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| Section | Weight | Objectives |
|---|---|---|
| Data Integration and Ingestion | 12% | - Refresh schedules and data flow - Data streams and connectors - API and file-based import |
| Automation and Workflow | 5% | - Workflow setup - Automated distribution |
| Dashboards and Visualization | 15% | - Dashboard design and layout - KPI and metric display - Chart types and usage |
| Data Harmonization | 3% | - Standardization methods - Cross-source alignment - Pros and cons of harmonization approaches |
| Data Quality and Cleansing | 7% | - Validation rules - Error handling and correction - Duplicate management |
| Datasets and Data Views | 10% | - Dataset creation and management - View configuration and sharing - Filtering and segmentation |
| General Functionalities | 13% | - Navigation and interface - Basic concepts and terminology - Core platform capabilities |
| Calculated Fields and Functions | 5% | - Custom calculations - VLOOKUP and FUZZYVLOOKUP - Extract and transformation formulas |
| Data Mapping and Modeling | 5% | - Source of truth configuration - Dimensions and measures - Data structure and relationships |
| Performance and Troubleshooting | 5% | - Monitoring and optimization - Common issues and fixes |
| Reporting and Analytics | 12% | - Insight generation and interpretation - Attribution models - Report creation and scheduling |
| Overarching Entities | 3% | - Structure and configuration - Use cases and application scenarios |
| Data Permissions and Governance | 5% | - Parent-child data setups - User access and roles - Data update controls |
A client created a new KPI: CPS (Cost per Sign-up).
The new KIP is mapped within the data stream mapping, and is populated with the following logic: (Media Cost) / Sign-ups) As can be seen in the table below, CPS was created twice and was set with two different aggregations:
From looking at the table, what are the aggregation settings for each one of the newly created KPIs?




Correct Answer: D 🗳️
Explanation: Only visible for RealExamFree members. You can sign-up / login (it's free).
A client provides the following two data streams:
Data Stream 1:
The client would like to use a VLOOKUP formula to calculate the Cost per Campaign Advertiser on January 1st 2020.
Which mapping options should the client apply to obtain the expected result?




Correct Answer: A 🗳️
Explanation: Only visible for RealExamFree members. You can sign-up / login (it's free).
An implementation engineer has been provided with 4 different source files: 03m 48s
1. Twitter Ads ~
2. Creative Classification
3. Placement Classification
4, Campaign Category Classification
The main source is Twitter Ads (which includes various fields and KPIs), and the rest are classification files that connect to Twitter Ads and enrich different fields within it.
The connections between the files are described as follows:
1st Party Creative Classification
File structure/headers:
Creative ID - links back to Creative Key (Twitter Ads)
1st Party Placement Classification by
File structure/headers:




Correct Answer: B 🗳️
Explanation: Only visible for RealExamFree members. You can sign-up / login (it's free).
A client has integrated data from Facebook Ads. Twitter ads, and Google ads in marketing Cloud intelligence. For each data source, the source, the data follows a naming convensions as ...
Facebook Ads Naming Convention - Campaign Name:
CampID_CampName#Market_Object#object#targetAge_TargetGender
Twitter Ads Naming Convention- Media Buy Name
MarketTargeAgeObjectiveOrderID
Google ads Naming Convention-Media Buy Name:
Buying_type_Market_Objective
The client wants to harmonize their data on the common fields between these two platforms (i.e. Market and Objective) using the Harmonization Center. Given the above information, which statement is correct regarding the ability to implement this request?
wet Me - Given the above information, which statement i 's Correct regarding the ability to implement this request?
Correct Answer: C 🗳️
Explanation: Only visible for RealExamFree members. You can sign-up / login (it's free).
Which two statements are correct regarding variable Dimensions in marketing Cloud intelligence's data model?
Correct Answer: C,D 🗳️
Explanation: Only visible for RealExamFree members. You can sign-up / login (it's free).
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