1What is the primary definition of Data Integration?
A.The process of combining data from different sources into a unified view
B.The process of backing up data to the cloud
C.The process of deleting duplicate data from a database
D.The process of encrypting data for security
Correct Answer: The process of combining data from different sources into a unified view
Explanation:
Data integration involves combining data residing in different sources and providing users with a unified view of them.
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2Which of the following is a key driver/need for Data Integration in an enterprise?
A.To increase the size of the hard drives used
B.To decrease the speed of the network
C.To isolate departmental data silos
D.To facilitate business intelligence and decision-making
Correct Answer: To facilitate business intelligence and decision-making
Explanation:
Data integration allows organizations to analyze combined data, leading to better business intelligence and informed decision-making.
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3In the context of data integration, what does 'Heterogeneity' refer to?
A.The security protocols used for data
B.The speed at which data is transferred
C.Data that is exactly the same across all systems
D.Differences in hardware, operating systems, and data models across sources
Correct Answer: Differences in hardware, operating systems, and data models across sources
Explanation:
Heterogeneity refers to the diversity in data representation, storage, and semantics across different source systems.
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4What does ETL stand for?
A.Extract, Transform, Load
B.Enter, Transfer, Load
C.Execute, Transmit, Log
D.Extract, Test, Lock
Correct Answer: Extract, Transform, Load
Explanation:
ETL stands for Extract, Transform, Load, a traditional approach to data integration.
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5In the ELT approach, where does the transformation of data primarily occur?
A.In the source system
B.In a separate staging server before loading
C.In the target data warehouse
D.In the middleware application
Correct Answer: In the target data warehouse
Explanation:
In ELT (Extract, Load, Transform), data is loaded into the target system first, and the transformation happens there using the target's processing power.
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6Which integration approach provides a real-time, unified view of data without physically moving the data to a central repository?
A.Data Warehousing
B.Tape Backup
C.Data Virtualization (Federation)
D.Manual Data Entry
Correct Answer: Data Virtualization (Federation)
Explanation:
Data virtualization or federation leaves data in source systems and retrieves it on-the-fly to create a virtual unified view.
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7What is 'Semantic Heterogeneity' in data integration?
A.Differences in file compression formats
B.Differences in the meaning or interpretation of data (e.g., synonyms, homonyms)
C.Using different operating systems
D.Using different network cables
Correct Answer: Differences in the meaning or interpretation of data (e.g., synonyms, homonyms)
Explanation:
Semantic heterogeneity occurs when there is a disagreement about the meaning, interpretation, or intended use of the same or related data.
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8Which of the following is an advantage of a Data Warehouse?
A.It provides a volatile, changing view of data
B.It slows down analytical queries
C.It is optimized for transaction processing
D.It supports historical analysis and reporting
Correct Answer: It supports historical analysis and reporting
Explanation:
A Data Warehouse is designed to store historical data to support analysis, reporting, and decision-making.
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9What creates a 'Single Version of the Truth' (SVOT)?
A.Using Excel spreadsheets
B.Avoiding data cleaning
C.Effective Data Integration
D.Keeping data in silos
Correct Answer: Effective Data Integration
Explanation:
Effective data integration resolves inconsistencies across sources to provide a single, accurate reference point for data, known as the Single Version of the Truth.
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10Which technology is commonly used for Application-based Integration?
Correct Answer: A table containing quantitative measurements (numbers/metrics)
Explanation:
Fact tables contain the metrics, measurements, or facts of a business process (e.g., sales amount, quantity sold).
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37What is a 'Dimension Table'?
A.A table for metadata only
B.A table for temporary calculations
C.A table containing measurements
D.A table containing descriptive attributes (context for facts)
Correct Answer: A table containing descriptive attributes (context for facts)
Explanation:
Dimension tables contain descriptive attributes (e.g., Customer Name, Product Category) that provide context to the facts.
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38Batch processing in data integration means:
A.Processing data via email
B.Processing data one record at a time instantly
C.Processing data manually
D.Processing data in large groups at scheduled intervals
Correct Answer: Processing data in large groups at scheduled intervals
Explanation:
Batch processing collects data over a period and processes it all at once (e.g., nightly loads).
