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Exam Code: DP-300
Exam Name: Administering Microsoft Azure SQL Solutions
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Administering Microsoft Azure SQL Solutions DP-300 Practice Test 24

Question 230

In the scenario "A large OLTP table needs compression but frequent updates raise CPU usage", what should the database administrator do FIRST to address the stated requirement?

  1. Correlate service objective changes with connection retry logic and database performance metrics
  2. Compare row and page compression using a tested subset of representative queries and writes
  3. Review MAXDOP and cost threshold settings with representative plan and CPU testing
  4. Evaluate a compatible service objective and memory-grant behavior before scaling

Explanation

Correct Answer

B:

Compare row and page compression using a tested subset of representative queries and writes. The deciding requirement in this SQL platform scenario is addressed because compression reduces storage and read I/O but may increase CPU overhead for modifications. Without the change, applying highest compression indiscriminately can penalize busy write transactions. Confirm the outcome through a controlled validation where a benchmark confirms net cost and performance improvements for the selected compression type.

Incorrect Answers

A:

Correlate service objective changes with connection retry logic and database performance metrics would instead apply to another SQL platform issue, such as when a tenant workload sees unpredictable latency after compute resize and needs to check connection behavior. The present requirement calls for compare row and page compression using a tested subset of representative queries and writes; this alternative changes a different control and does not directly resolve the stated database issue.

C:

Review MAXDOP and cost threshold settings with representative plan and CPU testing would instead apply to another SQL platform issue, such as when a SQL Server on Azure VM has poor parallel query performance because MAXDOP differs from workload needs. The present requirement calls for compare row and page compression using a tested subset of representative queries and writes; this alternative changes a different control and does not directly resolve the stated database issue.

D:

Evaluate a compatible service objective and memory-grant behavior before scaling would instead apply to another SQL platform issue, such as when an Azure SQL Database repeatedly peaks memory utilization under workloads with large concurrent hash joins. The present requirement calls for compare row and page compression using a tested subset of representative queries and writes; this alternative changes a different control and does not directly resolve the stated database issue.

Question 231

For the case "A database-scoped setting needs to enable a supported optimizer behavior without changing all databases on an instance", the team chooses "Apply a documented ALTER DATABASE SCOPED CONFIGURATION setting after compatibility review". Which database behavior justifies that choice?

  1. Azure SQL service objectives can bound transaction log generation and write throughput
  2. Azure SQL automatic tuning can identify and revert certain plan regressions when enabled
  3. Database scoped configuration controls selected engine behaviors at database granularity
  4. Compute tier memory budgets and query grants determine concurrency and spill risk

Explanation

Correct Answer

C:

Database scoped configuration controls selected engine behaviors at database granularity. This is the mechanism that makes the proposed change, apply a documented ALTER DATABASE SCOPED CONFIGURATION setting after compatibility review, appropriate to the database environment described. The key limitation is that changing a server-wide setting may affect unrelated databases unnecessarily. A concrete confirmation is that only the target database reflects the new configuration and query behavior is measured.

Incorrect Answers

A:

Azure SQL service objectives can bound transaction log generation and write throughput is a valid distinction for a different database situation, for example when an Azure SQL workload reaches a high transaction-log rate under sustained updates. Here the determining mechanism is that database scoped configuration controls selected engine behaviors at database granularity. The alternative does not explain why the selected solution addresses this requirement.

B:

Azure SQL automatic tuning can identify and revert certain plan regressions when enabled is a valid distinction for a different database situation, for example when an Azure SQL Database sees repeated plan regressions and automatic tuning is available. Here the determining mechanism is that database scoped configuration controls selected engine behaviors at database granularity. The alternative does not explain why the selected solution addresses this requirement.

D:

Compute tier memory budgets and query grants determine concurrency and spill risk is a valid distinction for a different database situation, for example when an Azure SQL Database repeatedly peaks memory utilization under workloads with large concurrent hash joins. Here the determining mechanism is that database scoped configuration controls selected engine behaviors at database granularity. The alternative does not explain why the selected solution addresses this requirement.

Question 232

A database administrator must resolve this Azure SQL or SQL Server issue: A hybrid manufacturer needs to inventory and govern SQL Server instances outside Azure. What action BEST meets the requirement?

