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 encrypting data for security
D.The process of deleting duplicate data from a database
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 decrease the speed of the network
B.To facilitate business intelligence and decision-making
C.To isolate departmental data silos
D.To increase the size of the hard drives used
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.Differences in hardware, operating systems, and data models across sources
B.Data that is exactly the same across all systems
C.The speed at which data is transferred
D.The security protocols used for data
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.Enter, Transfer, Load
B.Execute, Transmit, Log
C.Extract, Transform, Load
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 target data warehouse
B.In a separate staging server before loading
C.In the middleware application
D.In the source system
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.Manual Data Entry
B.Data Warehousing
C.Tape Backup
D.Data Virtualization (Federation)
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.Using different network cables
B.Differences in the meaning or interpretation of data (e.g., synonyms, homonyms)
C.Using different operating systems
D.Differences in file compression formats
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 supports historical analysis and reporting
B.It is optimized for transaction processing
C.It provides a volatile, changing view of data
D.It slows down analytical queries
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.Keeping data in silos
D.Effective Data Integration
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 containing descriptive attributes (context for facts)
B.A table for metadata only
C.A table containing measurements
D.A table for temporary calculations
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 one record at a time instantly
B.Processing data manually
C.Processing data in large groups at scheduled intervals
D.Processing data via email
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.Reports are trusted by executives
B.Seamless system integration
C.Fast query performance
D.Marketing mail sent to the wrong addresses
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 security level
B.The texture of the hard drive
C.The cost of the storage
D.The level of detail of the data
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.Electronic Internet Interface
C.Enterprise Information Integration
D.Early Information Input
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.A CSV file
C.An Excel spreadsheet with headers
D.Emails, videos, and social media posts
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.Graphic Design
B.Word Processing
C.Data Integration / ETL
D.Operating System Management
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 Governance provides the policies and roles to ensure Data Quality
B.Data Quality eliminates the need for Governance
C.Governance reduces Data Quality
D.They are unrelated
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 holds less data and is optimized for specific queries
B.It is connected directly to the CPU
C.It uses better hardware
D.It does not use indexes
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 includes email integration
B.It is built on a single chip
C.It is integrated with the printer network
D.Data from various sources is converted to a standard format/naming convention
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.Analyze
B.Transform
C.Extract
D.Load
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 unlock the server room
C.To encrypt the data
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.Moving data from A to B
C.Archiving data
D.Converting data from source format to destination format (e.g., calculation, filtering)
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 legacy mainframe system
B.The flat file containing raw logs
C.The operational database where transactions happen
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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