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NEW QUESTION # 16
A data engineer encounters persistent ingestion failures for a batch ingestion in the Adobe Real-Time CDP.
To troubleshoot and resolve the issue, what two steps would the data engineer take? (Choose two.)
Answer: D,E
Explanation:
Troubleshooting batch ingestion failures in Adobe Real-Time CDP requires utilizing the platform's built-in monitoring and diagnostic tools.Option Ais the most immediate step: theSource connection UIprovides a detailed breakdown of ingestion runs. By navigating to the dataflow monitoring dashboard, the engineer can view specific "Failed" batches and download error diagnostics that reveal if the failure was due to schema violations, identity errors, or connection timeouts.
Option Eis a critical proactive step for resolution.Enabling Error diagnosticswithin the Source Connector settings allows the platform to capture and store detailed information about specific records that failed to ingest. This feature often includes "Partial Ingestion" support, where valid records are accepted while invalid ones are routed to an error diagnostic file for review.
Option B is incorrect because the Developer Console is used for API management and project configuration, not for viewing row-level ingestion logs. Option C, the Batch Preview Service, allows you to see databeforeit is processed but does not provide diagnostic logs for why a processfailedpost-execution. Option D is incorrect as "Error Reporting" is not a toggle found in the Profile tab; profile issues are usually downstream results of ingestion failures. Using Source monitoring and diagnostic settings provides the engineer with the granular visibility needed to fix mapping or data quality issues.
NEW QUESTION # 17
A data engineer needs to ingest batch data from a third-party customer relationship management (CRM) system into Adobe Real-Time CDP for a major holiday marketing campaign. What should the engineer check for in the initial stages of creating a manual dataflow when considering the batch ingestion framework?
Answer: C
Explanation:
When setting up a manual batch dataflow in Adobe Experience Platform, the first technical hurdle is ensuring that the source file is compatible with the platform's ingestion engine. Adobe Real-Time CDP supports specific file formats for batch ingestion, primarilyParquetandJSON. If the CRM data is exported as a CSV, the engineer must ensure it follows strict formatting rules or convert it to a supported format to prevent ingestion failures during the validation stage.
Checking the file format (Option B) is a foundational step because the ingestion service validates the file structure against the target XDM schema immediately upon upload. While the target schema must indeed be associated with the dataset (Option A), this is a step within the dataflow creation process rather than a preliminary check of the batch data itself. Option C is a legal/governance concern rather than a technical framework requirement for dataflow creation. Option D is incorrect because batch ingestion is typically scheduled or triggered manually; it is not a "trigger-on-creation" mechanism like streaming. Ensuring the file format is correct is the primary "pre-flight" check to guarantee that the mapping interface can correctly interpret the source fields for the marketing campaign data.
NEW QUESTION # 18
A company has two identities (CRM ID and Email ID) that can be used to define their customers in their customer relationship management (CRM) system However, not all customers have provided their Email ID.
but all customers have a unique CRM ID The CRM data stored in the system takes the form:
The company wishes to construct a single view of their customer in Real-time Customer Profile. Which two steps would they take to avoid having Incomplete customer profiles'' (Choose two.)
Answer: A,C
Explanation:
To ensure a robust and comprehensive Real-Time Customer Profile, the data architect must select identities that guarantee record uniqueness while maximizing the ability to stitch data. In this scenario, since every customer has aCRM IDbut not every customer has anEmail ID, theCRM IDmust be designated as the Primary Identity(Option A). In Adobe Experience Platform, the Primary Identity serves as the anchor for the profile fragment; if a field marked as the only primary identity is missing a value, the record cannot be ingested into the Profile Service. By selecting the CRM ID, the company ensures that 100% of their records are processed and accessible.
Furthermore, theEmail IDshould be treated as aSecondary Identity(Option C). In XDM, you can mark multiple fields as identities. When Email ID is included as an identity in the schema-even if it is not the primary-it still participates in theIdentity Graph. This allows the platform to "stitch" together profile fragments from other sources (like web behavior or email marketing logs) that might only contain the Email ID.
Option D is incorrect because records without an email (like "Sarah Doe" in the provided image) would fail to load. Option E is technically incorrect because XDM does not support "co-primary" status in a single schema; one must be the primary anchor. By using CRM ID as the primary and Email ID as a secondary identity, the system creates a "Single View of the Customer" that is both complete (no dropped records) and extensible (linkable via email when available).
NEW QUESTION # 19
What is a key guardrail when activating data to destinations?
Answer: D
NEW QUESTION # 20
What features support data governance in Adobe RT-CDP? (Select two.)
Answer: C,D
NEW QUESTION # 21
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