  1. Evaluate serverless autoscaling and pause eligibility against workload latency and usage patterns
  2. Evaluate an Azure SQL elastic pool based on each tenant database utilization profile
  3. Design table partitions aligned to supported partition functions and lifecycle requirements
  4. Connect supported on-premises SQL Server resources to Azure Arc for inventory and governance

Explanation

Correct Answer

D:

Connect supported on-premises SQL Server resources to Azure Arc for inventory and governance. The deciding requirement in this SQL platform scenario is addressed because azure Arc can extend management and policy visibility to eligible external SQL Server resources. Without the change, assuming Azure Arc automatically moves every SQL workload to Azure would misstate the service. Confirm the outcome through a controlled validation where a registered external SQL Server appears in the expected Azure inventory with relevant metadata.

Incorrect Answers

A:

Evaluate serverless autoscaling and pause eligibility against workload latency and usage patterns would instead apply to another SQL platform issue, such as when a platform architect must choose between Azure SQL Database serverless and provisioned compute for intermittent work. The present requirement calls for connect supported on-premises SQL Server resources to Azure Arc for inventory and governance; this alternative changes a different control and does not directly resolve the stated database issue.

B:

Evaluate an Azure SQL elastic pool based on each tenant database utilization profile would instead apply to another SQL platform issue, such as when a small business needs to isolate databases across customers while keeping a common managed compute budget. The present requirement calls for connect supported on-premises SQL Server resources to Azure Arc for inventory and governance; this alternative changes a different control and does not directly resolve the stated database issue.

C:

Design table partitions aligned to supported partition functions and lifecycle requirements would instead apply to another SQL platform issue, such as when a warehouse database contains a massive history table and monthly retention must avoid long row-delete scans. The present requirement calls for connect supported on-premises SQL Server resources to Azure Arc for inventory and governance; this alternative changes a different control and does not directly resolve the stated database issue.

Question 233

An Azure SQL review identifies this gap: A query is repeatedly recompiled after statistics become stale on a rapidly changing table. Which consequence BEST explains why it must be addressed?

  1. Rebuilding every index does not necessarily refresh every relevant column statistic sufficiently
  2. Forcing a plan without checking data distribution and compatibility can become stale
  3. A single current DMV snapshot can miss statements that finished before inspection
  4. Disabling transaction isolation without understanding lock order can introduce data anomalies

Explanation

Correct Answer

A:

Rebuilding every index does not necessarily refresh every relevant column statistic sufficiently. This concern directly arises because sQL optimizer cardinality estimates depend on statistics reflecting data distribution. The appropriate remediation is to update statistics using supported maintenance policy and measure plan stability. A successful control check would show that the query's estimated versus actual row counts and plan quality improve.

Incorrect Answers

B:

Forcing a plan without checking data distribution and compatibility can become stale can matter in a separate case, such as when a production change caused a query regression and its last known good Query Store plan is available. In this question, the principal consequence is that rebuilding every index does not necessarily refresh every relevant column statistic sufficiently. That different risk does not best characterize the missing control in the given scenario.

C:

A single current DMV snapshot can miss statements that finished before inspection can matter in a separate case, such as when a DBA wants to know which statement consumes the most total CPU across busy hours. In this question, the principal consequence is that rebuilding every index does not necessarily refresh every relevant column statistic sufficiently. That different risk does not best characterize the missing control in the given scenario.

D:

Disabling transaction isolation without understanding lock order can introduce data anomalies can matter in a separate case, such as when an application occasionally deadlocks when two transactions update tables in opposite order. In this question, the principal consequence is that rebuilding every index does not necessarily refresh every relevant column statistic sufficiently. That different risk does not best characterize the missing control in the given scenario.

Question 234

Following an approved fix for "A reporting workload makes poor cardinality estimates after a significant bulk load", what observation BEST confirms that it works?

  1. The representative workload completes without exhausting tempdb and spills decrease
  2. A post-load execution plan has realistic estimates and improved read efficiency
  3. Only the target database reflects the new configuration and query behavior is measured
  4. Parallel query waits and overall throughput improve under the approved configuration

Explanation

Correct Answer

B:

A post-load execution plan has realistic estimates and improved read efficiency. This observation tests the actual effect of refresh relevant SQL statistics and review sampled versus fullscan needs instead of assuming that a configuration change alone was successful. The underlying database behavior is that statistics guide optimizer row-count estimates and may need updates after distribution changes. The control matters because increasing SQL max memory alone cannot fix incorrect cardinality histograms.

