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Question 381.

A Service Mapping administrator wants to know whether a dependency was discovered from a live connection or from persistent configuration data. Why is this distinction useful?

1. It helps determine how stable and repeatable the dependency discovery may be across runs
   2. Live connections can never be valid dependencies
   3. Configuration data always overrides all other discovery evidence
   4. Only live connections can create relationships

Correct Answer: 1. It helps determine how stable and repeatable the dependency discovery may be across runs

Explanation:

A dependency discovered from a live connection may only be visible while that connection exists, whereas persistent configuration can continue to describe the relationship even when no active session is present. Understanding the source helps administrators evaluate why a dependency appears or disappears between runs and whether discovery timing matters. Both runtime and configuration evidence can be valid, depending on the application design.

Question 382.

A MID Server reaches a Windows host, but the configured credential is valid only for a different domain. What should be reviewed?

1. Knowledge article permissions
   2. Credential scope, account context, and authentication configuration
   3. Service Catalog pricing
   4. Relationship direction

Correct Answer: 2. Credential scope, account context, and authentication configuration

Explanation:

Successful network reachability does not guarantee that a credential is valid for the target’s authentication context. The administrator should verify that the account belongs to the correct domain or local security context, that the authentication method is appropriate, and that the credential is intended for that target. Correct credential scoping improves discovery reliability while avoiding overly broad accounts.

Question 383.

A Service Mapping pattern successfully reads a configuration file but extracts the wrong backend hostname. Which area most likely needs correction?

1. Incident priority configuration
   2. MID Server naming
   3. Parsing and variable extraction logic in the pattern
   4. Application service ownership

Correct Answer: 3. Parsing and variable extraction logic in the pattern

Explanation:

If the file is accessible but the extracted value is wrong, the problem is likely in how the pattern parses the content. The administrator should review delimiters, expressions, field selection, and temporary variables used to capture the hostname. Correct parsing is essential because downstream dependency discovery depends on the accuracy of the values extracted from configuration data.

Question 384.

An application service includes both active and passive cluster nodes. What is the best mapping approach?

1. Always remove passive nodes
   2. Map only whichever node was discovered first
   3. Create a separate application service for every node
   4. Include passive nodes when they are valid failover dependencies of the service**

Correct Answer: 4. Include passive nodes when they are valid failover dependencies of the service

Explanation:

Passive or standby nodes may still be important to service delivery because they can become active during failover. Their inclusion should be based on the actual architecture rather than current traffic alone. Mapping valid failover components gives operations teams a more complete view of resilience and change impact without incorrectly treating every inactive component as irrelevant.

Question 385.

Why should Service Mapping teams document custom pattern logic carefully?

1. To make future troubleshooting, testing, and upgrade review easier
   2. To eliminate the need for discovery logs
   3. To prevent application upgrades
   4. To make every administrator use the same credential

Correct Answer: 1. To make future troubleshooting, testing, and upgrade review easier

Explanation:

Custom patterns create long-term maintenance obligations. Documentation should explain why the customization exists, what technologies and versions it supports, which assumptions it makes, and how it should be validated. This makes it easier for other administrators to troubleshoot failures, assess upgrade impact, and determine whether the customization is still needed as standard discovery capabilities evolve.

Question 386.

A database dependency is discovered in one environment but not another because the second environment uses a different configuration-file path. What should be done?

1. Remove the second environment from scope
   2. Update the pattern to handle the supported path variation
   3. Create all database relationships manually
   4. Disable recurring discovery

Correct Answer: 2. Update the pattern to handle the supported path variation

Explanation:

Environment-specific installation paths are common. If both paths represent supported configurations, the pattern should be able to handle the variation through conditional logic or alternate file locations. The updated pattern should be tested against both environments to ensure that dependency discovery remains accurate without affecting existing behavior.

Question 387.

Why is CI identification especially important when several discovery sources contribute to the same CMDB?

1. It guarantees every attribute comes from the same source
   2. It removes the need for reconciliation
   3. It helps different sources recognize and update the same real-world CI instead of creating duplicates
   4. It prevents recurring discovery

Correct Answer: 3. It helps different sources recognize and update the same real-world CI instead of creating duplicates

Explanation:

Multiple sources can describe the same component using slightly different data. Reliable identification rules help determine whether incoming information belongs to an existing CI or represents something new. Without consistent identification, duplicate CIs can accumulate and fragment service relationships. Reconciliation then governs how approved sources update attributes on the matched record.

