troubleshooting

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.)

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 administrator is configuring a Service Graph Connector for AWS. They need to ensure that the connector only ingests EC2 instances that are currently running, and ignores terminated instances. Which configuration should they apply?

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?

A large enterprise uses CSDM to model its services. The CMDB administrator notices that many Business Applications are not linked to any Application Service, causing a gap in the service hierarchy. The administrator needs to identify these unlinked Business Applications and understand which CSDM domain they belong to. Which CSDM domain should the administrator focus on to resolve this issue?

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 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?

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.)

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

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?

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?

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.)

A configuration manager is setting up a new data import using an Excel file. They want the import to automatically create or update CIs in the CMDB while ensuring that duplicates are not created. Which method should they use to achieve this?

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?

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?

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?

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?

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

Which THREE actions occur when a Data Certification task is assigned to a CI owner? (Choose three.)

An administrator is reviewing Discovery results and notices that network switches are successfully discovered, but their associated switch ports are missing. Which TWO factors are most likely responsible for this ingestion gap? (Choose two.)

Which TWO types of metrics are evaluated under the CMDB Health framework? (Choose two.)

An implementer is setting up a new integration using IntegrationHub to ingest network switch data into the CMDB. Which API should be utilized within the script or action to ensure that the payload passes through deduplication and reconciliation checks?

An administrator is configuring a new Import Set to ingest third-party server data into the cmdb_ci_server table. During testing, they notice that records are being inserted as duplicates rather than updating existing CIs because the incoming payload lacks a unique identifier match. Which component should be configured to ensure the Identification and Reconciliation Engine (IRE) correctly identifies the existing CI?

Which TWO of the following are characteristics of the 'Fly' maturity phase in CSDM?

What is the primary purpose of the CMDB Query Builder when generating insights?

An administrator is setting up a new technical service for internal server backup management. Where should this technical service be classified according to CSDM?

When setting up CMDB data ownership, which field on a CI record is typically used to designate the individual accountable for the physical or logical asset's data quality?

An administrator is designing identification rules for a custom CI class in the CMDB. Which THREE ofg the following best practices should be followed when configuring identification rules? (Choose three.)

During an audit of the cmdb_ci_computer table, you notice that several records lack standard manufacturer and model attributes that are present in the parent cmdb_ci_hardware table. What architectural feature of ServiceNow tables explains why these attributes exist across multiple hardware sub-classes?

Which TWO of the following methods can be used to view relationship-based insights for a configuration item in ServiceNow? (Choose two.)

An auditor needs to verify when a critical business application CI was last updated by an authorized discovery source versus a manual update. Which CMDB feature tracks the provenance and history of attribute updates for governance review?

A CMDB administrator is configuring a Data Certification campaign to verify the accuracy of CI attributes. The administrator wants to ensure that only CIs that have not been certified in the last 6 months are included in the campaign. Which ServiceNow feature should be used to filter the CIs?

A CMDB administrator is mapping the CSDM Service Delivery domain for a bank. The bank offers 'Mobile Banking' as a service to retail customers, and internally the IT group also provides 'Database Administration' to application teams. Which statement correctly distinguishes how these two offerings are modeled in CSDM?

Which THREE of the following mechanisms can be used to populate or maintain Application Services in the CMDB?

An organization requires a custom report that extracts CIs that match a complex multi-class criteria: Linux servers running a specific Oracle version that connect to a Business Service via a downstream 'Depends on::Used by' relationship. What is the most efficient native way to generate this dataset?

An organization notices that custom application CIs are failing compliance checks because the governance policy checks standard fields that do not apply to custom apps. How should an administrator resolve this while maintaining governance standards?

An organization wants to configure CMDB Data Governance remediation tasks so that when a completeness policy fails for a high-priority server, a task is automatically assigned to the data owner. Where are these remediation workflows and task generation parameters configured?

Where can an administrator view overall metrics regarding CMDB data quality, including completeness, correctness, and compliance?

Which TWO statements are true regarding Configuration Item (CI) relationships in ServiceNow? (Choose two.)

An integration script is passing a complex payload containing multiple related CIs to the Identification and Reconciliation Engine (IRE) via the script include 'JSONUtils' or 'CmdbUtil'. Which payload structure is required for the IRE to correctly process related CIs in a single transaction?

