ServiceNow Certified Implementation Specialist - Data Foundations (CMDB and CSDM) (CIS-DF) (CIS-DF) (CIS-DF) — Questions 1–75

Which THREE of the following statements are true regarding Dependency Views visualization? (Choose three.)

An architect is troubleshooting an integration payload processed by the Identification and Reconciliation Engine (IRE) that resulted in an error. Which THREE of the following scenarios commonly trigger IRE processing errors? (Choose three.)

An administrator needs to report on how many CIs were successfully certified during the latest Data Certification campaign. Where can this certification campaign result data be viewed?

What is the primary visual benefit of using Dependency Views during change management planning?

An enterprise wants to ensure that data stewards are automatically notified when duplicate CIs are detected by the Identification and Reconciliation Engine (IRE). How can this governance requirement be streamlined?

An IT director wants to identify all business applications that do not have an assigned owner or support group in the CMDB. Which ServiceNow reporting or dashboard feature is best suited to highlight this specific completeness gap?

An organization wants to configure CMDB health score targets (e.g., maintaining an overall score above 85%). Where are health score targets and thresholds managed?

Which CSDM domain is primarily concerned with tracking software assets from a vendor, lifecycle, and financial portfolio management standpoint?

An enterprise wants to offer a standard email service to its employees through the Service Catalog. Which entity in the Sell/Consume domain should be linked to the Catalog Item?

Your enterprise has acquired a company that uses custom naming conventions, causing duplicate CIs to be created during discovery. Which tool should you use to examine and adjust how incoming CIs are matched against existing records in the CMDB?

Which TWO of the following metrics are categorized under the Correctness pillar of the CMDB Health Dashboard? (Choose two.)

An organization is troubleshooting duplicate CIs appearing in the CMDB after running a new integration. Which TWO administrative actions should be taken to investigate and resolve this issue? (Choose two.)

An organization wants to configure remediation rules so that when a CMDB Health Correctness anomaly (such as a duplicate CI) is identified, a remediation task is automatically generated and assigned to the correct data owner. Where are these remediation rules configured?

A project team wants to establish a parent-child relationship between a Business Application CI and several Server CIs to represent hosting dependencies. Which relationship type should they configure?

When defining a Reconciliation Definition in ServiceNow to manage attribute precedence, which THREE configurations or behaviors apply? (Choose three.)

A healthcare enterprise uses both ServiceNow Discovery and a third-party asset management tool to update server records in the CMDB. The third-party tool frequently populates stale operational status data. Using Data Source Precedence rules, how can the administrator ensure that ServiceNow Discovery always overrides the third-party tool for the 'Operational status' attribute on Linux servers?

An IT team wants to create a report that lists all Business Services that depend on a specific database instance, traversing up to three relationship hops away. Which native feature can accomplish this multi-hop relationship extraction?

Which CSDM domain represents the core conceptual view of applications before they are deployed into specific environments?

An architect is reviewing an integration that populates network gear into the CMDB. The integration payload includes both the physical chassis and installed line cards. The implementer wants to ensure that if a line card is removed from the chassis in the physical world, its relationship in the CMDB is automatically cleaned up when the integration runs. Which feature supports this behavior?

An enterprise has multiple child domains. An administrator needs to generate a CMDB Query Builder report that aggregates CIs across all domains while respecting domain separation rules. How does Query Builder handle domain separation?

An administrator needs to ensure that historical changes to data governance remediation tasks are easily tracked. Which platform feature automatically tracks changes to task work notes, state transitions, and assignments?

You notice that a specific data source (e.g., SCCM) is overwriting critical configuration attributes that are manually maintained by your infrastructure team. How should you prevent this data source from updating those specific attributes?

When configuring CMDB health metrics, which of the following represents one of the three core pillars measured by the CMDB Health Dashboard?

An administrator is troubleshooting missing relationship data after running a custom data integration. Which THREE of the following factors should be investigated? (Choose three.)

An administrator needs to create a new custom Configuration Item class to track specialized network routers. Where should this class be created within the ServiceNow platform?

