Data 360 Consultant Data Ingestion And Modeling — All Questions With Answers

Question 1mediummultiple choice

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A Data Cloud consultant is setting up a new S3 data stream for an external system. During the data stream creation wizard, the consultant notices that the date/time fields are not automatically mapping to the correct data type. What is the root cause and the best resolution?

Question 2hardmultiple choice

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A consultant maps a custom Data Source Object (DSO) field to a standard Individual Data Model Object (DMO) field in Data Cloud. After refreshing the data stream, the identity resolution rules are not picking up the new records. What is the likely cause?

Question 3mediummulti select

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Which THREE characteristics apply to Data Model Objects (DMOs) in Data Cloud? (Choose THREE)

Question 4mediummultiple choice

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A consultant is configuring a data stream from a Salesforce CRM org. The organization wants to ensure that deletes in CRM are reflected in Data Cloud. How does Data Cloud handle deletes from Salesforce CRM data sources?

Question 5hardmulti select

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Which THREE actions can a consultant perform when mapping a Data Source Object (DSO) to a Data Model Object (DMO)? (Choose THREE)

Question 6hardmulti select

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Which THREE types of data objects are available in the Data Cloud data model architecture? (Choose THREE)

Question 7mediummulti select

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Which TWO best practices should a consultant follow when naming and structuring custom Data Model Objects (DMOs)? (Choose TWO)

Question 8hardmultiple choice

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An organization is using the Ingestion API to push real-time web events into Data Cloud. During peak traffic hours, some API calls are throttled with HTTP 429 Too Many Requests. What is the recommended architectural response?

Question 9mediummulti select

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Which THREE features are provided by Data Cloud starter data bundles? (Choose THREE)

Question 10hardmulti select

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Which TWO considerations are critical when designing custom Data Model Objects (Dmos) to support large-scale segmentation in Data Cloud? (Choose TWO)

Question 11hardmulti select

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Which THREE methods can be used to monitor data stream health and troubleshoot ingestion errors in Data Cloud? (Choose THREE)

Question 12mediummulti select

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Which TWO types of schema definitions are required or supported when setting up a batch data stream from Amazon S3? (Choose TWO)

Question 13hardmultiple choice

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A consultant needs to ingest a nested JSON file from an external API into Data Cloud. The JSON contains an array of transaction items nested inside a customer profile object. How should the consultant configure the data stream to properly handle this nested structure?

Question 14mediummulti select

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A Data Cloud Consultant is configuring batch ingestion from an external cloud storage provider (Amazon S3). Which THREE configurations are required to successfully set up this data stream?

Question 15hardmultiple choice

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A consultant is designing a custom Data Model Object (DMO) to store point-of-sale transactions for a high-volume retailer, with billions of rows expected. The DMO must support segmentation on customer identifier and transaction date, and it will be joined to the Individual DMO. Which design decision best supports query performance at this scale?

Question 16mediummultiple choice

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A consultant ingests a Salesforce CRM data stream into Data Cloud. The source Contact object has a multi-value picklist field where a contact may have several selected values in one record. The consultant needs each selected value to land as its own row in the Contact Point Email DMO so downstream segmentation can filter on a single value. Which ingestion and modeling approach should the consultant use?

Question 17hardmultiple choice

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A consultant is mapping a Data Source Object to the standard Sales Order DMO. The source system sends order timestamps in the format 'YYYY-MM-DDTHH:MM:SSZ' and monetary amounts as decimal values with a currency code in a separate field. The consultant wants the Sales Order DMO to correctly store both the order date and the amount with currency context. Which mapping configuration should the consultant apply?

Question 18mediummulti select

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A consultant is preparing to ingest data from an external system into Data Cloud using a batch data stream. The source system exposes data through an API that returns paginated JSON responses, and the consultant must configure the connection and ingestion correctly. Which TWO configuration steps are required to ingest this API-based data successfully? (Choose two.)

Question 19easymultiple choice

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A consultant is configuring a Salesforce CRM data stream and wants to include standard Account fields along with custom fields. Where are the fields selected during the Data Cloud data stream creation process?

Question 20mediummultiple choice

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A Data Cloud consultant needs to ingest clickstream data that updates constantly throughout the day with high volume and low latency requirements. Which ingestion mechanism should be used?

Question 21hardmultiple choice

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An organization is ingesting high-frequency transactional data from a mobile app using the Ingestion API. They notice that records are failing with a validation error regarding primary keys. What must the consultant verify in the Ingestion API payload structure?

Question 22easymultiple choice

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When deploying a Data Cloud Starter Bundle for Marketing, what type of objects are automatically provisioned in Data Cloud?

Question 23mediummultiple choice

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An administrator needs to ingest data from an external relational database into Data Cloud on a nightly basis. Which ingestion method is best suited for this requirement?

Question 24hardmultiple choice

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A consultant creates a custom Data Model Object (DMO) in Data Cloud and attempts to relate it to the standard Individual DMO. The relationship creation fails. What is the most likely reason?

Question 25mediummultiple choice

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An organization wants to ingest data from Marketing Cloud Engagement into Data Cloud. Which connector should the consultant configure?

Question 26hardmulti select

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A Data Cloud consultant is troubleshooting a failing data stream from an external cloud storage bucket. Which TWO steps should the consultant take to diagnose the error? (Choose TWO)

Question 27easymultiple choice

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Which tool in Data Cloud allows a consultant to view raw records inside a Data Source Object (DSO) to verify successful ingestion before mapping?

Question 28easymultiple choice

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What is the primary function of a Data Source Object (DSO) in Data Cloud?

Question 29easymultiple choice

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What is the primary purpose of the Cloud Information Model (CIM) in Data Cloud?

Question 30hardmultiple choice

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An enterprise has multiple data streams bringing in customer data from different legacy systems. Some systems use 'Customer_ID' while others use 'Cust_Num'. When mapping these to the Individual DMO, how should the consultant ensure proper harmonization?