An administrator needs to create a CMDB Query Builder definition to locate all Windows Servers that host a specific Business Application and have an open critical Incident. What capability does Query Builder provide to achieve this?

Your organization is designing a custom subclass for specialized network appliances that require unique attributes not found in the standard cmdb_ci_netgear class. When creating a custom CI class extending cmdb_ci, what is the best practice recommendation regarding table extension?

An organization implements CSDM and wants to ingest business applications and their hosting environments. They receive a payload containing a Business Application CI that references a non-existent Application Service CI. How does the IRE handle references to related CIs that do not yet exist in the CMDB?

Which TWO tools or features in ServiceNow allow you to investigate and visualize relationships between configuration items? (Choose two.)

Your team is troubleshooting a business service mapping issue where incident impact analysis fails to show downstream application outages. Upon reviewing the CMDB, you discover that the Application Service was created as a 'Manual' type, but its supporting infrastructure CIs were deleted during a data purge. What is the recommended way to restore the mapping?

A CMDB administrator needs to allow discovery sources to automatically create relationships between a server CI and its network adapter CI, but only when the network adapter's 'Installed on' relationship is explicitly provided by the discovery source. The administrator wants to enforce that a specific relationship type is used only for this class pair and that the relationship is not created if the parent CI is missing. Which feature in the CMDB Identification and Reconciliation Engine (IRE) should be configured to meet these requirements?

An administrator needs to track overall CMDB data quality using standardized metrics out of the box. Which specific dashboard should they access in ServiceNow to view scores for Completeness, Correctness, Compliance, and Freshness?

An organization ingests data from two different cloud providers into the CMDB. Provider A populates virtual machines with a serial number, while Provider B populates virtual machines with a BIOS UUID but no serial number. Both providers use the same identification rule which requires serial number. Consequently, Provider B records fail identification and create duplicates. How should the identification rules be configured to correctly handle both providers?

A user wants to view the parent-child relationships and upstream/downstream dependencies of a core router in a graphical map format. Which ServiceNow feature should they open?

Which THREE features are provided natively by the CMDB Query Builder tool? (Choose three.)

An administrator is troubleshooting an integration that uses Robust Transform Engine (RTE) to ingest software licenses. During testing, records are inserted into staging tables, but the RTE fails to push them into the CMDB via the IRE. Which THREE areas should the administrator inspect to diagnose the failure? (Choose three.)

An IT architect wants to map a Software-as-a-Service (SaaS) application (e.g., Workday) into the CSDM framework. Since there is no on-premise infrastructure to discover, how should Workday be modeled?

An administrator is troubleshooting an issue where duplicate CIs are being created by an external data feed despite having an identification rule configured. Upon inspecting the payload, they notice the payload uses a custom identifier field not included in the IRE rule. What is the correct way to resolve this?

An implementation specialist is configuring dependency relationships where a virtual machine must be marked as dependent on a physical ESXi host. When utilizing CI relationships, what is the significance of setting the 'Depends :: Used by' relationship direction correctly?

An organization uses ServiceNow Discovery to populate servers. They also have a security vulnerability scanner that ingests vulnerability records and associates them with CIs in the CMDB. The security tool frequently sends payloads containing stale IP addresses that match existing CIs incorrectly because the IP reuse policy in their network causes IP addresses to cycle rapidly. How can the administrator prevent the security tool from using IP address as an identification criterion while still allowing it to update vulnerability attributes?

An incident manager wants to see all upstream business services impacted by a failed network switch directly from the infrastructure alert. Where can they view this immediate impact path?

A team needs to evaluate the overall health of their CSDM implementation by verifying if technical services are correctly linked to applications and infrastructure. Which built-in assessment tool provides this specific visibility?

An organization discovers network gear using both SNMP Discovery and an external cloud management platform API. Both integrations populate the same physical switch CIs. The cloud platform sometimes sends an empty string for the serial number, which accidentally clears out valid serial numbers previously populated by SNMP Discovery. How can this be prevented using CMDB ingestion controls?

An administrator needs to create a new custom Configuration Item class for specialized industrial IoT gateways that inherit base attributes from the Hardware class. Which table should be the parent table for this new class?

An administrator is troubleshooting a custom integration where incoming JSON payloads for routers contain an array of interfaces. When the payload is processed, the parent router updates successfully, but none of the interface CIs are created. Reviewing the IRE payload structure shows that the interface objects are nested inside a property named `network_interfaces`. What must be configured in the IRE payload mapping to successfully process these child items?

