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Data Modeling and Transformation Techniques  Flashcards

Microsoft Fabric Data Engineer Associate DP-700 Flashcards

Extract, Transform, Load process for transferring and transforming data
Joins
Star Schema
Normalized version of star schema with dimensions further expanded
Schema
SQL operations used to combine data from two or more tables
Technique to summarize data by grouping and calculating metrics
ETL
Simplified database schema with fact table at the center and dimension tables connected
Blueprint of how database tables are organized and their relationships
Snowflake Schema
Aggregation
FrontBack
AggregationTechnique to summarize data by grouping and calculating metrics
Data TransformationProcess of converting data from one format to another
Data TypesCategories that define the kind of data stored in database columns
DenormalizationTechnique where normalized data is combined for improved query performance
Dimension TableTable containing descriptive attributes related to measurements in fact tables
ELTExtract, Load, Transform process that leverages database engine for transformations
ETLExtract, Transform, Load process for transferring and transforming data
Fact TableTable containing measures or metrics in a star or snowflake schema
Foreign KeyColumn that creates a relationship between two tables
JoinsSQL operations used to combine data from two or more tables
NormalizationProcess of organizing data to reduce redundancy and improve integrity
Primary KeyUnique identifier for a record in a database table
SchemaBlueprint of how database tables are organized and their relationships
Snowflake SchemaNormalized version of star schema with dimensions further expanded
Star SchemaSimplified database schema with fact table at the center and dimension tables connected
Front
Fact Table
Click the card to flip
Back
Table containing measures or metrics in a star or snowflake schema
Front
ETL
Back
Extract, Transform, Load process for transferring and transforming data
Front
Joins
Back
SQL operations used to combine data from two or more tables
Front
Data Types
Back
Categories that define the kind of data stored in database columns
Front
Normalization
Back
Process of organizing data to reduce redundancy and improve integrity
Front
Foreign Key
Back
Column that creates a relationship between two tables
Front
Snowflake Schema
Back
Normalized version of star schema with dimensions further expanded
Front
Data Transformation
Back
Process of converting data from one format to another
Front
Star Schema
Back
Simplified database schema with fact table at the center and dimension tables connected
Front
Primary Key
Back
Unique identifier for a record in a database table
Front
ELT
Back
Extract, Load, Transform process that leverages database engine for transformations
Front
Dimension Table
Back
Table containing descriptive attributes related to measurements in fact tables
Front
Denormalization
Back
Technique where normalized data is combined for improved query performance
Front
Schema
Back
Blueprint of how database tables are organized and their relationships
Front
Aggregation
Back
Technique to summarize data by grouping and calculating metrics
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This deck includes techniques for designing data models and performing transformations within Microsoft Fabric to support business needs efficiently.
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