Question 31mediummultiple choice

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When configuring a batch data stream from an external source, what file formats are natively supported by Data Cloud for ingestion?

Question 32hardmultiple choice

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A consultant needs to ingest transactional data where each transaction record contains nested line items in a JSON array. How should the consultant configure the data stream to handle this hierarchical structure?

Question 33easymultiple choice

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Which user interface area in Data Cloud is used to manage and create data streams?

Question 34mediummultiple choice

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An organization has successfully created a data stream, but data is not appearing in the corresponding Data Model Object. What is the most likely step that was missed?

Question 35mediummulti select

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Which TWO file storage providers are natively supported for batch data stream ingestion in Data Cloud? (Choose TWO)

Question 36easymultiple choice

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What is the primary difference between batch ingestion and streaming ingestion in Data Cloud?

Question 37mediummultiple choice

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An administrator is setting up a Salesforce CRM data stream and wants to ensure that data is refreshed every 6 hours. Where is the refresh frequency configured?

Question 38hardmultiple choice

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A consultant ingests a custom object from Salesforce CRM containing currency fields. When mapped to a DMO, the currency ISO code and amount need to be handled correctly according to Data Cloud standards. How should currency fields be mapped?

Question 39mediummultiple choice

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An organization wants to ingest data from an external relational database using a zero-ETL integration approach if possible. Which Salesforce feature integrates external data sources into Data Cloud without heavy ETL pipelines?

Question 40easymultiple choice

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Which entity in Data Cloud represents the logical grouping of related data streams from a specific connector instance?

Question 41hardmultiple choice

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A consultant is setting up a streaming data stream using the Ingestion API. The API returns an HTTP 400 Bad Request error. What is the most likely cause of this error?

Question 42easymultiple choice

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Where can a consultant review the status and details of ongoing data stream ingestion runs in Data Cloud?

Question 43mediummultiple choice

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A consultant is mapping a date field from an external CSV data stream to the Individual DMO. The source date format is 'DD/MM/YYYY', but Data Cloud expects 'YYYY-MM-DD'. How should the consultant resolve this?

Question 44easymultiple choice

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When configuring a Salesforce CRM data stream, which user profile permissions are typically required for the connected integration user in Salesforce CRM?

Question 45mediummultiple choice

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A consultant has created a custom Data Model Object and mapped several fields. The client now requests to delete one of the mapped fields from the custom DMO. What prerequisite must the consultant perform before deleting the field?

Question 46hardmulti select

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Which TWO factors influence the speed and performance of batch data stream ingestion in Data Cloud? (Choose TWO)

Question 47mediummultiple choice

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An administrator is configuring a Google Cloud Storage batch data stream. The data stream runs successfully, but zero records are ingested, and the error log indicates a file permission denial. What must the administrator check in Google Cloud?

Question 48easymultiple choice

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What is the function of the Data Model canvas in Data Cloud?

Question 49hardmultiple choice

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A consultant is designing an architecture where customer records arrive simultaneously via Salesforce CRM CDC, Marketing Cloud Engagement, and an Ingestion API. To prevent duplicate customer profiles from bloating downstream segments, what core Data Cloud feature must be configured after data modeling?

Question 50easymultiple choice

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What is the primary purpose of a master data stream in Data Cloud?

Question 51easymultiple choice

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Which Salesforce feature provides pre-built data streams and data model mappings for Marketing Cloud Account Engagement (Pardot)?

Question 52mediummultiple choice

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A consultant wants to verify that records from an Ingestion API stream are successfully landing in the Data Source Object. Which tool should the consultant use?

Question 53mediummulti select

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Which THREE data categories are supported when classifying Data Model Objects in Data Cloud? (Choose THREE)

Question 54mediummultiple choice

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A consultant is mapping a Salesforce CRM Contact data stream to the Individual DMO. The client wants to ensure that the contact's phone number is harmonized into the standard contact point phone DMO. How should this be structured?

Question 55hardmultiple choice

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An enterprise ingests orders from three separate e-commerce platforms. Each platform uses a different currency (USD, EUR, GBP). To aggregate total purchase value accurately in Calculated Insights, what must the consultant do during the harmonization and modeling stage?

Question 56easymultiple choice

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Which tool provides a visual representation of all data streams, data source objects, data model objects, and their connections in Data Cloud?

Question 57easymultiple choice

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What is the primary role of Data Source Objects (DSOs) in the Data Cloud architecture?

Question 58easymultiple choice

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Which tab in Data Cloud is used to inspect the records inside a Data Model Object (DMO)?

Question 59mediummultiple choice

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A consultant is configuring a data stream from an Amazon S3 bucket. The source files are updated continuously throughout the day. How should the refresh schedule be configured to capture these updates efficiently?

Question 60hardmulti select

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Which THREE conditions must be met when mapping a custom Data Source Object field to a standard Cloud Information Model attribute? (Choose THREE)

Question 61hardmultiple choice

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A consultant is troubleshooting a streaming ingestion pipeline where incoming JSON payloads are failing validation. The error message states that a required timestamp field is in an invalid format. What ISO standard format does Data Cloud require for timestamp fields?

Question 62mediummulti select

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Which TWO methods can be used to ingest data into Data Cloud in near real-time? (Choose TWO)

Question 63mediummultiple choice

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An administrator is setting up a data stream from a Salesforce CRM org. They want to ensure that only specific objects (Account, Contact, Case) are ingested. Where is this filtering or selection performed?

Question 64mediummultiple choice

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An administrator needs to ingest customer feedback ratings stored as numeric values from 1 to 5. When mapping this field to a custom DMO attribute, which data type should the administrator select?

Question 65hardmultiple choice

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A consultant is setting up a data stream from an external database via Amazon S3. The source system generates CSV files with custom delimiters (pipes `|` instead of commas `,`). How should the consultant configure this in Data Cloud?

Question 66mediummultiple choice

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A consultant creates a data stream from a custom Salesforce CRM object. After activation, the client adds new custom fields to the source object in Salesforce CRM. How can the consultant ensure these new fields are ingested into Data Cloud?