An enterprise wants to establish clear data ownership and automate the lifecycle management tasks of archiving and retiring old hardware servers. Which native ServiceNow tool should be implemented to govern this process?

Which TWO of the following tasks can be accomplished using the CMDB Data Manager? (Choose two.)

An administrator is reviewing the Correctness score on the CMDB Health Dashboard and notices a low score caused by multiple CIs having no relationships to any business services. Which specific Correctness metric is flagging this issue?

An organization is utilizing CSDM (Common Service Data Model) and needs to relate technical CIs to business services and applications. Which THREE relationship types or foundational concepts are core to proper CSDM alignment in the CMDB? (Choose three.)

Which of the following domains is responsible for managing technical infrastructure, hardware, and software instances?

An administrator needs to deprecate an old custom CI class that is no longer in use. What is the recommended best practice in the CI Class Manager?

Your company acquires another firm and inherits two separate ServiceNow instances. You are consolidating them and need to merge overlapping Business Applications. When retiring a redundant Business Application record that has active Application Services attached to it, what must be done first according to CSDM data integrity standards?

An organization is configuring ITSM processes to use CSDM data. When a user submits an incident, which CI field on the incident form should be populated to ensure proper service alignment according to CSDM?

A company needs to store custom serial number attributes for specific physical storage devices. Where should an administrator add these custom attributes to ensure they are properly managed and tracked?

A CMDB administrator is configuring CMDB Data Governance policies to enforce data quality. The administrator wants to define actions that occur when a policy is violated. Which two actions can be configured in a CMDB Data Governance policy? (Choose two.)

Which THREE of the following actions help ensure accurate relationship-based insights in the CMDB? (Choose three.)

A CMDB administrator needs to ensure that all new Configuration Items (CIs) of a certain class are automatically assigned a specific support group based on the CI's location. Which feature should be used to achieve this?

An enterprise is planning to deploy a complex multi-tier application architecture. They want to ensure that application services are mapped using the correct relationship types between technical CIs and logical service nodes. Which recommended relationship type represents the connection between a logical application service and its running software instance?

A CMDB manager wants to review the overall health of the CMDB across Completeness, Correctness, and Compliance. Which ServiceNow module should they navigate to first?

When analyzing a service map in Service Mapping, an administrator wants to see live network connections and traffic flows captured between application nodes. Which feature provides this insight?

Which THREE of the following are core goals or benefits of implementing the CSDM framework?

A CMDB administrator is using the CMDB Health Dashboard to analyze the Compliance KPI. The administrator notices that many CIs are failing compliance due to missing required relationships, such as a Server not being related to an Application Service. Which CMDB feature should the administrator use to define and enforce these required relationships?

Which THREE of the following are primary components evaluated under the CMDB Health Dashboard framework? (Choose three.)

What is the primary role of a 'Data Owner' in the context of ServiceNow CMDB governance?

Your company is preparing for an IT audit and needs to demonstrate which user groups are responsible for supporting specific Application Services. Where should the support group be specified on the Application Service record according to CSDM guidelines?

When reviewing CI records ingested into the CMDB, an administrator notices a field labeled 'First discovered' and another labeled 'Last discovered'. Which component populates these lifecycle tracking fields automatically?

An enterprise is planning a data ingestion strategy for their CSDM implementation. Which TWO principles should guide their approach to data ingestion and the CMDB? (Choose two.)

An enterprise wants to ensure that change requests correctly assess risk by identifying which Application Services will experience downtime during a server patch. Which CSDM relationship makes this impact calculation possible?

A CSDM implementation team is defining the foundational elements of the framework. They need to identify which domain is responsible for representing the logical design of business applications and application services, including their relationships and dependencies. Which CSDM domain fulfills this purpose?

An administrator is reviewing the CMDB Health Dashboard and notices high staleness scores across several server classes. Which TWO of the following data ingestion practices contribute to high CMDB staleness? (Choose two.)

What does a green health score indicator represent on the CMDB Health Dashboard?

An administrator needs to configure a Data Certification schedule to ensure that Application owners review their respective records quarterly. Which module is used to set up these recurring certification campaigns?

When planning a CMDB Governance strategy, which THREE key stakeholder groups should be actively involved in defining data ownership and data quality rules? (Choose three.)

