the type or nature of the relationship. Labels provide a way to categorize relationships, making it easier to understand the semantics of connections between nodes. This enhances the readability and querying capabilities of graph databases.

The process of aggregating data from various sources into a fact table is known as _______.

  • Aggregation
  • Denormalization
  • Indexing
  • Normalization
The process of aggregating data from various sources into a fact table is known as Aggregation. This involves summarizing and combining data to provide a more comprehensive view for analysis. Aggregation is a key step in data warehousing, enabling efficient reporting and analysis of large datasets.

In data warehousing, _______ involves aggregating data at a higher level of granularity.

  • Data Integration
  • Denormalization
  • Dimensional Modeling
  • Normalization
In data warehousing, Dimensional Modeling involves aggregating data at a higher level of granularity. It focuses on organizing data in a way that supports efficient querying and reporting, often using fact and dimension tables to represent business processes.

What are some common techniques used to achieve eventual consistency in NoSQL databases?

  • Primary key constraints
  • Strict synchronization
  • Two-phase commit
  • Vector clocks
Techniques like vector clocks are commonly used to achieve eventual consistency in NoSQL databases. Vector clocks help in tracking and ordering updates across distributed nodes, enabling eventual convergence of data while allowing for some level of asynchrony.

What does modality indicate in a relationship between entities?

  • The completeness of the relationship
  • The data type of the foreign key
  • The degree of parallelism in the relationship
  • The presence or absence of entities in the relationship
Modality in a relationship between entities indicates the presence or absence of entities in the relationship. It describes whether a related entity is optional or mandatory, providing insights into the completeness of the relationship.

What is the significance of collaboration features in ER diagram tools for intermediate users?

  • Enabling real-time code generation
  • Facilitating teamwork and concurrent design
  • Offering data migration utilities
  • Providing advanced visualization options
Collaboration features in ER diagram tools for intermediate users are significant as they facilitate teamwork and concurrent design. Multiple team members can work on the same project simultaneously, ensuring efficient collaboration and reducing the chances of conflicts in the database design process.