Question 67mediummulti select

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Which TWO key components are required when defining a batch data stream from Google Cloud Storage? (Choose TWO)

Question 68easymultiple choice

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What is the term for mapping unharmonized Data Source Object attributes to standardized Cloud Information Model attributes?

Question 69easymultiple choice

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Which role or permission set is generally required to configure data streams and data models in Data Cloud?

Question 70hardmultiple choice

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An enterprise has streaming interaction data arriving via the Ingestion API. The consultant notices that records are populating the DSO, but the timestamps on the records are off by several hours. What is the most likely cause?

Question 71mediummultiple choice

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A consultant is setting up a Salesforce CRM data stream for the Case object. The client wants to filter out closed cases so they are never ingested into Data Cloud. Where should this filter be applied?

Question 72hardmultiple choice

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An organization is ingesting high-volume transaction data via the Ingestion API. During testing, they notice that duplicate transaction IDs are being ingested as separate records into the DSO. What mechanism ensures idempotency or prevents unwanted duplicates in Data Cloud ingestion?

Question 73mediummulti select

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Which TWO statements are true regarding Data Model Object (DMO) relationships in Data Cloud? (Choose TWO)

Question 74hardmulti select

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Which THREE actions can be performed when utilizing formula functions during field mapping in Data Cloud? (Choose THREE)

Question 75easymultiple choice

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What is the term for a pre-packaged collection of data streams, data model mappings, and insights designed for a specific Salesforce application?

Question 76mediummultiple choice

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A consultant needs to ingest data from an SFTP server into Data Cloud. How should this be architected if Data Cloud does not have a direct native SFTP batch connector?

Question 77easymultiple choice

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Which Salesforce product icon or menu item leads administrators to the Data Cloud setup and configuration landing page?

Question 78hardmultiple choice

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An enterprise is ingesting web tracking events via the Interaction SDK. Some event payloads contain nested arrays of product interactions. During mapping, the consultant needs to ensure these nested items are correctly associated with the parent event DMO. How is this handled?

Question 79mediummultiple choice

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A consultant has set up a Salesforce CRM data stream. The data stream shows a status of 'Error' due to an invalid field mapping. After correcting the mapping in the UI, what action should the consultant take to resume data flow?

Question 80hardmultiple choice

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An enterprise is ingesting orders from an external ERP system. Each order record contains a status code represented as an integer (e.g., 1 = Pending, 2 = Shipped, 3 = Cancelled). The client wants these numeric codes translated into readable text descriptions during harmonization. How should the consultant achieve this?

Question 81hardmulti select

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Which THREE key responsibilities does a Data Cloud consultant have when designing the data ingestion and modeling strategy? (Choose THREE)

Question 82mediummulti select

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Which TWO benefits are provided by mapping Data Source Objects (DSOs) to standard Cloud Information Model (CIM) DMOs? (Choose TWO)

Question 83easymultiple choice

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What is the primary function of the Data Streams tab in Data Cloud?

Question 84mediummultiple choice

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A consultant is setting up a data stream from Marketing Cloud Engagement. The data stream successfully ingests subscriber data, but campaign tracking events are not appearing. What should the consultant verify?

Question 85hardmultiple choice

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An enterprise is planning to ingest 500 million transaction records daily from an external data warehouse using cloud storage. To optimize ingestion performance and query speed in Data Cloud, which file format should the consultant recommend for batch export to Amazon S3?

Question 86easymultiple choice

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Which Data Cloud feature enables real-time event streaming from web and mobile applications directly into Data Source Objects?

Question 87mediummultiple choice

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A consultant has mapped multiple Salesforce CRM Account records to the Account DMO. The client notices that records are duplicated because different regional systems created accounts with slightly different names. What tool should be used to consolidate these accounts?

Question 88hardmultiple choice

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A consultant is configuring a data stream from Amazon S3. The source CSV files contain headers with spaces and special characters. When mapping these fields in Data Cloud, how does Data Cloud handle field names derived from CSV headers?

Question 89easymultiple choice

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What is the primary function of Data Explorer in Data Cloud?

Question 90hardmulti select

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Which THREE best practices should a consultant follow when configuring streaming ingestion via the Ingestion API? (Choose THREE)

Question 91hardmultiple choice

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An enterprise ingests high-frequency clickstream data using the Interaction SDK. The client notices that event timestamps are recorded in local browser time rather than UTC, causing chronological misalignment in sequence analysis. How should the consultant address this?

Question 92mediummultiple choice

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A consultant is configuring a data stream from a Salesforce CRM org. The client requests that records older than 2 years be excluded from ingestion to conserve storage. Where should this filter be applied?

Question 93mediummultiple choice

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A Data Cloud Consultant is setting up a batch data stream from an AWS S3 bucket to ingest daily transaction records. During the configuration, the consultant notices that the incoming CSV files contain columns with varying headers across different days. How should the consultant configure the data stream to ensure successful ingestion without breaking the mapping?

Question 94hardmultiple choice

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A consultant is mapping a custom Data Source Object (DSO) representing loyalty points to the Individual Data Model Object (DMO) in Salesforce Data Cloud. The DMO requires a primary key, but the loyalty source record only contains a compound loyalty program ID and member ID. What is the recommended best practice to satisfy the primary key requirement during the data mapping process?

Question 95easymultiple choice

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An organization wants to ingest real-time clickstream events from their mobile application into Salesforce Data Cloud. Which ingestion mechanism should the consultant recommend?

Question 96mediummultiple choice

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A Data Cloud Consultant is configuring a Data Stream from Marketing Cloud Engagement. The consultant notices that data is updating via batch runs. What is the default frequency of batch synchronization for Marketing Cloud Engagement data streams once established?

Question 97hardmultiple choice

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A consultant has created a custom Data Model Object (DMO) and needs to relate it to the standard Individual DMO. The relationship type chosen is N:1 (Many custom DMO records to One Individual). When configuring this relationship in Data Cloud, what is a mandatory requirement for the foreign key field in the custom DMO?