An architect is troubleshooting relationship cardinality and integrity issues in the CMDB. Which THREE mechanisms or tools help maintain relationship health? (Choose three.)

Which TWO configurations can be adjusted within CMDB Health Dashboard metric settings? (Choose two.)

While reviewing the CMDB Dashboard, an administrator notices a high number of duplicate CIs flagged under the Correctness score. What mechanism should be reviewed and tuned to prevent these duplicate records from being continuously created by incoming integrations?

An administrator notices that when Discovery updates a virtual machine, the 'Environment' attribute populated by a manual spreadsheet import is overwritten, despite Data Source Precedence rules being configured. Upon investigation, they find that both sources are writing with the exact same discovery source string value. What is the correct way to resolve this conflict?

Where can an administrator view graphical relationship maps directly from an incident ticket to assess which business services might be affected by an attached configuration item?

When reviewing the Identification and Reconciliation Engine (IRE) payload processing results, an administrator notices an error stating 'Mandatory attributes missing for identification'. What does this error signify?

Your company uses Service Graph connectors and Discovery to populate CIs. A database administrator complains that their production database instance appears under multiple different Application Services in the CMDB. According to CSDM best practices, what does this multi-mapping indicate?

An organization uses Service Mapping to map a critical e-commerce application. During mapping, a custom web server process is discovered on a host, but it fails to establish a relationship with the underlying software installation. Where should the administrator verify or configure the identification rules for process classification and mapping?

Which TWO of the following fields are typically found on a Business Application record in the Design domain?

An implementer is configuring Service Graph Connectors to ingest infrastructure data into ServiceNow. Service Graph Connectors utilize the Robust Transform Engine (RTE) and the IRE. What is the primary benefit of using Service Graph Connectors over legacy Import Sets for third-party data ingestion?

A ServiceNow architect is designing a CMDB architecture where CIs from multiple disparate discovery tools need to be ingested. To prevent race conditions and conflicting updates between tools updating the same CIs simultaneously, what mechanism should be utilized?

Which TWO metrics are categorized under CMDB Health Correctness? (Choose two.)

An administrator is configuring a Service Graph Connector to ingest client workstations. During test runs, they notice that workstations with identical hostnames but different serial numbers are being incorrectly merged into a single CI. Where should the administrator check and modify the matching criteria to ensure serial number is prioritized over hostname?

An administrator is setting up an integration that uses Robust Transform Engine (RTE). They need to combine two incoming fields—'First Name' and 'Last Name' from a user data source—into a single 'Managed By' reference field on the target CI. Which RTE feature should they use?

Which THREE of the following actions are recommended when preparing an organization for CSDM adoption?

An enterprise uses Service Graph connectors to automatically populate infrastructure CIs. They want to ensure that these dynamically discovered CIs are automatically associated with the correct Application Service without manual mapping for every server addition. Which Application Service type should be deployed?

A security audit reveals that unauthorized users are modifying critical CI attributes directly on form views. Which ServiceNow platform governance feature can restrict write access to specific CI attributes based on user roles and data classification?

What is the main benefit of establishing CMDB data stewardship roles within an enterprise?

During a Dependency Views troubleshooting session, an engineer notices that a specific application server is missing its connected database nodes. What is the most likely cause when relationships are missing despite successful Discovery runs?

Your organization wants to map a complex application architecture where three distinct Business Applications feed data into a central data warehouse Application Service. According to CSDM best practices, how should Business Applications relate to Application Services in data-sharing pipelines?

A company implements a policy where department heads must review their server assets every six months. Which module supports scheduling this periodic verification campaign?

Which ServiceNow utility should an administrator use to view and test identification rules, simulated payloads, and payload processing results for troubleshooting CI ingestion issues?

An organization is troubleshooting a Service Mapping map where a discovery pattern fails to populate attributes for a custom application server. Which diagnostic tool helps inspect the raw payload and intermediate variables during pattern execution?

Which TWO metrics are standard components of the CMDB Health Dashboard overview? (Choose two.)

When reviewing relationship data in your CMDB, you notice a large number of 'Orphan' CIs reported on the CMDB Health Dashboard. What does an orphan CI represent?

When designing a custom CI class hierarchy, what is the primary benefit of inheriting from an existing parent class rather than creating an entirely independent base table?

