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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 62

Question 610

A schema migration changes a base column used by multiple schema-bound dependencies. Which preventive practice BEST addresses the underlying risk over time?

  1. Document update restrictions for consumers.
  2. Track dependent objects through versioned migrations.
  3. Keep procedure signatures under source control.
  4. Minimize trigger side effects and audit dependent trigger paths.

Explanation

Correct Answer

B:

Track dependent objects through versioned migrations. This guards against recurrence because SCHEMABINDING protects referenced definitions against incompatible schema changes. The direct remediation is: Review dependency effects and change the schema-bound view deliberately before modifying underlying objects.

Incorrect Answers

A:

Documenting update restrictions for consumers addresses a different database behavior; the relevant distinction is that track dependent objects through versioned migrations.

C:

Keep procedure signatures under source control. The current task instead requires this action: track dependent objects through versioned migrations.

D:

Minimize trigger side effects and audit dependent trigger paths. The current task instead requires this action: track dependent objects through versioned migrations.

Question 611

A team stores edge relationships in comma-separated strings instead of graph edges. What should the SQL developer do FIRST to address the specific issue?

  1. Choose supported shortest-path syntax when needed rather than ordinary MATCH alone.
  2. Include an explicit window ORDER BY with unique tie-breaker columns.
  3. Normalize relationships into graph edge tables before using MATCH.
  4. Evaluate EDIT_DISTANCE to quantify edit operations before human review.

Explanation

Correct Answer

C:

Normalize relationships into graph edge tables before using MATCH. This targets the primary issue because the graph pattern engine expects node/edge structures, not arbitrary string lists. Verification: Queries find related entities after a validated data migration. Prevent recurrence: Enforce ownership and governance over graph writes.

Incorrect Answers

A:

A path existence predicate does not necessarily compute minimal hop count.

B:

Window ranking order is defined by its OVER clause, not the outer result sort.

D:

Evaluate EDIT_DISTANCE to quantify edit operations before human review. The relevant technical condition instead is that normalize relationships into graph edge tables before using MATCH.

Question 612

A DBA suspects one SQL statement drives most CPU usage during office hours. Which acceptance check is MOST directly related to this scenario?

  1. The slow query and time window are identified from supported telemetry.
  2. Batch tests preserve atomic business requirements with lower p95 waits.
  3. The blocking chain is eliminated and update throughput recovers.
  4. Top CPU queries correlate with observed workload and waits.

Explanation

Correct Answer

D:

Top CPU queries correlate with observed workload and waits. This is the decisive observable evidence after implementing use relevant DMVs and Query Store runtime statistics to isolate resource-intensive statements. It tests the underlying requirement: Instance metrics alone do not identify which cached statements consume resources.

Incorrect Answers

A:

The slow query and time window are identified from supported telemetry. However, that result would not establish the required outcome: top CPU queries correlate with observed workload and waits.

B:

Batch tests preserve atomic business requirements with lower p95 waits. However, that result would not establish the required outcome: top CPU queries correlate with observed workload and waits.

C:

The blocking chain is eliminated and update throughput recovers. However, that result would not establish the required outcome: top CPU queries correlate with observed workload and waits.

Question 613

A SQL developer wants editor suggestions inside a repository but has no enterprise Copilot entitlement. Which technical property or constraint MOST directly matters here?

  1. Editor AI availability depends on licensing, identity and permitted configuration.
  2. Copilot in Fabric availability can depend on region, capacity and tenant policies.
  3. Broad MCP tool capability expands the agent's potential effect on the database.
  4. Persistent instruction files help shape suggestions but do not enforce compiler constraints.

Explanation

Correct Answer

A:

Editor AI availability depends on licensing, identity and permitted configuration. This explains why the corrective action is to confirm approved GitHub Copilot seat, editor extension and organization policy. Confirm the diagnosis when a test completion appears under an authorized developer identity.

Incorrect Answers

B:

Copilot in Fabric availability can depend on region, capacity and tenant policies. The actual technical constraint is that editor AI availability depends on licensing, identity and permitted configuration.

C:

Broad MCP tool capability expands the agent's potential effect on the database. The actual technical constraint is that editor AI availability depends on licensing, identity and permitted configuration.

D:

Persistent instruction files help shape suggestions but do not enforce compiler constraints. The actual technical constraint is that editor AI availability depends on licensing, identity and permitted configuration.

Question 614

A Fabric lakehouse MCP endpoint returns authorization failures for a service principal. Which preventive practice BEST addresses the underlying risk over time?

