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Exam Code: DP-800

Exam Name: Developing AI-Enabled Database Solutions

Certification Provider: Microsoft

Corresponding Certification: Microsoft Certified: SQL AI Developer Associate

Microsoft DP-800 Questions & Answers

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Microsoft DP-800 Practice Test 12

Question 110

A schema migration changes a base column used by multiple schema-bound dependencies. Which acceptance check is MOST directly related to this scenario?

  1. The approved insert path updates expected base rows while report totals remain correct.
  2. A migration test catches incompatible column modification before production.
  3. The audit records exact old values in multirow deletion tests.
  4. Tests resolve the intended procedure and handle null/invalid inputs.

Explanation

Correct Answer

B:

A migration test catches incompatible column modification before production. This is the decisive observable evidence after implementing review dependency effects and change the schema-bound view deliberately before modifying underlying objects. It tests the underlying requirement: SCHEMABINDING protects referenced definitions against incompatible schema changes.

Incorrect Answers

A:

The approved insert path updates expected base rows while report totals remain correct. However, that result would not establish the required outcome: a migration test catches incompatible column modification before production.

C:

The audit records exact old values in multirow deletion tests. However, that result would not establish the required outcome: a migration test catches incompatible column modification before production.

D:

Tests resolve the intended procedure and handle null/invalid inputs. However, that result would not establish the required outcome: a migration test catches incompatible column modification before production.

Question 111

A team stores edge relationships in comma-separated strings instead of graph edges. Which technical property or constraint MOST directly matters here?

  1. A path existence predicate does not necessarily compute minimal hop count.
  2. NULL in a NOT IN subquery can yield UNKNOWN and unexpectedly filter all rows.
  3. The graph pattern engine expects node/edge structures, not arbitrary string lists.
  4. An outer reference lets the inner aggregate vary by each row's category.

Explanation

Correct Answer

C:

The graph pattern engine expects node/edge structures, not arbitrary string lists. This explains why the corrective action is to normalize relationships into graph edge tables before using MATCH. Confirm the diagnosis when queries find related entities after a validated data migration.

Incorrect Answers

A:

A path existence predicate does not necessarily compute minimal hop count. The actual technical constraint is that the graph pattern engine expects node/edge structures, not arbitrary string lists.

B:

NULL in a NOT IN subquery can yield UNKNOWN and unexpectedly filter all rows. The actual technical constraint is that the graph pattern engine expects node/edge structures, not arbitrary string lists.

D:

An outer reference lets the inner aggregate vary by each row's category. The actual technical constraint is that the graph pattern engine expects node/edge structures, not arbitrary string lists.

Question 112

A DBA suspects one SQL statement drives most CPU usage during office hours. Following remediation, what safeguard BEST prevents a repeat of this specific failure?

  1. Combine query data with Azure Monitor and service limits.
  2. Avoid universally forcing MAXDOP 1 without workload evaluation.
  3. Retry legitimate deadlock victims with bounded idempotent policy.
  4. Use secure diagnostic access and preserve plan evidence.

Explanation

Correct Answer

D:

Use secure diagnostic access and preserve plan evidence. This guards against recurrence because instance metrics alone do not identify which cached statements consume resources. The direct remediation is: Use relevant DMVs and Query Store runtime statistics to isolate resource-intensive statements.

Incorrect Answers

A:

Combine query data with Azure Monitor and service limits. The current task instead requires this action: use secure diagnostic access and preserve plan evidence.

B:

Avoid universally forcing MAXDOP 1 without workload evaluation. The current task instead requires this action: use secure diagnostic access and preserve plan evidence.

C:

Retry legitimate deadlock victims with bounded idempotent policy. The current task instead requires this action: use secure diagnostic access and preserve plan evidence.

Question 113

A SQL developer wants editor suggestions inside a repository but has no enterprise Copilot entitlement. Which technical action BEST resolves the primary problem?

  1. Confirm approved GitHub Copilot seat, editor extension and organization policy.
  2. Review Fabric capacity eligibility and tenant Copilot admin controls before testing.
  3. Add repository-level Copilot instructions documenting schema conventions and examples.
  4. Remove and rotate exposed secrets; use approved enterprise AI surfaces and sanitized prompts.