Your organization has deployed multiple datacenters, and engineers want to restrict visibility of specific server CIs so that regional support teams only see their local hardware. Which mechanism should be used to achieve class-level or record-level data segregation in the CMDB?

What is the primary function of the CI Class Manager in relation to CMDB governance?

An administrator wants to ensure that all database instance CIs have a populated 'Assigned to' field. Which CMDB Health metric configuration should be updated to track this requirement?

A company is preparing for an ISO compliance audit of its IT infrastructure. The auditor asks to see historical records of who approved changes to critical server ownership attributes over the past year. Which ServiceNow feature provides this verifiable evidence?

Which THREE of the following are common pitfalls or anti-patterns when implementing CSDM?

Which TWO of the following actions can be performed directly within the CI Class Manager? (Choose two.)

An enterprise wants to schedule a CMDB Query Builder query to automatically run weekly and export the resulting CI dataset to an external SFTP server. Which feature enables this automation?

When customizing Dependency Views icons and indicators, an administrator wants to display a visual alert symbol directly on a CI node when its associated hardware warranty is expiring within 30 days. How is this achieved within the platform?

Your enterprise wants to track hardware end-of-life and software license liability against specific applications. According to CSDM, how do hardware asset management (HAM) and software asset management (SAM) integrate with the CSDM framework?

A team is importing legacy server data into the CMDB using an Import Set. To ensure that relationships between servers and switches are created accurately alongside the CI imports, which feature should they leverage?

An enterprise requires that all newly discovered servers must have a valid cost center before being classified as operational. How can this requirement be automated without writing custom scripts?

Which TWO benefits are gained by scheduling regular Data Certification campaigns in a mature CMDB? (Choose two.)

An administrator wants to check which identification rules are active for the `cmdb_ci_computer` class. Where in the ServiceNow user interface should they navigate?

An architect is reviewing data ingestion methods for the CMDB. Which THREE integration mechanisms natively support or integrate with the Identification and Reconciliation Engine (IRE)? (Choose three.)

An organization is preparing to ingest data from an external asset tracking system into the ServiceNow CMDB using a custom REST API integration. Which THREE architectural components must be considered to ensure data integrity and prevent duplication? (Choose three.)

When configuring identification rules for a custom CI class via the CI Class Manager, an administrator includes multiple criteria attributes. How does the Identification and Reconciliation Engine (IRE) process these criteria?

Which CSDM phase marks the introduction of enterprise portfolio management, cost transparency, and advanced service relationships?

An administrator is configuring a Robust Transform Engine (RTE) integration to populate the CMDB from a third-party asset management system. Why is RTE recommended over a standard Transform Map for CMDB data loads?

Which tab or related list on a Configuration Item form allows a user to manually add a new relationship to another CI without using Discovery?

Which tool enables administrators to define rules that automatically retire or archive CIs based on their operational status and last update date?

A company discovers that multiple discovery sources are overwriting authoritative manual updates to server asset tags. Which governance mechanism should be configured to protect specific attributes from being updated by automated discovery?

An administrator needs to identify Configuration Items that have not been updated by any discovery source or integration for more than 90 days. Which tool in ServiceNow should be used to isolate these stale records for review?

An enterprise is designing a multi-source data ingestion architecture for their CMDB, combining Discovery, Service Graph Connectors, and manual spreadsheet imports. Which THREE governance practices should be implemented to ensure data integrity? (Choose three.)

What is the primary objective of the 'Crawl' phase in the CSDM framework?

Which dashboard provides visibility into how well an organization's data aligns with the Common Service Data Model (CSDM) across foundations, design, manage technical services, and sell/consume?

A user is viewing a Dependency Views map and wants to filter out non-essential relationships, showing only 'Hosted on' links. Where can they adjust this filter in the UI?

Which module allows an administrator to visualize the relationships between CIs in a graphical node-and-link format?

Which TWO methods can be used to assign data ownership to configuration items in the CMDB to support governance and accountability? (Choose two.)

An administrator is configuring an IntegrationHub Spoke to ingest data from an external monitoring tool into the CMDB. The integration uses the IRE to process payloads. When testing the action, the payload returns an error stating that the payload is missing the mandatory 'className' property. How should the administrator correct this?

A CMDB administrator needs to ensure that all Configuration Items (CIs) of class 'Server' have a value in the 'Environment' field. The administrator wants to prevent CIs from being marked as 'Operational' if this field is empty. Which ServiceNow feature should be used to enforce this requirement?