Incorrect Answers

A:

The representative workload completes without exhausting tempdb and spills decrease could validate a separate fix, for example when a SQL Server VM runs out of tempdb capacity when large hash operations spill. Here the required proof is that a post-load execution plan has realistic estimates and improved read efficiency. The alternative tests another database behavior and cannot establish whether the stated issue was corrected.

C:

Only the target database reflects the new configuration and query behavior is measured could validate a separate fix, for example when a database-scoped setting needs to enable a supported optimizer behavior without changing all databases on an instance. Here the required proof is that a post-load execution plan has realistic estimates and improved read efficiency. The alternative tests another database behavior and cannot establish whether the stated issue was corrected.

D:

Parallel query waits and overall throughput improve under the approved configuration could validate a separate fix, for example when a SQL Server on Azure VM has poor parallel query performance because MAXDOP differs from workload needs. Here the required proof is that a post-load execution plan has realistic estimates and improved read efficiency. The alternative tests another database behavior and cannot establish whether the stated issue was corrected.

Question 235

A SQL platform owner finds this gap: A team maintains different hard-coded Azure subscription IDs in each environment template. Which supported remedy BEST addresses it?

  1. Implement bounded retries with backoff and verify desired state after transient failures
  2. Declare resource dependencies so partner SQL servers exist before dependent failover resources
  3. Parameterize environment identifiers and inject them from reviewed deployment configuration
  4. Include connectivity and authentication smoke tests after infrastructure deployment

Explanation

Correct Answer

C:

Parameterize environment identifiers and inject them from reviewed deployment configuration. The deciding requirement in this SQL platform scenario is addressed because reusable IaC modules separate invariant SQL resource definitions from environment-scoped values. Without the change, copy-pasting production identifiers into testing can create resources in the wrong tenant. Confirm the outcome through a controlled validation where the same module deploys to two isolated subscriptions using validated parameters.

Incorrect Answers

A:

Implement bounded retries with backoff and verify desired state after transient failures would instead apply to another SQL platform issue, such as when a PowerShell pipeline intermittently receives throttling errors from Azure SQL management APIs. The present requirement calls for parameterize environment identifiers and inject them from reviewed deployment configuration; this alternative changes a different control and does not directly resolve the stated database issue.

B:

Declare resource dependencies so partner SQL servers exist before dependent failover resources would instead apply to another SQL platform issue, such as when a multi-region Bicep template creates a failover group before the partner server is deployed. The present requirement calls for parameterize environment identifiers and inject them from reviewed deployment configuration; this alternative changes a different control and does not directly resolve the stated database issue.

D:

Include connectivity and authentication smoke tests after infrastructure deployment would instead apply to another SQL platform issue, such as when an Azure SQL deployment returns Succeeded but applications fail because a private DNS link was skipped. The present requirement calls for parameterize environment identifiers and inject them from reviewed deployment configuration; this alternative changes a different control and does not directly resolve the stated database issue.

Question 236

A database administrator must resolve this Azure SQL or SQL Server issue: A SQL Server on an Azure VM must continue to use Windows integrated logins for existing intranet applications. What action BEST meets the requirement?

  1. Replace shared credentials with identifiable least-privilege application accounts or Entra identities
  2. Review role membership and effective GRANT DENY and REVOKE assignments on the securable
  3. Create a supported instance login and map each database user with explicit permissions
  4. Preserve supported domain connectivity and Windows authentication configuration on the VM

Explanation

Correct Answer

D:

Preserve supported domain connectivity and Windows authentication configuration on the VM. The deciding requirement in this SQL platform scenario is addressed because sQL Server IaaS can use the host domain authentication model when connectivity and trust exist. Without the change, assuming Microsoft Entra-only database users replace all Windows-integrated dependencies may break clients. Confirm the outcome through a controlled validation where the intranet client successfully connects using its approved integrated identity.