A company implements a policy stating that any server CI not updated in over 90 days should be flagged as stale. Where are the thresholds for stale CIs configured in ServiceNow?

Which table stores the actual relationship records connecting configuration items in the ServiceNow CMDB?

An administrator is preparing to create a new custom CI class hierarchy. Which TWO actions should be performed as best practice during this process? (Choose two.)

When designing a custom CI relationship between two new classes, an administrator needs to ensure that relationship suggestions appear correctly when using Dependency Views. Where are relationship rules defined to control valid parent-child pairings?

Which CMDB Health metric category evaluates whether CIs have mandatory fields populated, such as Assigned to, Managed by, and Support Group?

A stakeholder needs to track the count of orphaned CIs (CIs with no relationships) across the entire CMDB on a weekly dashboard. Which built-in tool or dashboard is best suited for providing this data?

Which TWO of the following tasks are associated with the 'Manage Technical Services' domain?

An administrator is setting up an IntegrationHub REST step to ingest server data into the CMDB via the IRE. Which TWO components must be properly configured within the IntegrationHub action or script? (Choose two.)

An auditor requires proof that all discovered Linux servers have a validated business justification attribute. The team uses CMDB Data Governance to enforce this. How can the administrator prove to the auditor that the policy is actively running and enforcing this rule?

Which TWO of the following features are associated with Service Mapping visualization and insights? (Choose two.)

When designing class hierarchy extensions in the CMDB, which THREE best practices should an implementation specialist follow? (Choose three.)

An architect is designing an integration to ingest virtual machines from a custom cloud provider into the CMDB using Robust Transform Engine (RTE). The payload contains nested objects representing datastores attached to each VM. How should the RTE be configured to handle these related child objects?

An administrator is configuring a Service Graph Connector. They notice that the integration is failing because the inbound payload uses a custom field name for the serial number instead of the standard IRE attribute name `serial_number`. How should this mapping discrepancy be resolved without altering the external source system?

An organization wants to track performance metrics for Service Mapping, specifically measuring the average time taken to complete full discovery maps across all critical business services. Which reporting feature provides this analytics capability?

An administrator is reviewing the CMDB IRE execution logs and notices numerous warnings regarding payloads that skipped attribute updates. Which THREE of the following reasons would cause the IRE to skip updating an attribute on an existing CI? (Choose three.)

An administrator needs to configure score weightings on the CMDB Health Dashboard so that Correctness carries 50% weight, Completeness carries 30%, and Compliance carries 20%. Where is this configured?

Which ServiceNow table is designated as the universal base table from which all Configuration Item classes ultimately inherit?

An administrator is troubleshooting a Scheduled Data Import that uses an IntegrationHub REST step to pull server data. The import completes, but no CIs are created or updated in the CMDB, and the import set rows show a status of 'Processed'. Where should the administrator check to see if the IRE rejected the payload?

When configuring the Identification and Reconciliation Engine (IRE) for a complex multi-source data environment, which THREE components or concepts are critical to understand and configure properly? (Choose three.)

Which TWO metrics are tracked out-of-the-box as part of the CMDB Health Dashboard? (Choose two.)

An IT manager wants to track software license compliance and installations for a commercial database product. Which table in the Manage Technical Services or Foundation domain represents the installed software instance?

Which THREE methods can be used to resolve duplicate CIs identified by the CMDB Health Dashboard? (Choose three.)

When configuring a new identification rule for a custom CI class using the CI Class Manager, you need to specify criteria that take precedence over other criteria. What element of the identification rule controls this priority?

You need to review the inheritance chain of a specific custom class called cmdb_ci_cloud_firewall. Which ServiceNow module provides a centralized UI to inspect class definitions, attributes, and relationships?

An administrator is troubleshooting an issue where records ingested via Robust Transform Engine (RTE) are failing to populate the CMDB. Upon inspecting the Robust Transform Engine execution logs, they see errors related to payload identification. Which THREE of the following troubleshooting steps should they perform? (Choose three.)

Which TWO actions can be taken from the CMDB Data Governance application interface? (Choose two.)