An organization is migrating from a legacy configuration management database to ServiceNow. They load initial server records using custom import sets without the IRE. Later, they enable ServiceNow Discovery. They notice that every discovered server creates a duplicate CI right alongside the imported record. What caused this duplicate creation?

A company deploys a multi-tenant cloud environment. They need to ensure that CIs belonging to Tenant A are logically segregated and cannot be viewed or modified by users belonging to Tenant B, while utilizing a single shared CMDB. Which ServiceNow feature should be configured?

Which ServiceNow application houses the CMDB Health Dashboard, Data Certification, and CMDB Data Governance features?

Which CSDM domain includes the tracking of Business Services consumed by internal business units?

When configuring CMDB Data Governance policies, which THREE rule criteria types can be evaluated against CI records? (Choose three.)

An administrator is troubleshooting a scenario where relationships created between Application Service CIs and underlying Server CIs are disappearing after a Discovery scheduled job runs. Upon reviewing CI class manager settings, which feature or setting most likely caused this behavior due to incorrect payload identification?

A governance team wants to ensure that no CI is created without a populated 'Environment' field (e.g., Production, Test, Development). Which feature should be used to enforce this rule at the point of data entry or integration?

An administrator is planning a custom CMDB extension project. Which THREE factors should be evaluated when deciding whether to create a new CI class or add attributes to an existing class? (Choose three.)

An IT team is configuring Application Services and wants to understand the difference between a Manual Application Service and a Dynamic CI Group Application Service. Which statement accurately describes their operational differences?

In the CSDM framework, which phase or maturity level represents the foundational phase where organizations establish baseline asset and user data?

An administrator configures a CMDB Data Governance policy to check for missing support groups on business applications. When the policy runs, it creates remediation tasks. How can the administrator ensure these tasks are automatically closed when the data is corrected by a user?

Which role is typically required to configure Identification Rules and Data Source Precedence rules in the CI Class Manager?

An administrator is troubleshooting an integration where an incoming JSON payload contains relationships between servers and IP addresses. The server is created successfully, but the relationship record in `cmdb_rel_ci` is missing. Upon checking the IRE execution log, the system indicates that the relationship type string was invalid. How should this be resolved?

An enterprise is setting up automated server discovery across multiple VLANs. Which TWO configuration steps are essential for ensuring Discovery successfully ingests this infrastructure? (Choose two.)

Which THREE of the following features are key attributes of the CMDB Query Builder? (Choose three.)

An administrator is linking an Application Service to a Business Application. Which field on the Application Service form establishes this essential CSDM relationship?

An administrator is configuring Data Source Precedence rules to manage attribute updates from multiple integrations. Which THREE of the following statements about Data Source Precedence are accurate? (Choose three.)

Which THREE of the following are benefits of implementing CSDM and using the CSDM Data Foundations Dashboard? (Choose three.)

Which TWO practices represent effective CMDB governance strategies for maintaining data quality? (Choose two.)

When configuring Identification Rules in CI Class Manager, administrators can specify multiple criteria entries. Which TWO behaviors apply when multiple identification rule entries are defined for a single class? (Choose two.)

Which CSDM maturity level represents advanced optimization, automation, and continuous improvement across all domains?

An organization wants to categorize its applications based on whether they are mission-critical, business-operational, or administrative. Where should this classification be recorded according to CSDM best practices?

An administrator needs to create a query that pulls all virtual machines running on ESXi hosts where the host status is 'Maintenance'. Which tool is best suited for building this multi-table query visually without writing SQL or custom scripts?

When setting up CMDB Data Governance, which THREE elements must be defined for a custom data policy or rule? (Choose three.)

A company requires that all production Linux servers must have an assigned owner and a valid support group before being eligible for operational use. Which CMDB governance feature can automatically evaluate these specific data requirements and fail or flag non-compliant CI inserts?

When implementing CSDM, an administrator needs to decide how to track a commercial off-the-shelf (COTS) payroll system that has both a staging and a production instance. How should the COTS payroll system be modeled in the Design domain?

Which THREE of the following features are supported when configuring and working with CMDB Query Builder? (Choose three.)

Which TWO of the following criteria determine whether an entity belongs in the Foundation domain?

When designing an integration using Robust Transform Engine (RTE), which TWO components must be configured to successfully ingest data into the CMDB? (Choose two.)