Incorrect Answers

A:

Replace shared credentials with identifiable least-privilege application accounts or Entra identities would instead apply to another SQL platform issue, such as when a security auditor finds a shared SQL admin login used by multiple applications. The present requirement calls for preserve supported domain connectivity and Windows authentication configuration on the VM; this alternative changes a different control and does not directly resolve the stated database issue.

B:

Review role membership and effective GRANT DENY and REVOKE assignments on the securable would instead apply to another SQL platform issue, such as when a compliance application needs a T-SQL permission audit of who can modify a critical table. The present requirement calls for preserve supported domain connectivity and Windows authentication configuration on the VM; this alternative changes a different control and does not directly resolve the stated database issue.

C:

Create a supported instance login and map each database user with explicit permissions would instead apply to another SQL platform issue, such as when an Azure SQL Managed Instance needs a login with instance scope for several approved databases. The present requirement calls for preserve supported domain connectivity and Windows authentication configuration on the VM; this alternative changes a different control and does not directly resolve the stated database issue.

Question 237

A database administrator selects "Clarify the documented geo-replication data loss characteristics and select an appropriate design" after observing "A regional disaster recovery plan promises zero data loss using asynchronous geo-replication". What mechanism makes it appropriate?

  1. Asynchronous cross-region replication can have nonzero recovery point lag
  2. Active geo-replication maintains asynchronously updated readable secondary databases under supported tiers
  3. An HA design is not proven until recovery paths are exercised under representative failures
  4. Failover groups can coordinate failover for multiple eligible databases and expose listener endpoints

Explanation

Correct Answer

A:

Asynchronous cross-region replication can have nonzero recovery point lag. This is the mechanism that makes the proposed change, clarify the documented geo-replication data loss characteristics and select an appropriate design, appropriate to the database environment described. The key limitation is that claiming an RPO of zero from asynchronous replication alone can misstate the achievable guarantee. A concrete confirmation is that the continuity plan records tested lag and realistic RPO under simulated regional failure.

Incorrect Answers

B:

Active geo-replication maintains asynchronously updated readable secondary databases under supported tiers is a valid distinction for a different database situation, for example when a factory must maintain a readable reporting copy in another Azure Region while primary SQL remains active. Here the determining mechanism is that asynchronous cross-region replication can have nonzero recovery point lag. The alternative does not explain why the selected solution addresses this requirement.

C:

An HA design is not proven until recovery paths are exercised under representative failures is a valid distinction for a different database situation, for example when a database migration will retire an on-premises primary but the new DR region was never tested. Here the determining mechanism is that asynchronous cross-region replication can have nonzero recovery point lag. The alternative does not explain why the selected solution addresses this requirement.

D:

Failover groups can coordinate failover for multiple eligible databases and expose listener endpoints is a valid distinction for a different database situation, for example when a multi-tenant system has several independent Azure SQL databases but wants one regional failover policy. Here the determining mechanism is that asynchronous cross-region replication can have nonzero recovery point lag. The alternative does not explain why the selected solution addresses this requirement.

Question 238

Following an approved fix for "A database integrity-check job times out only when it overlaps high-traffic business hours", what observation BEST confirms that it works?

  1. The corrected history includes every required step and the backup file is verified
  2. The maintenance completes during its approved window with acceptable user latency
  3. The job history records the stored procedure completing at the planned time
  4. The service and schedule are active and an unattended execution appears in history

Explanation

Correct Answer

B:

The maintenance completes during its approved window with acceptable user latency. This observation tests the actual effect of reschedule resource-intensive maintenance within approved operational windows instead of assuming that a configuration change alone was successful. The underlying database behavior is that maintenance schedules should account for compute and I/O competition with application workloads. The control matters because increasing job retry frequency during peak hours can amplify production contention.

Incorrect Answers

A:

The corrected history includes every required step and the backup file is verified could validate a separate fix, for example when a SQL Server Agent backup job appears successful but the database backup step was skipped. Here the required proof is that the maintenance completes during its approved window with acceptable user latency. The alternative tests another database behavior and cannot establish whether the stated issue was corrected.

C:

The job history records the stored procedure completing at the planned time could validate a separate fix, for example when a managed SQL instance must run a stored procedure nightly without relying on a logged-in administrator. Here the required proof is that the maintenance completes during its approved window with acceptable user latency. The alternative tests another database behavior and cannot establish whether the stated issue was corrected.