Question 388.

A Service Mapping team is deciding how frequently to refresh a highly dynamic cloud service. What factor should influence the schedule most?

1. The number of Knowledge articles
   2. The number of incident categories
   3. The service owner’s job title
   4. How quickly the supporting infrastructure and dependencies change**

Correct Answer: 4. How quickly the supporting infrastructure and dependencies change

Explanation:

Discovery frequency should reflect the rate at which the environment changes. In highly dynamic cloud services, instances and dependencies may be created, replaced, or removed frequently. If discovery runs too infrequently, topology can become stale. The refresh schedule should therefore balance freshness requirements with available discovery resources and operational performance.

Question 389.

A service map shows a newly discovered shared cache cluster used by several applications. What should be validated?

1. Whether each mapped application genuinely depends on the cluster
   2. Whether the cache cluster has the same owner as every application
   3. Whether all cache nodes are in the same subnet
   4. Whether the cluster can be removed to simplify the map

Correct Answer: 1. Whether each mapped application genuinely depends on the cluster

Explanation:

Shared infrastructure should be included when it is a real dependency, not simply because it is technically reachable. Administrators should confirm the dependency through configuration, connection data, and application-owner knowledge. Correctly mapped shared components provide valuable cross-service impact visibility, while false relationships can exaggerate the scope of incidents and planned changes.

Question 390.

A pattern update causes the same CI attribute to be overwritten with a less accurate value on every discovery run. What should be reviewed?

1. Incident escalation policies
   2. Source authority and reconciliation behavior for that attribute
   3. Knowledge article feedback
   4. Service Catalog ownership

Correct Answer: 2. Source authority and reconciliation behavior for that attribute

Explanation:

When multiple sources can update the same CI, reconciliation controls help determine which source is authoritative for specific attributes. If a discovery update repeatedly replaces a trusted value with poorer data, the administrator should review source precedence and update behavior. The goal is to preserve reliable attribute values while still allowing discovery to maintain other relevant information.

Question 391.

A web application has a valid database dependency, but the pattern follows the wrong database instance on a shared database server. What should be reviewed?

1. Service owner assignment
   2. MID Server hostname
   3. Instance-identification and connection parsing logic
   4. Incident category rules

Correct Answer: 3. Instance-identification and connection parsing logic

Explanation:

Shared database servers can host multiple instances or databases, so host-level identification alone may not be sufficient. The pattern should parse the connection information accurately and use the correct instance-specific attributes when building the dependency. Reviewing connection strings, ports, instance names, and identification logic helps prevent relationships from pointing to the wrong database service.

Question 392.

Why should Service Mapping customizations be kept as small and targeted as possible?

1. Large customizations always run faster
   2. Small customizations eliminate testing
   3. Standard patterns cannot be upgraded
   4. Targeted changes are generally easier to maintain, test, and review during upgrades**

Correct Answer: 4. Targeted changes are generally easier to maintain, test, and review during upgrades

Explanation:

Extensive customization increases maintenance complexity and can create more opportunities for conflicts after platform or application changes. Using standard discovery wherever possible and adding only the minimum required logic keeps the solution easier to understand and validate. Targeted customizations should still be documented and tested carefully, but they typically reduce long-term operational risk.

Question 393.

A Service Mapping pilot is technically successful. What should be done before scaling to hundreds of services?

1. Document lessons learned, standardize prerequisites, and define ownership and validation processes
   2. Remove all governance to speed expansion
   3. Stop testing patterns
   4. Give every service the same topology design regardless of architecture

Correct Answer: 1. Document lessons learned, standardize prerequisites, and define ownership and validation processes

Explanation:

A successful pilot should provide reusable lessons about MID Server placement, credentials, network requirements, pattern behavior, CI quality, and stakeholder responsibilities. Standardizing these practices helps the organization scale consistently. Clear ownership and validation processes are also important because mapping hundreds of services without governance can create inconsistent quality and difficult-to-maintain topology.

Question 394.

A service uses a blue-green deployment model, and both environments are currently available for rollback. How should Service Mapping treat them?

1. Remove the inactive-looking environment immediately
   2. Validate whether both environments remain legitimate service dependencies during the transition
   3. Treat one environment as a duplicate without investigation
   4. Stop discovery until rollback is impossible

Correct Answer: 2. Validate whether both environments remain legitimate service dependencies during the transition

Explanation:

During blue-green deployment, both infrastructure sets may be intentionally available for traffic switching, validation, or rollback. Similar CIs should not automatically be treated as duplicates. The service map should reflect the architecture that is operationally relevant at that moment, and the topology should be refreshed after the transition when the old environment is finally retired.