When analyzing CMDB data using Performance Analytics, which of the following is a primary benefit of using CMDB PA dashboards over standard list reports?

An analyst is examining a map in Service Mapping and needs to understand why a specific process on a host was not included in the map. Which map indicator or feature should they inspect?

Where in ServiceNow should an administrator navigate to inspect the current list of CMDB classes, review class attribute counts, and check identification rules?

An organization wants to publish a service catalog item for 'New Laptop Request'. Which CSDM domain governs the catalog item and the associated Service Offering?

An administrator is using the Identification and Reconciliation Engine (IRE) to ingest data from multiple discovery sources. They notice that a server's 'Serial number' attribute is being overwritten by a source that is considered less authoritative. Which feature should they configure to ensure that the most trusted source's data takes precedence during IRE processing?

Your organization implements a hybrid cloud strategy where an Application Service relies on both an on-premises Oracle database and an AWS RDS instance. How should both databases be linked to the Application Service in the CSDM framework?

When configuring an identification rule for a custom hardware CI class, an administrator can select multiple attributes to form a compound identification rule. What is the operational significance of selecting multiple attributes within a single rule entry?

An auditor requests evidence that all critical databases have an identified support group. Which built-in CMDB feature allows an administrator to quickly run an on-demand check for this specific completeness rule without waiting for scheduled dashboard refreshes?

During a review of the CMDB class hierarchy, an architect notices that a custom class extending cmdb_ci_hardware was created without a corresponding identification rule in the Identification and Reconciliation Engine (IRE). What is the primary risk of this configuration?

What is the primary role of the 'Walk' phase in CSDM maturity?

An enterprise configuration manager needs to audit all manual relationship modifications made to production servers over the last 30 days to ensure compliance with automated discovery policies. Which native audit mechanism tracks this?

A CMDB administrator is building an IntegrationHub ETL import that ingests Linux servers from an external discovery tool. The source payload contains a field named 'host_name', but the CMDB CI Class Manager mapping must populate the 'Name' attribute, and the source also provides 'os_version' that must land in 'OS Version'. After running the import, the administrator sees that the CI records are created but the 'Name' field is blank while 'OS Version' is populated correctly. Which action should the administrator take to resolve the blank 'Name' field?

A company notices that hundreds of stale server records are polluting the CMDB, negatively affecting health scores. Rather than deleting them manually, what is the best practice governance workflow to handle stale CIs?

An organization wants to ensure that no duplicate CIs are ever inserted into the cmdb_ci table by API integrations or manual imports. Which ServiceNow engine natively enforces this governance rule?

When configuring custom indicators in Dependency Views, an organization wants to display a warning badge on any server CI whose CPU utilization exceeds 90% based on recent Performance Analytics or metric data. Where are custom widget indicators and map decorators configured for Dependency Views?

An administrator is reviewing class hierarchy design principles in the CMDB. Which TWO statements describe the purpose of extending existing CI classes rather than creating independent base tables? (Choose two.)

An implementer is reviewing the base tables of the CMDB. Which table serves as the ultimate parent class for virtually all Configuration Item classes in ServiceNow?

Your enterprise has implemented CSDM, but incident managers report that problem investigation is slowed because problem records are linked to Business Applications instead of Application Services. Why does linking problems to Application Services improve investigation efficiency?

What is the primary purpose of the CSDM framework in ServiceNow?

Which THREE factors should an administrator consider when configuring CMDB Health Inclusion Rules? (Choose three.)

When reviewing data ingestion methods for the ServiceNow CMDB, which TWO methods natively invoke the Identification and Reconciliation Engine (IRE) out of the box? (Choose two.)

Which THREE of the following maturity phases are recognized in the CSDM framework lifecycle?

An organization wants to ingest data into the CMDB using the Robust Transform Engine (RTE). Which TWO of the following capabilities are provided by RTE? (Choose two.)

An administrator notices that a manual update made to a server's 'Asset tag' attribute by an IT agent is constantly overwritten during the nightly Discovery run, even though Discovery does not directly scan the asset tag. How is this behavior controlled and how should it be resolved?

A CMDB administrator for a large enterprise notices that the CMDB Health Dashboard's Completeness KPI for the 'Business Application' class has been degrading over the past quarter, even though discovery and integrations are running successfully. The administrator needs to identify which specific CI attributes are most frequently left blank so that data stewards can be tasked with remediation. Which action should the administrator take to obtain this insight?