D:

The service and schedule are active and an unattended execution appears in history could validate a separate fix, for example when an agent job runs successfully when launched manually but never starts on schedule. Here the required proof is that the maintenance completes during its approved window with acceptable user latency. The alternative tests another database behavior and cannot establish whether the stated issue was corrected.

Question 239

A SQL platform owner finds this gap: A security team wants a database rule that allows only approved application subnets over Azure SQL private networking. Which supported remedy BEST addresses it?

  1. Remove the obsolete rule and allow only documented source ranges if public access remains necessary
  2. Configure supported customer-managed key integration with Azure Key Vault or Managed HSM and rotation controls
  3. Use private endpoints and suitable network controls rather than unrestricted public firewall rules
  4. Disable unnecessary public connectivity and configure an approved private endpoint

Explanation

Correct Answer

C:

Use private endpoints and suitable network controls rather than unrestricted public firewall rules. The deciding requirement in this SQL platform scenario is addressed because private Link supports private routing while NSGs and endpoint configuration constrain surrounding access. Without the change, treating a database login as a network firewall leaves unauthorized sources able to reach the endpoint. Confirm the outcome through a controlled validation where approved workloads connect privately and an unrelated network cannot reach the SQL service.

Incorrect Answers

A:

Remove the obsolete rule and allow only documented source ranges if public access remains necessary would instead apply to another SQL platform issue, such as when a SQL logical server permits a broad IP firewall rule used during a former migration. The present requirement calls for use private endpoints and suitable network controls rather than unrestricted public firewall rules; this alternative changes a different control and does not directly resolve the stated database issue.

B:

Configure supported customer-managed key integration with Azure Key Vault or Managed HSM and rotation controls would instead apply to another SQL platform issue, such as when a payment database has a customer-managed TDE protector requirement. The present requirement calls for use private endpoints and suitable network controls rather than unrestricted public firewall rules; this alternative changes a different control and does not directly resolve the stated database issue.

D:

Disable unnecessary public connectivity and configure an approved private endpoint would instead apply to another SQL platform issue, such as when a PaaS SQL server allows public network access from every IPv4 address despite private connectivity policy. The present requirement calls for use private endpoints and suitable network controls rather than unrestricted public firewall rules; this alternative changes a different control and does not directly resolve the stated database issue.

Question 240

This database condition remains unresolved: A production change caused a query regression and its last known good Query Store plan is available. What is the MOST direct operational or security risk?

  1. Adding an index alone cannot remove blocking caused by a lengthy transaction scope
  2. Blindly adding every suggestion can increase modification overhead and duplicate indexes
  3. Disabling transaction isolation without understanding lock order can introduce data anomalies
  4. Forcing a plan without checking data distribution and compatibility can become stale

Explanation

Correct Answer

D:

Forcing a plan without checking data distribution and compatibility can become stale. This concern directly arises because plan forcing can stabilize a query when a validated plan performs better than a newly chosen plan. The appropriate remediation is to use supported Query Store plan forcing or regression remediation after validation. A successful control check would show that the query reuses the approved plan and performance recovery is measured.

Incorrect Answers

A:

Adding an index alone cannot remove blocking caused by a lengthy transaction scope can matter in a separate case, such as when a database experiences frequent blocking because a transaction waits for a remote API call. In this question, the principal consequence is that forcing a plan without checking data distribution and compatibility can become stale. That different risk does not best characterize the missing control in the given scenario.

B:

Blindly adding every suggestion can increase modification overhead and duplicate indexes can matter in a separate case, such as when an Azure SQL developer sees a missing index recommendation and wants to apply all suggested indexes immediately. In this question, the principal consequence is that forcing a plan without checking data distribution and compatibility can become stale. That different risk does not best characterize the missing control in the given scenario.

C:

Disabling transaction isolation without understanding lock order can introduce data anomalies can matter in a separate case, such as when an application occasionally deadlocks when two transactions update tables in opposite order. In this question, the principal consequence is that forcing a plan without checking data distribution and compatibility can become stale. That different risk does not best characterize the missing control in the given scenario.

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