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NEW QUESTION # 156
A Configuration Manager needs to ingest third-party CIs into the CMDB.
Which method minimizes the risk of technical debt?
Answer: B
Explanation:
The correct answer is Service Graph Connector . Service Graph Connectors are ServiceNow-supported ingestion solutions designed to bring third-party data into the CMDB using governed, repeatable, and upgrade- safer patterns. They are built to align with CMDB class models, Identification and Reconciliation Engine processing, source tracking, and ServiceNow data quality practices. This reduces custom scripting, unsupported mappings, and long-term maintenance burden. A generic vendor-provided integration may work, but it can introduce technical debt if it bypasses IRE, writes directly to CMDB tables, or uses unsupported mappings. Import Sets and Transform Maps can be used, but they require careful scripting and governance to avoid duplicates. Table API is the riskiest option because direct table writes can bypass CMDB identification and reconciliation logic. Therefore, Service Graph Connector is the best method to minimize technical debt.
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NEW QUESTION # 157
The Server [cmdb_ci_server] class uses a dynamic reconciliation rule of lowest value for the Disk Space (GB) field, while the Windows Server [cmdb_ci_win_server] class uses a dynamic reconciliation rule of most reported for the Disk Space (GB) field.
Given the following data sources that populate Windows Server data into CMDB 360 / Multisource CMDB:
Thycotic: 75 GB
ServiceNow: 75 GB
Lansweeper: 50 GB
Altiris: 80 GB
Which value would be added to the CMDB for the Disk Space (GB) field of a Windows Server
[cmdb_ci_win_server] record?
Answer: B
Explanation:
The correct answer is 75 because the Windows Server class has its own dynamic reconciliation rule configured as most reported for the Disk Space field. Even though the parent Server class uses the lowest value rule, the more specific class rule on Windows Server takes precedence for Windows Server records. In CMDB 360 / Multisource CMDB, dynamic reconciliation evaluates values from multiple contributing sources and selects the value according to the configured reconciliation strategy. Here, 75 GB is reported by two sources: Thycotic and ServiceNow. The other values, 50 GB and 80 GB, are each reported only once.
Because the rule is "most reported," the value appearing most frequently across sources is selected. Therefore,
75 GB is added to the CMDB.
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NEW QUESTION # 158
A Configuration Management Process Owner is preparing solution options for presentation to the technical governance board for ingesting custom CIs to the CMDB. The solution needs to align with best practice, minimize the cost of future work (technical debt), and ensure compliance with future upgrades.
Which solutions accomplish this? (Choose two.)
Answer: A,C
Explanation:
Data Foundations emphasizes that "ingest" must produce CMDB data that is standardized, supportable, and upgrade-safe. When introducing custom CIs, the best practice is to reuse the most appropriate existing CI class (or an approved industry-aligned model) and only add what is necessary-this keeps the data model aligned with platform expectations and reduces downstream rework.
Option B supports this directly: the CMDB CI Class Models application is intended to help teams select a suitable existing class rather than inventing new classes unnecessarily. Reusing existing classes improves consistency across integrations, Discovery/Service Mapping patterns, reporting, and CMDB Health rules- reducing technical debt and making future platform upgrades smoother.
Option A is also aligned with best practice when used correctly: once you have the right CI class, extending that class to add additional attributes (new fields) is a standard, upgrade-safe customization approach. It preserves the underlying platform data structures and avoids breaking out-of-box behaviors, identification
/reconciliation practices, and CMDB Health evaluations.
Option C is not appropriate because Asset tables serve a different purpose (financial/lifecycle tracking) than CI tables (operational/service context). Mixing CI attributes into Asset classes creates confusion and process misalignment. Option D is strongly discouraged because repurposing and renaming base attributes creates long-term ambiguity, breaks shared semantics, and increases upgrade and maintenance risk.
NEW QUESTION # 159
A customer has built services without aligning to CSDM and wants to realign with minimal disruption. What is the recommended first step?
Answer: A
Explanation:
A CSDM maturity assessment identifies gaps and allows phased realignment without disrupting existing operations.
NEW QUESTION # 160
A healthcare provider faces a critical incident affecting its patient management system. The provider needs to identify the users impacted to mitigate disruption effectively.
Which CSDM-related data should they leverage?
Answer: C
Explanation:
In a healthcare environment, identifying who is impacted during a critical incident is essential to patient safety and continuity of care. Within the Common Service Data Model (CSDM), the most effective way to determine impacted users is through Service Offerings, particularly when they are defined by department or location.
Service Offerings represent how a service is consumed by specific user groups. In this case, a patient management system may have different offerings for departments such as Emergency, Inpatient Care, or Outpatient Services, or be scoped by hospital location. These offerings explicitly define consumer context, allowing incident responders to immediately identify which clinicians, staff, or facilities are affected.
NEW QUESTION # 161
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