Which dashboard component in the CMDB Health Dashboard displays the ratio of CIs that have missing mandatory attributes?

Your organization wants to understand the impact of a failing database server on dependent business applications. Which component of the CMDB architecture must be configured to establish this dependency link?

An administrator needs to create a logical representation of a deployed software stack in a specific environment (e.g., QA, Production) for a Business Application. Which table should be used to store this representation according to CSDM guidelines?

An administrator notices that the CMDB Health background jobs are running during peak business hours and impacting performance. Where can the schedule for CMDB Health metric calculations be modified?

An enterprise has a custom application built on a Platform-as-a-Service (PaaS) environment. How should the PaaS infrastructure be represented relative to the Application Service in CSDM?

You are auditing a ServiceNow instance and notice that an Application Service record has been created directly on the Business Application table rather than the Application Service table. What corrective action must be taken?

An enterprise is audited for CSDM compliance. The CSDM Data Foundations Dashboard indicates that application services are not properly connected to technical services. What is the governance impact of this structural gap?

Which TWO actions can be performed directly from the CMDB Health Dashboard when investigating health metrics? (Choose two.)

An organization wants to establish a baseline snapshot of their critical infrastructure CIs to compare against future configuration changes. Which native feature allows creating and viewing these configuration baselines?

An organization uses Service Mapping to visualize an e-commerce application. A user notices that a specific entry point shows a 'Partial' map status. What does this Insight indicator specifically communicate?

An administrator is configuring a Robust Transform Engine (RTE) definition for a complex CMDB data import. They need to ensure that if an incoming record fails identification or has missing mandatory attributes, the entire batch does not fail, but instead logs an error for that specific row. Where is this error handling behavior managed in RTE?

When designing class hierarchy relationships and investigating class behaviors in the CI Class Manager, which THREE options represent capabilities or configurations managed within the CI Class Manager? (Choose three.)

Which CSDM domain contains the 'Business Application' table [cmdb_ci_business_app]?

Which TWO of the following indicators or statuses can be viewed on a Service Mapping map? (Choose two.)

Which TWO metrics are primary components of the CMDB Health framework? (Choose two.)

Which CSDM domain covers the definition and management of Technical Services that support internal IT operations?

Your enterprise has multiple regions deploying the same ERP software. You want to map incident and change metrics separately for the North American Production instance versus the European Production instance of the ERP. How should you structure this in the CSDM framework?

An administrator needs to ensure that specific critical attributes of a Server CI cannot be overwritten by low-priority discovery sources, while higher-priority integrations can update them. Where is this behavior configured?

A CMDB administrator is reviewing the CMDB Health Dashboard and notices a low score for 'Duplicate CIs'. They need to identify the root cause. Which action should they take first?

An administrator is setting up a ServiceNow Discovery schedule for a subnet in a restricted data center. The Discovery schedule runs successfully, but no new CIs are populated in the CMDB. Upon checking the Discovery status, the probes completed, but the horizontal discovery pattern logs indicate a 'Permission Denied' on WMI/SSH commands. Where should the administrator verify the credentials used for this ingestion?

Which role is typically required to manage and configure CMDB Data Governance policies and remediation definitions?

Which TWO core benefits does the CSDM Data Foundations Dashboard provide to an organization? (Choose two.)

A team wants to exclude test and lab servers from being evaluated by strict production CMDB Health completeness rules. What is the best practice method to handle this in ServiceNow?

An administrator is setting up an import using Robust Transform Engine (RTE). They need to ensure that incoming records are only processed if a specific status field equals 'Active'. Where should this conditional filtering be configured within RTE?

An administrator is configuring Data Source Precedence rules in the CMDB. Which TWO of the following statements regarding Data Source Precedence are true? (Choose two.)

During a CSDM audit, you notice that incidents are being logged directly against Business Applications instead of Application Services. What is the operational impact of this misconfiguration?

When configuring and troubleshooting Dependency Views in ServiceNow, which TWO factors directly affect how relationship lines and nodes are displayed between CIs? (Choose two.)

Which module provides a centralized reporting interface specifically for monitoring CMDB data quality scores across Completeness, Correctness, and Compliance?

Which ServiceNow module provides a centralized dashboard view of CMDB data quality metrics, including completeness, correctness, and compliance?