Question 395.

A discovery pattern contains several conditions that prevent it from following certain outbound connections. What is the primary purpose of those conditions?

1. To reduce credential security
   2. To stop all downstream discovery
   3. To filter out connections that are not relevant to the mapped application service
   4. To prevent CI identification

Correct Answer: 3. To filter out connections that are not relevant to the mapped application service

Explanation:

Application servers may have many outbound connections for monitoring, backups, administration, and other unrelated functions. Conditions in a discovery pattern can evaluate ports, processes, destinations, and other attributes to determine which connections represent meaningful service dependencies. Proper filtering keeps the map focused and prevents unnecessary expansion into unrelated infrastructure.

Question 396.

A service map contains obsolete dependencies after an architectural redesign. What is the best corrective approach?

1. Keep them indefinitely for historical context
   2. Create manual relationships to both old and new components
   3. Delete all related CIs
   4. Refresh discovery and update lifecycle or relationship data so active topology reflects the new architecture**

Correct Answer: 4. Refresh discovery and update lifecycle or relationship data so active topology reflects the new architecture

Explanation:

Operational topology should represent the current architecture. After redesign, old dependencies should no longer appear as active if they no longer support the service. Recurring discovery, correct CI lifecycle data, and stale relationship handling help align the map with the new design. Historical information can be preserved separately without leaving obsolete relationships active.

Question 397.

Why is it useful to track recurring discovery failures by technology type?

1. It can reveal common credential, pattern, protocol, or configuration issues affecting that technology
   2. It guarantees automatic remediation
   3. It eliminates the need for target-level logs
   4. It replaces map validation

Correct Answer: 1. It can reveal common credential, pattern, protocol, or configuration issues affecting that technology

Explanation:

Grouping failures by technology can reveal patterns that are not obvious when each failed run is investigated independently. Repeated failures across many similar targets may point to a common credential issue, unsupported version, pattern regression, firewall rule, or configuration change. Trend analysis supports proactive remediation while detailed logs remain useful for diagnosing individual failures.

Question 398.

A Service Mapping environment has accurate maps, but discovery jobs are consistently overloading one MID Server. What should be reviewed?

1. Knowledge article categories
   2. Workload distribution, scheduling, MID Server capacity, and target assignment
   3. Incident resolution codes
   4. Catalog descriptions

Correct Answer: 2. Workload distribution, scheduling, MID Server capacity, and target assignment

Explanation:

An overloaded MID Server can become a performance bottleneck even when discovery logic is accurate. Administrators should review how discovery work is distributed, whether schedules create unnecessary peaks, whether additional MID Server capacity is needed, and whether target assignments align with network zones. Balancing workload improves scalability without sacrificing mapping completeness.

Question 399.

A discovered dependency points to a hostname that no longer exists because the application configuration was not updated after migration. What should be corrected first?

1. MID Server capability
   2. Relationship direction
   3. The stale application configuration at its source
   4. Knowledge article access

Correct Answer: 3. The stale application configuration at its source

Explanation:

Discovery is using the information supplied by the application itself. If that configuration still references an obsolete hostname, correcting only the service map would leave the underlying technical configuration inaccurate. The source configuration should be fixed first, and Service Mapping should then be rerun so the resulting dependency reflects the current backend infrastructure.

Question 400.

Which combination best represents a scalable and well-governed Service Mapping program?

1. Manual relationships, one-time discovery, and unrestricted credentials
   2. Custom patterns for every application regardless of standard support
   3. No stakeholder validation after initial implementation
   4. Prioritized service scope, healthy CMDB data, suitable MID Servers, secure credentials, tested patterns, recurring discovery, quality metrics, and clear ownership**

Correct Answer: 4. Prioritized service scope, healthy CMDB data, suitable MID Servers, secure credentials, tested patterns, recurring discovery, quality metrics, and clear ownership

Explanation:

A scalable Service Mapping program combines technical controls with governance. Prioritized scope keeps implementation manageable, healthy CMDB data supports reliable identification, and properly placed MID Servers provide discovery reachability. Secure credentials and tested patterns protect both accuracy and security. Recurring discovery maintains freshness, while quality metrics and clear ownership ensure that issues are detected, assigned, and resolved over time.