Explanation

Correct Answer

A:

Confirm approved GitHub Copilot seat, editor extension and organization policy. This targets the primary issue because editor AI availability depends on licensing, identity and permitted configuration. Verification: A test completion appears under an authorized developer identity. Prevent recurrence: Record feature enablement and organizational restrictions.

Incorrect Answers

B:

Copilot in Fabric availability can depend on region, capacity and tenant policies.

C:

Persistent instruction files help shape suggestions but do not enforce compiler constraints.

D:

AI chat providers and extensions may retain shared content outside the database boundary.

Question 114

A Fabric lakehouse MCP endpoint returns authorization failures for a service principal. Which test result BEST demonstrates that the intended solution is working?

  1. Only the allowlisted server appears and controlled test queries succeed.
  2. An approved read operation succeeds while a forbidden workspace remains denied.
  3. A seeded unsafe suggestion is blocked by independent controls.
  4. The session lists the current intended tools and returns valid metadata.

Explanation

Correct Answer

B:

An approved read operation succeeds while a forbidden workspace remains denied. This is the decisive observable evidence after implementing check the configured workspace identity, connector permissions and supported MCP authentication. It tests the underlying requirement: MCP access to a lakehouse is constrained by Fabric and identity permissions.

Incorrect Answers

A:

Only the allowlisted server appears and controlled test queries succeed. However, that result would not establish the required outcome: an approved read operation succeeds while a forbidden workspace remains denied.

C:

A seeded unsafe suggestion is blocked by independent controls. However, that result would not establish the required outcome: an approved read operation succeeds while a forbidden workspace remains denied.

D:

The session lists the current intended tools and returns valid metadata. However, that result would not establish the required outcome: an approved read operation succeeds while a forbidden workspace remains denied.

Question 115

A vector search system reports fast p50 latency but fails badly on rare terminology. Which technical principle BEST explains the relevant design decision?

  1. Approximate retrieval may omit key passages, degrading downstream grounding.
  2. Distance semantics affect neighbor ordering and recall.
  3. Speed alone does not establish retrieval quality or fairness across intents.
  4. Vector operations require dimension compatibility.

Explanation

Correct Answer

C:

Speed alone does not establish retrieval quality or fairness across intents. This explains why the corrective action is to measure recall@k and nDCG by query type in addition to p95 latency. Confirm the diagnosis when a labeled benchmark meets recall for both common and rare queries.

Incorrect Answers

A:

Approximate retrieval may omit key passages, degrading downstream grounding. The actual technical constraint is that speed alone does not establish retrieval quality or fairness across intents.

B:

Distance semantics affect neighbor ordering and recall. The actual technical constraint is that speed alone does not establish retrieval quality or fairness across intents.

D:

Vector operations require dimension compatibility. The actual technical constraint is that speed alone does not establish retrieval quality or fairness across intents.

Question 116

An OLTP SQL deployment has sporadic CPU saturation and long query waits during a predictable business peak. Following remediation, what safeguard BEST prevents a repeat of this specific failure?

  1. Avoid universally forcing MAXDOP 1 without workload evaluation.
  2. Measure regressions before using hints or recompilation globally.
  3. Use a nonnegative stock CHECK and retry-safe transaction design.
  4. Monitor p95 waits and adjust scaling only from measured evidence.

Explanation

Correct Answer

D:

Monitor p95 waits and adjust scaling only from measured evidence. This guards against recurrence because resource limits can create bottlenecks independent of query syntax. The direct remediation is: Measure workload resource patterns and choose an appropriate compute/service tier or scaling policy.

Incorrect Answers

A:

Avoid universally forcing MAXDOP 1 without workload evaluation. The current task instead requires this action: monitor p95 waits and adjust scaling only from measured evidence.

B:

Measure regressions before using hints or recompilation globally. The current task instead requires this action: monitor p95 waits and adjust scaling only from measured evidence.

C:

Use a nonnegative stock CHECK and retry-safe transaction design. The current task instead requires this action: monitor p95 waits and adjust scaling only from measured evidence.

Question 117

A query sends whole SELECT * rows including secret customer notes to an LLM for one sales metric. Which technical action BEST resolves the primary problem?

  1. Project only required columns into a controlled JSON payload.
  2. Serialize numeric SQL types as valid JSON numbers with explicit unit metadata.
  3. Build the request payload and call sp_invoke_external_rest_endpoint through a supported secure configuration.
  4. Summarize or chunk results within supported token and request limits before model invocation.