Question 98easymultiple choice

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Which component of Salesforce Data Cloud is responsible for organizing ingested raw data into a standardized structure based on the Cloud Information Model (CIM)?

Question 99mediummultiple choice

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A consultant is using a data bundle to ingest data from a connected Salesforce org. What happens immediately after the data bundle is deployed and the data streams are created?

Question 100easymultiple choice

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Which feature allows a Data Cloud Consultant to transform field values, such as concatenating first and last names or changing date formats, during the ingestion process without writing custom code?

Question 101mediummultiple choice

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An enterprise is ingesting customer data from two different Salesforce orgs into a single Data Cloud instance. Both orgs contain customer records with overlapping email addresses. What foundational concept ensures that these separate records can be harmonized under a single profile?

Question 102hardmulti select

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A consultant is designing a data model in Salesforce Data Cloud and needs to establish relationships between custom Data Model Objects (DMOs). Which TWO rules apply when creating relationships between DMOs in Data Cloud?

Question 103hardmulti select

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A consultant is reviewing data streams in Data Cloud and notices that a specific batch data stream has failed consecutive runs. Which THREE troubleshooting steps should the consultant take to diagnose and resolve the issue?

Question 104mediummulti select

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When mapping Data Source Objects (DSOs) to Data Model Objects (DMOs) in Salesforce Data Cloud, which TWO best practices should a consultant follow?

Question 105mediummultiple choice

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A consultant is configuring a Data Stream that ingests customer records from an Amazon S3 bucket into Data Cloud. The source files are full snapshots delivered every night, and the business requires that deleted customer records be removed from the Data Cloud data model after each ingestion. Which Data Stream refresh setting should the consultant configure to meet this requirement?

Question 106easymultiple choice

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A consultant is creating a Data Stream from a Salesforce CRM connector to bring Account records into Data Cloud. During field mapping, the consultant needs to map the source Account object to the standard Account Data Model Object (DMO). Which mapping approach should the consultant use to align the source fields with the standard DMO attributes?

Question 107mediummultiple choice

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A consultant is ingesting web event data through the Web and Mobile App connector. The events include a timestamp field generated in the visitor's local time zone without any offset information. The business wants the Unified Individual profile to reflect event times consistently for segmentation across regions. What should the consultant do during data stream configuration?

Question 108mediummultiple choice

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A consultant is ingesting order records from an external system via an S3 bucket data stream. Each order has a Customer_Email__c field in the source, but the Order DMO in Data Cloud must link to the Individual DMO using the standard Party Identification (Party Identification DMO) relationship rather than a direct email field. Which approach should the consultant take to establish the relationship between Order and Individual in the data model?

Question 109mediummultiple choice

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A consultant is configuring a data stream from an Amazon S3 bucket that contains 40,000 JSON files, each under 200 KB, delivered continuously throughout the day. The business requires that newly landed files be visible for segmentation within minutes rather than hours. Which ingestion configuration should the consultant choose for this data stream?

Question 110hardmultiple choice

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A consultant is building a data stream from Salesforce CRM using the CRM connector. The source object Account has a field AnnualRevenue that is a currency field with values in different currencies depending on the record. The consultant needs to ensure that revenue values are consistently comparable in the Unified Individual DMO for segmentation. What should the consultant do during data stream configuration and mapping?

Question 111hardmultiple choice

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A consultant ingests order line items from an external system into a custom Data Model Object. Each source row contains an order number and a product SKU, and a single order can contain many line items. The consultant maps both fields as standard text attributes and links the DMO to the Individual DMO. During segmentation, counts of line items per customer are drastically inflated. What is the most likely cause?

Question 112easymultiple choice

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A consultant is configuring a data stream from an external REST API that returns JSON payloads. The API uses OAuth 2.0 with a client credentials grant. The consultant needs to set up the connection in Data Cloud. Which authentication method should the consultant select when creating the data stream connection?

Question 113easymultiple choice

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A consultant is onboarding a new source system and needs to create the data stream, map its fields to the data model, and then verify that the mappings produced the expected objects. Which sequence of Data 360 capabilities should the consultant follow?

Question 114hardmultiple choice

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A consultant has ingested a large volume of web event data into Data Cloud using the Web SDK connector. The events include page views, clicks, and custom events. The consultant needs to model this data so that it can be used for segmentation and activation, and also joined with the Individual DMO. Which DMO should the consultant map the web event data to, and how should the relationship to Individual be established?

Question 115mediummultiple choice

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A consultant ingests a nightly batch of customer records into the Individual data model object. The source system sends a full snapshot each night, including customers who have not changed. The consultant wants to avoid creating duplicate individuals while ensuring changed records are reflected. Which approach should the consultant take?

Question 116mediummulti select

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A consultant is mapping a Data Source Object (DSO) from an external e-commerce system to Data Model Objects (DMOs) in Data Cloud. The source has fields for order ID, customer ID, order date, and order total. The consultant needs to ensure the mapping supports identity resolution and segmentation. Which TWO actions should the consultant take when mapping the DSO to DMOs? (Choose two.)

Question 117mediummulti select

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A consultant is preparing to ingest a high-volume clickstream feed into Data 360 and must decide how to model the incoming events before they are used for segmentation and analytics. Which two modeling decisions should the consultant make to support this feed effectively? (Choose two.)

Question 118easymultiple choice

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A consultant has ingested data into a Data Lake Object and now needs to map it to a Data Model Object so that the data can be used in segmentation and activation. The consultant opens the Data Lake Object and begins the mapping process. Which statement correctly describes what happens when a Data Lake Object is mapped to a Data Model Object?

Question 119hardmultiple choice

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A consultant ingests a high-volume transactional data stream into Data Cloud and maps it to a custom Data Model Object that will be joined to the standard Individual DMO for segmentation. The source records include a customer identifier that occasionally has leading zeros stripped by the upstream system. The consultant notices that some records fail to match Individual records during segmentation. Which action should the consultant take to resolve the matching issue?