An administrator is troubleshooting a Service Mapping map where a load balancer is mapped correctly, but the backend web servers are missing from the topology. Upon checking the traffic connections, the traffic is visible, but the map traversal stopped. What is the most common reason for this behavior in Service Mapping?

An administrator wants to view the hierarchical relationship and physical connections between a Business Application and its underlying database infrastructure in the CMDB. Which feature should they open from the Configuration Item form?

Which TWO of the following metrics are included in the standard out-of-the-box CMDB Health Dashboard? (Choose two.)

Your team is troubleshooting a problem where discovery payloads for network gear are failing identification because multiple network devices share the same MAC address due to virtual routing and switching configurations. How can you resolve this in the CI Class Manager?

An enterprise architect wants to visualize the hierarchical relationship between Business Applications, Technical Services, and underlying Application Services using native CSDM visualization tools. Which tool provides the most appropriate structured view for this CSDM domain alignment?

When implementing the CSDM framework, your project team must decide where to attach Business Service Offerings. According to CSDM specifications, what is the primary parent of a Service Offering?

Which TWO user roles are typically associated with managing and reviewing CMDB Health and Governance dashboards? (Choose two.)

Your team is planning to introduce a new class of CIs that will store sensitive cryptographic keys. These CIs should only be accessible and modifiable by a specific security team. In ServiceNow CMDB architecture, how are class-level access controls typically managed?

When configuring Relationship Filters within Dependency Views, an administrator wants to ensure that only 'Runs on::Runs' and 'Hosted on::Hosts' relationships are rendered by default for all users. Where is this default view behavior configured?

Which CSDM domain contains entities such as Business Units, Companies, Locations, Departments, and Users?

A reporting analyst wants to create a report showing the distribution of CIs across different operational statuses (e.g., In Use, Maintenance, Retired). Which table and field should be used as the primary grouping?

An enterprise has multiple disjointed data sources feeding network gear into the CMDB. Source A provides high-accuracy IP data, while Source B provides high-accuracy serial numbers. However, their discovery source names differ slightly in casing and format across jobs. How does the IRE handle discovery source strings during reconciliation?

When designing a custom class hierarchy in the CMDB, an architect must adhere to best practices to ensure optimal performance and maintainability. Which TWO of the following practices are recommended when creating and configuring custom CI classes? (Choose two.)

A governance team wants to ensure that CIs without valid IP addresses or MAC addresses are flagged in network-connected classes. Where can this specific validation rule be configured?

An enterprise has implemented strict identification rules requiring serial numbers for all hardware. However, a batch of legacy network hubs has no serial numbers encoded in firmware. When ingested via import sets, the IRE rejects every record due to missing identification attributes. The business wants these records ingested into the CMDB anyway, using their MAC address as the unique identifier. What is the correct way to accommodate this?

An organization is setting up its CSDM framework and has defined several Business Capabilities. How do Business Capabilities relate to Business Applications in the Design domain?

An organization is beginning its CSDM journey and wants to populate basic foundational organizational and user data before linking any technical infrastructure. Which CSDM domain does this activity belong to?

Your organization is experiencing reporting discrepancies where incidents logged against an Application Service are not rolling up correctly into the parent Business Application dashboard. Upon inspection, you find that the Application Service is missing its link to the Business Application. Which field must be populated to resolve this reporting rollup issue?

When configuring a Service Graph Connector, where does an administrator typically test and execute the data ingestion process to verify that source data maps correctly to staging tables and the CMDB?

What is the primary purpose of the 'Audit' functionality within ServiceNow Asset and CMDB management?

A CMDB administrator notices that multiple CIs have duplicate records with identical serial numbers due to conflicting integration sources. Which CMDB Health metric evaluates this specific condition?

An organization is ingesting printer CIs from a legacy asset system via Import Sets. Some incoming records contain a serial number with leading/trailing whitespace, causing the IRE to treat them as distinct CIs rather than matching existing ones. Where can data normalization be applied to clean this data before it reaches the IRE?

When configuring Identification Rules in the CI Class Manager, which THREE attributes or criteria types are commonly utilized as unique identifiers? (Choose three.)

Which TWO methods can be used to add a custom attribute to a CI class in ServiceNow? (Choose two.)