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39Which of the following is a symptom of poor Data Quality?
A.Fast query performance
B.Reports are trusted by executives
C.Marketing mail sent to the wrong addresses
D.Seamless system integration
Correct Answer: Marketing mail sent to the wrong addresses
Explanation:
Sending mail to the wrong address is a classic example of inaccurate or outdated data.
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40What is 'Granularity' in a Data Warehouse?
A.The cost of the storage
B.The security level
C.The level of detail of the data
D.The texture of the hard drive
Correct Answer: The level of detail of the data
Explanation:
Granularity refers to the level of detail or summary of the data (e.g., daily sales vs. monthly sales).
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41EII stands for:
A.Enterprise Internal Internet
B.Early Information Input
C.Enterprise Information Integration
D.Electronic Internet Interface
Correct Answer: Enterprise Information Integration
Explanation:
EII is the ability to support a unified view of data and information across the enterprise (often via virtualization).
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42Which of the following is considered 'Unstructured Data'?
A.Rows in a SQL database
B.Emails, videos, and social media posts
C.A CSV file
D.An Excel spreadsheet with headers
Correct Answer: Emails, videos, and social media posts
Explanation:
Unstructured data does not have a predefined data model or schema, unlike relational database tables.
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43Informatica PowerCenter is primarily used for:
A.Data Integration / ETL
B.Graphic Design
C.Operating System Management
D.Word Processing
Correct Answer: Data Integration / ETL
Explanation:
Informatica PowerCenter is a leading enterprise ETL tool used for data integration.
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44What is the relationship between Data Governance and Data Quality?
A.Data Quality eliminates the need for Governance
B.They are unrelated
C.Governance reduces Data Quality
D.Data Governance provides the policies and roles to ensure Data Quality
Correct Answer: Data Governance provides the policies and roles to ensure Data Quality
Explanation:
Governance sets the rules, responsibilities, and standards, while Data Quality is the execution and measurement of those standards.
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45Why is a Data Mart often faster to query than a Data Warehouse?
A.It does not use indexes
B.It is connected directly to the CPU
C.It uses better hardware
D.It holds less data and is optimized for specific queries
Correct Answer: It holds less data and is optimized for specific queries
Explanation:
Data Marts contain a subset of data relevant to a specific domain, resulting in smaller volume and optimized structures for that domain's queries.
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46The 'Integrated' characteristic of a Data Warehouse means:
A.It is built on a single chip
B.It includes email integration
C.Data from various sources is converted to a standard format/naming convention
D.It is integrated with the printer network
Correct Answer: Data from various sources is converted to a standard format/naming convention
Explanation:
Integration ensures that encoding inconsistencies (e.g., m/f vs. 0/1) are resolved so data is uniform.
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47Which comes first in the standard ETL process?
A.Load
B.Transform
C.Extract
D.Analyze
Correct Answer: Extract
Explanation:
The process order is Extract (from source), Transform (clean/format), then Load (into target).
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48What is the purpose of a 'Surrogate Key' in a Data Warehouse?
A.To replace the natural primary key with a unique internal system identifier
B.To encrypt the data
C.To unlock the server room
D.To link to the internet
Correct Answer: To replace the natural primary key with a unique internal system identifier
Explanation:
Surrogate keys are system-generated unique keys used in the warehouse to decouple it from changes in source system keys (natural keys).
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49What is 'Data Transformation'?
A.Deleting data
B.Converting data from source format to destination format (e.g., calculation, filtering)
C.Moving data from A to B
D.Archiving data
Correct Answer: Converting data from source format to destination format (e.g., calculation, filtering)
Explanation:
Transformation involves applying business rules, cleaning, aggregating, or reformatting data.
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50Which of the following is a 'Target System' in an ETL flow?
A.The operational database where transactions happen
B.The legacy mainframe system
C.The flat file containing raw logs
D.The Data Warehouse where data is loaded
Correct Answer: The Data Warehouse where data is loaded
Explanation:
In an ETL flow, the source is where data comes from, and the target (or destination) is where data is loaded, typically the Data Warehouse.
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