Question 1mediummultiple choice

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A Data Cloud consultant is setting up a new S3 data stream for an external system. During the data stream creation wizard, the consultant notices that the date/time fields are not automatically mapping to the correct data type. What is the root cause and the best resolution?

Question 2hardmultiple choice

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A consultant maps a custom Data Source Object (DSO) field to a standard Individual Data Model Object (DMO) field in Data Cloud. After refreshing the data stream, the identity resolution rules are not picking up the new records. What is the likely cause?

Question 3mediummulti select

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Which THREE characteristics apply to Data Model Objects (DMOs) in Data Cloud? (Choose THREE)

Question 4mediummultiple choice

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A consultant is configuring a data stream from a Salesforce CRM org. The organization wants to ensure that deletes in CRM are reflected in Data Cloud. How does Data Cloud handle deletes from Salesforce CRM data sources?

Question 5hardmulti select

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Which THREE actions can a consultant perform when mapping a Data Source Object (DSO) to a Data Model Object (DMO)? (Choose THREE)

Question 6hardmulti select

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Which THREE types of data objects are available in the Data Cloud data model architecture? (Choose THREE)

Question 7mediummulti select

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Which TWO best practices should a consultant follow when naming and structuring custom Data Model Objects (DMOs)? (Choose TWO)

Question 8hardmultiple choice

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An organization is using the Ingestion API to push real-time web events into Data Cloud. During peak traffic hours, some API calls are throttled with HTTP 429 Too Many Requests. What is the recommended architectural response?

Question 9mediummulti select

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Which THREE features are provided by Data Cloud starter data bundles? (Choose THREE)

Question 10hardmulti select

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Which TWO considerations are critical when designing custom Data Model Objects (Dmos) to support large-scale segmentation in Data Cloud? (Choose TWO)

Question 11hardmulti select

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Which THREE methods can be used to monitor data stream health and troubleshoot ingestion errors in Data Cloud? (Choose THREE)

Question 12mediummulti select

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Which TWO types of schema definitions are required or supported when setting up a batch data stream from Amazon S3? (Choose TWO)

Question 13hardmultiple choice

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A consultant needs to ingest a nested JSON file from an external API into Data Cloud. The JSON contains an array of transaction items nested inside a customer profile object. How should the consultant configure the data stream to properly handle this nested structure?

Question 14mediummulti select

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A Data Cloud Consultant is configuring batch ingestion from an external cloud storage provider (Amazon S3). Which THREE configurations are required to successfully set up this data stream?

Question 15hardmultiple choice

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A consultant is designing a custom Data Model Object (DMO) to store point-of-sale transactions for a high-volume retailer, with billions of rows expected. The DMO must support segmentation on customer identifier and transaction date, and it will be joined to the Individual DMO. Which design decision best supports query performance at this scale?

Question 16mediummultiple choice

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A consultant ingests a Salesforce CRM data stream into Data Cloud. The source Contact object has a multi-value picklist field where a contact may have several selected values in one record. The consultant needs each selected value to land as its own row in the Contact Point Email DMO so downstream segmentation can filter on a single value. Which ingestion and modeling approach should the consultant use?

Question 17hardmultiple choice

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A consultant is mapping a Data Source Object to the standard Sales Order DMO. The source system sends order timestamps in the format 'YYYY-MM-DDTHH:MM:SSZ' and monetary amounts as decimal values with a currency code in a separate field. The consultant wants the Sales Order DMO to correctly store both the order date and the amount with currency context. Which mapping configuration should the consultant apply?

Question 18mediummulti select

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A consultant is preparing to ingest data from an external system into Data Cloud using a batch data stream. The source system exposes data through an API that returns paginated JSON responses, and the consultant must configure the connection and ingestion correctly. Which TWO configuration steps are required to ingest this API-based data successfully? (Choose two.)

Question 19easymultiple choice

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A consultant is configuring a Salesforce CRM data stream and wants to include standard Account fields along with custom fields. Where are the fields selected during the Data Cloud data stream creation process?

Question 20mediummultiple choice

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A Data Cloud consultant needs to ingest clickstream data that updates constantly throughout the day with high volume and low latency requirements. Which ingestion mechanism should be used?

Question 21hardmultiple choice

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An organization is ingesting high-frequency transactional data from a mobile app using the Ingestion API. They notice that records are failing with a validation error regarding primary keys. What must the consultant verify in the Ingestion API payload structure?

Question 22easymultiple choice

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When deploying a Data Cloud Starter Bundle for Marketing, what type of objects are automatically provisioned in Data Cloud?

Question 23mediummultiple choice

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An administrator needs to ingest data from an external relational database into Data Cloud on a nightly basis. Which ingestion method is best suited for this requirement?

Question 24hardmultiple choice

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A consultant creates a custom Data Model Object (DMO) in Data Cloud and attempts to relate it to the standard Individual DMO. The relationship creation fails. What is the most likely reason?

Question 25mediummultiple choice

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An organization wants to ingest data from Marketing Cloud Engagement into Data Cloud. Which connector should the consultant configure?

Question 26hardmulti select

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A Data Cloud consultant is troubleshooting a failing data stream from an external cloud storage bucket. Which TWO steps should the consultant take to diagnose the error? (Choose TWO)

Question 27easymultiple choice

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Which tool in Data Cloud allows a consultant to view raw records inside a Data Source Object (DSO) to verify successful ingestion before mapping?

Question 28easymultiple choice

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What is the primary function of a Data Source Object (DSO) in Data Cloud?

Question 29easymultiple choice

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What is the primary purpose of the Cloud Information Model (CIM) in Data Cloud?

Question 30hardmultiple choice

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An enterprise has multiple data streams bringing in customer data from different legacy systems. Some systems use 'Customer_ID' while others use 'Cust_Num'. When mapping these to the Individual DMO, how should the consultant ensure proper harmonization?

Question 31mediummultiple choice

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When configuring a batch data stream from an external source, what file formats are natively supported by Data Cloud for ingestion?

