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| Section | Objectives |
|---|---|
| Data Modeling | - Star and snowflake schema design - Conceptual and logical data models - Associations and synthetic keys |
| Data Connections | - Connecting to databases and files - Data source authentication |
| Data Quality and Governance | - Handling nulls and duplicates - Data validation techniques |
| Application Design | - Data layer vs presentation layer separation - Performance optimization considerations |
| Data Loading and Transformation | - Qlik load script fundamentals - Incremental load strategies - Data transformation functions |
A data architect uses the Qlik GeoAnalytics connector to determine the closest airports to cities in an existing app. The built-in location servicetjenerates data for the airport locations The data load editor runs the script and sees a circular reference and a synthetic key How should the data architect fix these issues'?
Correct Answer: C 🗳️
Refer to the exhibits.
A data architect needs to build a Project Management dashboard. The ProjectStatus table lists all indexes in the fields. Descriptions for the indexes are stored in a single Master table.
To build the dashboard, all descriptions should be in a single table:
Which function should the data architect use to meet this requirement?
Correct Answer: A 🗳️

A new app is being developed. Users need to see;
* Total sales for each customer
* Total sales for a given state
* Customers that have not had any sales
* Names of salesperson and regional manager
* Total number of sales by date
The data architect constructs several data models and tests the validity of each model. Which two data models meet these requirements? (Select two.) A)
B)
C)
Correct Answer: A,B 🗳️

Refer to the exhibit.
A data architect needs to build a sales dashboard. Data is stored in a legacy database. The extracted data contains the date in the format, 'YYYYDDMM' Due to the source date format, the dates are being loaded as numbers.
Which function should the data architect use to fix this issue?
Correct Answer: C 🗳️
Refer to the exhibit.
Each order can-have multiple products The data architect needs to make sure the Amount can be analyzed by Order Type and Product Category.
The Order Number field data always contains the Order Type in the first three characters Product. Product Category, and Sales Channel data are available in an Excel spreadsheet called "Categories" in the file PaperProducts xlsx.
Which two ways can the data architect use to make additions to the existing script and meet the requirements?
(Choose two.)
A)
B)
C)
D)
Correct Answer: C 🗳️
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