Explanation

Correct Answer

A:

Project only required columns into a controlled JSON payload. This targets the primary issue because data minimization reduces prompt exposure and cost without losing relevant context. Verification: Captured outbound JSON excludes restricted notes and includes needed metrics. Prevent recurrence: Enforce outbound allowlists and unit tests for fields.

Incorrect Answers

B:

Serialize numeric SQL types as valid JSON numbers with explicit unit metadata. The relevant technical condition instead is that project only required columns into a controlled JSON payload.

C:

The stored procedure enables outbound HTTP but requires correct permissions, endpoint reachability and payload formatting.

D:

Summarize or chunk results within supported token and request limits before model invocation. The relevant technical condition instead is that project only required columns into a controlled JSON payload.

Question 118

A local SQL developer needs to use MCP tools for metadata exploration on a SQL Server database. Which test result BEST demonstrates that the intended solution is working?

  1. Only the allowlisted server appears and controlled test queries succeed.
  2. The client lists authorized metadata tools and returns expected schema names.
  3. Migration rehearsal retains required tables and supports rollback.
  4. An audit shows requests use the intended approved endpoint.

Explanation

Correct Answer

B:

The client lists authorized metadata tools and returns expected schema names. This is the decisive observable evidence after implementing connect the approved SQL MCP endpoint using supported secure transport and scoped credentials. It tests the underlying requirement: An MCP client needs a discoverable trusted server and permissions to run tools.

Incorrect Answers

A:

Only the allowlisted server appears and controlled test queries succeed. However, that result would not establish the required outcome: the client lists authorized metadata tools and returns expected schema names.

C:

Migration rehearsal retains required tables and supports rollback. However, that result would not establish the required outcome: the client lists authorized metadata tools and returns expected schema names.

D:

An audit shows requests use the intended approved endpoint. However, that result would not establish the required outcome: the client lists authorized metadata tools and returns expected schema names.

Question 119

An ANN index reduces latency but the RAG answer hallucination rate increases. What is the MOST relevant technical distinction in this situation?

  1. Speed alone does not establish retrieval quality or fairness across intents.
  2. Independent retrieval branches can produce overlapping hits and uncalibrated scores.
  3. Approximate retrieval may omit key passages, degrading downstream grounding.
  4. Full-text indexes support linguistic tokenization and retrieval beyond simple LIKE scanning.

Explanation

Correct Answer

C:

Approximate retrieval may omit key passages, degrading downstream grounding. This explains why the corrective action is to compare retrieved evidence precision and grounded answer faithfulness against an exact baseline. Confirm the diagnosis when a controlled evaluation shows acceptable citations and answer faithfulness.

Incorrect Answers

A:

Speed alone does not establish retrieval quality or fairness across intents. The actual technical constraint is that approximate retrieval may omit key passages, degrading downstream grounding.

B:

Independent retrieval branches can produce overlapping hits and uncalibrated scores. The actual technical constraint is that approximate retrieval may omit key passages, degrading downstream grounding.

D:

Full-text indexes support linguistic tokenization and retrieval beyond simple LIKE scanning. The actual technical constraint is that approximate retrieval may omit key passages, degrading downstream grounding.

Question 120

A developer assumes a SQL firewall rule alone authenticates callers to Azure SQL. Which ongoing control is MOST relevant after the issue is fixed?

  1. Scope identity permissions and review token failures.
  2. Verify exports and application caches do not persist unmasked values.
  3. Audit schema role memberships after every release.
  4. Keep firewall, identity and database grants under independent review.

Explanation

Correct Answer

D:

Keep firewall, identity and database grants under independent review. This guards against recurrence because network allowlisting does not establish user identity or object authorization. The direct remediation is: Require encrypted transport and a verified principal alongside network access restrictions.

Incorrect Answers

A:

Scope identity permissions and review token failures. The current task instead requires this action: keep firewall, identity and database grants under independent review.

B:

Verify exports and application caches do not persist unmasked values.

C:

Audit schema role memberships after every release. The current task instead requires this action: keep firewall, identity and database grants under independent review.

Developing AI-Enabled Database Solutions (DP-800) Practice Tests