Question 32hardmultiple choice

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A consultant needs to ingest transactional data where each transaction record contains nested line items in a JSON array. How should the consultant configure the data stream to handle this hierarchical structure?

Question 33easymultiple choice

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Which user interface area in Data Cloud is used to manage and create data streams?

Question 34mediummultiple choice

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An organization has successfully created a data stream, but data is not appearing in the corresponding Data Model Object. What is the most likely step that was missed?

Question 35mediummulti select

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Which TWO file storage providers are natively supported for batch data stream ingestion in Data Cloud? (Choose TWO)

Question 36easymultiple choice

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What is the primary difference between batch ingestion and streaming ingestion in Data Cloud?

Question 37mediummultiple choice

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An administrator is setting up a Salesforce CRM data stream and wants to ensure that data is refreshed every 6 hours. Where is the refresh frequency configured?

Question 38hardmultiple choice

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A consultant ingests a custom object from Salesforce CRM containing currency fields. When mapped to a DMO, the currency ISO code and amount need to be handled correctly according to Data Cloud standards. How should currency fields be mapped?

Question 39mediummultiple choice

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An organization wants to ingest data from an external relational database using a zero-ETL integration approach if possible. Which Salesforce feature integrates external data sources into Data Cloud without heavy ETL pipelines?

Question 40easymultiple choice

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Which entity in Data Cloud represents the logical grouping of related data streams from a specific connector instance?

Question 41hardmultiple choice

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A consultant is setting up a streaming data stream using the Ingestion API. The API returns an HTTP 400 Bad Request error. What is the most likely cause of this error?

Question 42easymultiple choice

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Where can a consultant review the status and details of ongoing data stream ingestion runs in Data Cloud?

Question 43mediummultiple choice

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A consultant is mapping a date field from an external CSV data stream to the Individual DMO. The source date format is 'DD/MM/YYYY', but Data Cloud expects 'YYYY-MM-DD'. How should the consultant resolve this?

Question 44easymultiple choice

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When configuring a Salesforce CRM data stream, which user profile permissions are typically required for the connected integration user in Salesforce CRM?

Question 45mediummultiple choice

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A consultant has created a custom Data Model Object and mapped several fields. The client now requests to delete one of the mapped fields from the custom DMO. What prerequisite must the consultant perform before deleting the field?

Question 46hardmulti select

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Which TWO factors influence the speed and performance of batch data stream ingestion in Data Cloud? (Choose TWO)

Question 47mediummultiple choice

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An administrator is configuring a Google Cloud Storage batch data stream. The data stream runs successfully, but zero records are ingested, and the error log indicates a file permission denial. What must the administrator check in Google Cloud?

Question 48easymultiple choice

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What is the function of the Data Model canvas in Data Cloud?

Question 49hardmultiple choice

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A consultant is designing an architecture where customer records arrive simultaneously via Salesforce CRM CDC, Marketing Cloud Engagement, and an Ingestion API. To prevent duplicate customer profiles from bloating downstream segments, what core Data Cloud feature must be configured after data modeling?

Question 50easymultiple choice

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What is the primary purpose of a master data stream in Data Cloud?

Question 51easymultiple choice

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Which Salesforce feature provides pre-built data streams and data model mappings for Marketing Cloud Account Engagement (Pardot)?

Question 52mediummultiple choice

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A consultant wants to verify that records from an Ingestion API stream are successfully landing in the Data Source Object. Which tool should the consultant use?

Question 53mediummulti select

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Which THREE data categories are supported when classifying Data Model Objects in Data Cloud? (Choose THREE)

Question 54mediummultiple choice

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A consultant is mapping a Salesforce CRM Contact data stream to the Individual DMO. The client wants to ensure that the contact's phone number is harmonized into the standard contact point phone DMO. How should this be structured?

Question 55hardmultiple choice

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An enterprise ingests orders from three separate e-commerce platforms. Each platform uses a different currency (USD, EUR, GBP). To aggregate total purchase value accurately in Calculated Insights, what must the consultant do during the harmonization and modeling stage?

Question 56easymultiple choice

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Which tool provides a visual representation of all data streams, data source objects, data model objects, and their connections in Data Cloud?

Question 57easymultiple choice

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What is the primary role of Data Source Objects (DSOs) in the Data Cloud architecture?

Question 58easymultiple choice

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Which tab in Data Cloud is used to inspect the records inside a Data Model Object (DMO)?

Question 59mediummultiple choice

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A consultant is configuring a data stream from an Amazon S3 bucket. The source files are updated continuously throughout the day. How should the refresh schedule be configured to capture these updates efficiently?

Question 60hardmulti select

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Which THREE conditions must be met when mapping a custom Data Source Object field to a standard Cloud Information Model attribute? (Choose THREE)

Question 61hardmultiple choice

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A consultant is troubleshooting a streaming ingestion pipeline where incoming JSON payloads are failing validation. The error message states that a required timestamp field is in an invalid format. What ISO standard format does Data Cloud require for timestamp fields?

Question 62mediummulti select

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Which TWO methods can be used to ingest data into Data Cloud in near real-time? (Choose TWO)

Question 63mediummultiple choice

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An administrator is setting up a data stream from a Salesforce CRM org. They want to ensure that only specific objects (Account, Contact, Case) are ingested. Where is this filtering or selection performed?

Question 64mediummultiple choice

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An administrator needs to ingest customer feedback ratings stored as numeric values from 1 to 5. When mapping this field to a custom DMO attribute, which data type should the administrator select?

Question 65hardmultiple choice

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A consultant is setting up a data stream from an external database via Amazon S3. The source system generates CSV files with custom delimiters (pipes `|` instead of commas `,`). How should the consultant configure this in Data Cloud?

Question 66mediummultiple choice

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A consultant creates a data stream from a custom Salesforce CRM object. After activation, the client adds new custom fields to the source object in Salesforce CRM. How can the consultant ensure these new fields are ingested into Data Cloud?

Question 67mediummulti select

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Which TWO key components are required when defining a batch data stream from Google Cloud Storage? (Choose TWO)

Question 68easymultiple choice

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What is the term for mapping unharmonized Data Source Object attributes to standardized Cloud Information Model attributes?

Question 69easymultiple choice

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Which role or permission set is generally required to configure data streams and data models in Data Cloud?

Question 70hardmultiple choice

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An enterprise has streaming interaction data arriving via the Ingestion API. The consultant notices that records are populating the DSO, but the timestamps on the records are off by several hours. What is the most likely cause?

Question 71mediummultiple choice

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A consultant is setting up a Salesforce CRM data stream for the Case object. The client wants to filter out closed cases so they are never ingested into Data Cloud. Where should this filter be applied?

Question 72hardmultiple choice

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An organization is ingesting high-volume transaction data via the Ingestion API. During testing, they notice that duplicate transaction IDs are being ingested as separate records into the DSO. What mechanism ensures idempotency or prevents unwanted duplicates in Data Cloud ingestion?

Question 73mediummulti select

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Which TWO statements are true regarding Data Model Object (DMO) relationships in Data Cloud? (Choose TWO)

Question 74hardmulti select

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Which THREE actions can be performed when utilizing formula functions during field mapping in Data Cloud? (Choose THREE)

Question 75easymultiple choice

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What is the term for a pre-packaged collection of data streams, data model mappings, and insights designed for a specific Salesforce application?

Question 76mediummultiple choice

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A consultant needs to ingest data from an SFTP server into Data Cloud. How should this be architected if Data Cloud does not have a direct native SFTP batch connector?

Question 77easymultiple choice

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Which Salesforce product icon or menu item leads administrators to the Data Cloud setup and configuration landing page?

Question 78hardmultiple choice

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An enterprise is ingesting web tracking events via the Interaction SDK. Some event payloads contain nested arrays of product interactions. During mapping, the consultant needs to ensure these nested items are correctly associated with the parent event DMO. How is this handled?

Question 79mediummultiple choice

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A consultant has set up a Salesforce CRM data stream. The data stream shows a status of 'Error' due to an invalid field mapping. After correcting the mapping in the UI, what action should the consultant take to resume data flow?

Question 80hardmultiple choice

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An enterprise is ingesting orders from an external ERP system. Each order record contains a status code represented as an integer (e.g., 1 = Pending, 2 = Shipped, 3 = Cancelled). The client wants these numeric codes translated into readable text descriptions during harmonization. How should the consultant achieve this?

Question 81hardmulti select

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Which THREE key responsibilities does a Data Cloud consultant have when designing the data ingestion and modeling strategy? (Choose THREE)

Question 82mediummulti select

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Which TWO benefits are provided by mapping Data Source Objects (DSOs) to standard Cloud Information Model (CIM) DMOs? (Choose TWO)

Question 83easymultiple choice

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What is the primary function of the Data Streams tab in Data Cloud?

Question 84mediummultiple choice

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A consultant is setting up a data stream from Marketing Cloud Engagement. The data stream successfully ingests subscriber data, but campaign tracking events are not appearing. What should the consultant verify?

Question 85hardmultiple choice

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An enterprise is planning to ingest 500 million transaction records daily from an external data warehouse using cloud storage. To optimize ingestion performance and query speed in Data Cloud, which file format should the consultant recommend for batch export to Amazon S3?

Question 86easymultiple choice

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Which Data Cloud feature enables real-time event streaming from web and mobile applications directly into Data Source Objects?

Question 87mediummultiple choice

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A consultant has mapped multiple Salesforce CRM Account records to the Account DMO. The client notices that records are duplicated because different regional systems created accounts with slightly different names. What tool should be used to consolidate these accounts?

Question 88hardmultiple choice

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A consultant is configuring a data stream from Amazon S3. The source CSV files contain headers with spaces and special characters. When mapping these fields in Data Cloud, how does Data Cloud handle field names derived from CSV headers?

Question 89easymultiple choice

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What is the primary function of Data Explorer in Data Cloud?

Question 90hardmulti select

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Which THREE best practices should a consultant follow when configuring streaming ingestion via the Ingestion API? (Choose THREE)

Question 91hardmultiple choice

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An enterprise ingests high-frequency clickstream data using the Interaction SDK. The client notices that event timestamps are recorded in local browser time rather than UTC, causing chronological misalignment in sequence analysis. How should the consultant address this?

Question 92mediummultiple choice

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A consultant is configuring a data stream from a Salesforce CRM org. The client requests that records older than 2 years be excluded from ingestion to conserve storage. Where should this filter be applied?

Question 93mediummultiple choice

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A Data Cloud Consultant is setting up a batch data stream from an AWS S3 bucket to ingest daily transaction records. During the configuration, the consultant notices that the incoming CSV files contain columns with varying headers across different days. How should the consultant configure the data stream to ensure successful ingestion without breaking the mapping?

Question 94hardmultiple choice

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A consultant is mapping a custom Data Source Object (DSO) representing loyalty points to the Individual Data Model Object (DMO) in Salesforce Data Cloud. The DMO requires a primary key, but the loyalty source record only contains a compound loyalty program ID and member ID. What is the recommended best practice to satisfy the primary key requirement during the data mapping process?

Question 95easymultiple choice

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An organization wants to ingest real-time clickstream events from their mobile application into Salesforce Data Cloud. Which ingestion mechanism should the consultant recommend?

Question 96mediummultiple choice

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A Data Cloud Consultant is configuring a Data Stream from Marketing Cloud Engagement. The consultant notices that data is updating via batch runs. What is the default frequency of batch synchronization for Marketing Cloud Engagement data streams once established?

Question 97hardmultiple choice

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A consultant has created a custom Data Model Object (DMO) and needs to relate it to the standard Individual DMO. The relationship type chosen is N:1 (Many custom DMO records to One Individual). When configuring this relationship in Data Cloud, what is a mandatory requirement for the foreign key field in the custom DMO?

Question 98easymultiple choice

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Which component of Salesforce Data Cloud is responsible for organizing ingested raw data into a standardized structure based on the Cloud Information Model (CIM)?

Question 99mediummultiple choice

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A consultant is using a data bundle to ingest data from a connected Salesforce org. What happens immediately after the data bundle is deployed and the data streams are created?

Question 100easymultiple choice

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Which feature allows a Data Cloud Consultant to transform field values, such as concatenating first and last names or changing date formats, during the ingestion process without writing custom code?

Question 101mediummultiple choice

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An enterprise is ingesting customer data from two different Salesforce orgs into a single Data Cloud instance. Both orgs contain customer records with overlapping email addresses. What foundational concept ensures that these separate records can be harmonized under a single profile?

Question 102hardmulti select

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A consultant is designing a data model in Salesforce Data Cloud and needs to establish relationships between custom Data Model Objects (DMOs). Which TWO rules apply when creating relationships between DMOs in Data Cloud?

Question 103hardmulti select

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A consultant is reviewing data streams in Data Cloud and notices that a specific batch data stream has failed consecutive runs. Which THREE troubleshooting steps should the consultant take to diagnose and resolve the issue?

Question 104mediummulti select

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When mapping Data Source Objects (DSOs) to Data Model Objects (DMOs) in Salesforce Data Cloud, which TWO best practices should a consultant follow?

Question 105mediummultiple choice

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A consultant is configuring a Data Stream that ingests customer records from an Amazon S3 bucket into Data Cloud. The source files are full snapshots delivered every night, and the business requires that deleted customer records be removed from the Data Cloud data model after each ingestion. Which Data Stream refresh setting should the consultant configure to meet this requirement?

Question 106easymultiple choice

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A consultant is creating a Data Stream from a Salesforce CRM connector to bring Account records into Data Cloud. During field mapping, the consultant needs to map the source Account object to the standard Account Data Model Object (DMO). Which mapping approach should the consultant use to align the source fields with the standard DMO attributes?

Question 107mediummultiple choice

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A consultant is ingesting web event data through the Web and Mobile App connector. The events include a timestamp field generated in the visitor's local time zone without any offset information. The business wants the Unified Individual profile to reflect event times consistently for segmentation across regions. What should the consultant do during data stream configuration?

Question 108mediummultiple choice

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A consultant is ingesting order records from an external system via an S3 bucket data stream. Each order has a Customer_Email__c field in the source, but the Order DMO in Data Cloud must link to the Individual DMO using the standard Party Identification (Party Identification DMO) relationship rather than a direct email field. Which approach should the consultant take to establish the relationship between Order and Individual in the data model?

Question 109mediummultiple choice

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A consultant is configuring a data stream from an Amazon S3 bucket that contains 40,000 JSON files, each under 200 KB, delivered continuously throughout the day. The business requires that newly landed files be visible for segmentation within minutes rather than hours. Which ingestion configuration should the consultant choose for this data stream?

Question 110hardmultiple choice

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A consultant is building a data stream from Salesforce CRM using the CRM connector. The source object Account has a field AnnualRevenue that is a currency field with values in different currencies depending on the record. The consultant needs to ensure that revenue values are consistently comparable in the Unified Individual DMO for segmentation. What should the consultant do during data stream configuration and mapping?

Question 111hardmultiple choice

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A consultant ingests order line items from an external system into a custom Data Model Object. Each source row contains an order number and a product SKU, and a single order can contain many line items. The consultant maps both fields as standard text attributes and links the DMO to the Individual DMO. During segmentation, counts of line items per customer are drastically inflated. What is the most likely cause?

Question 112easymultiple choice

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A consultant is configuring a data stream from an external REST API that returns JSON payloads. The API uses OAuth 2.0 with a client credentials grant. The consultant needs to set up the connection in Data Cloud. Which authentication method should the consultant select when creating the data stream connection?

Question 113easymultiple choice

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A consultant is onboarding a new source system and needs to create the data stream, map its fields to the data model, and then verify that the mappings produced the expected objects. Which sequence of Data 360 capabilities should the consultant follow?

Question 114hardmultiple choice

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A consultant has ingested a large volume of web event data into Data Cloud using the Web SDK connector. The events include page views, clicks, and custom events. The consultant needs to model this data so that it can be used for segmentation and activation, and also joined with the Individual DMO. Which DMO should the consultant map the web event data to, and how should the relationship to Individual be established?

Question 115mediummultiple choice

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A consultant ingests a nightly batch of customer records into the Individual data model object. The source system sends a full snapshot each night, including customers who have not changed. The consultant wants to avoid creating duplicate individuals while ensuring changed records are reflected. Which approach should the consultant take?

Question 116mediummulti select

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A consultant is mapping a Data Source Object (DSO) from an external e-commerce system to Data Model Objects (DMOs) in Data Cloud. The source has fields for order ID, customer ID, order date, and order total. The consultant needs to ensure the mapping supports identity resolution and segmentation. Which TWO actions should the consultant take when mapping the DSO to DMOs? (Choose two.)

Question 117mediummulti select

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A consultant is preparing to ingest a high-volume clickstream feed into Data 360 and must decide how to model the incoming events before they are used for segmentation and analytics. Which two modeling decisions should the consultant make to support this feed effectively? (Choose two.)

Question 118easymultiple choice

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A consultant has ingested data into a Data Lake Object and now needs to map it to a Data Model Object so that the data can be used in segmentation and activation. The consultant opens the Data Lake Object and begins the mapping process. Which statement correctly describes what happens when a Data Lake Object is mapped to a Data Model Object?

Question 119hardmultiple choice

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A consultant ingests a high-volume transactional data stream into Data Cloud and maps it to a custom Data Model Object that will be joined to the standard Individual DMO for segmentation. The source records include a customer identifier that occasionally has leading zeros stripped by the upstream system. The consultant notices that some records fail to match Individual records during segmentation. Which action should the consultant take to resolve the matching issue?