  1. Manage server allowlists and revoke unused tokens.
  2. Keep principal grants least-privilege and monitored.
  3. Retain lint, schema validation and human review independently.
  4. Scan instruction files during pull-request review.

Explanation

Correct Answer

B:

Keep principal grants least-privilege and monitored. This guards against recurrence because MCP access to a lakehouse is constrained by Fabric and identity permissions. The direct remediation is: Check the configured workspace identity, connector permissions and supported MCP authentication.

Incorrect Answers

A:

Manage server allowlists and revoke unused tokens. The current task instead requires this action: keep principal grants least-privilege and monitored.

C:

Retain lint, schema validation and human review independently. The current task instead requires this action: keep principal grants least-privilege and monitored.

D:

Scan instruction files during pull-request review. The current task instead requires this action: keep principal grants least-privilege and monitored.

Question 615

A vector search system reports fast p50 latency but fails badly on rare terminology. What should the SQL developer do FIRST to address the specific issue?

  1. Compare retrieved evidence precision and grounded answer faithfulness against an exact baseline.
  2. Use reciprocal rank fusion with a consistent rank offset constant.
  3. Measure recall@k and nDCG by query type in addition to p95 latency.
  4. Use a suitable CONTAINS phrase predicate for literal phrase intent.

Explanation

Correct Answer

C:

Measure recall@k and nDCG by query type in addition to p95 latency. This targets the primary issue because speed alone does not establish retrieval quality or fairness across intents. Verification: A labeled benchmark meets recall for both common and rare queries. Prevent recurrence: Maintain per-segment regression sets.

Incorrect Answers

A:

Comparing retrieved evidence precision and grounded answer faithfulness against an exact baseline would not correct a vector search system reports fast p50 latency but fails badly on rare terminology. Measure recall@k and nDCG by query type in addition to p95 latency.

B:

RRF combines ordinal ranks rather than assuming score scales match.

D:

FREETEXT expands linguistic meaning and is not equivalent to exact phrase matching.

Question 616

An OLTP SQL deployment has sporadic CPU saturation and long query waits during a predictable business peak. Which test result BEST demonstrates that the intended solution is working?

  1. A before/after sample reduces CPU without harming critical analytics.
  2. Inserts complete within SLA while report results remain correct.
  3. Correctness tests pass without excessive lock waits under the selected isolation.
  4. A peak replay meets throughput and latency targets within budget.

Explanation

Correct Answer

D:

A peak replay meets throughput and latency targets within budget. This is the decisive observable evidence after implementing measure workload resource patterns and choose an appropriate compute/service tier or scaling policy. It tests the underlying requirement: Resource limits can create bottlenecks independent of query syntax.

Incorrect Answers

A:

A before/after sample reduces CPU without harming critical analytics. However, that result would not establish the required outcome: a peak replay meets throughput and latency targets within budget.

B:

Inserts complete within SLA while report results remain correct. However, that result would not establish the required outcome: a peak replay meets throughput and latency targets within budget.

C:

Correctness tests pass without excessive lock waits under the selected isolation. However, that result would not establish the required outcome: a peak replay meets throughput and latency targets within budget.

Question 617

A query sends whole SELECT * rows including secret customer notes to an LLM for one sales metric. Which technical principle BEST explains the relevant design decision?

  1. Data minimization reduces prompt exposure and cost without losing relevant context.
  2. JSON encoding preserves numeric representation better than locale-dependent concatenation.
  3. Context-window constraints and cost require bounded prompt construction.
  4. Arbitrary external REST calls risk server-side request forgery and data exfiltration.

Explanation

Correct Answer

A:

Data minimization reduces prompt exposure and cost without losing relevant context. This explains why the corrective action is to project only required columns into a controlled JSON payload. Confirm the diagnosis when captured outbound JSON excludes restricted notes and includes needed metrics.

Incorrect Answers

B:

JSON encoding preserves numeric representation better than locale-dependent concatenation. The actual technical constraint is that data minimization reduces prompt exposure and cost without losing relevant context.

C:

Context-window constraints and cost require bounded prompt construction. The actual technical constraint is that data minimization reduces prompt exposure and cost without losing relevant context.

D:

Arbitrary external REST calls risk server-side request forgery and data exfiltration. The actual technical constraint is that data minimization reduces prompt exposure and cost without losing relevant context.

Question 618

A local SQL developer needs to use MCP tools for metadata exploration on a SQL Server database. Following remediation, what safeguard BEST prevents a repeat of this specific failure?

  1. Manage server allowlists and revoke unused tokens.
  2. Prevent direct write access and verify server identity.
  3. Review extension policy and entitlements quarterly.
  4. Audit actual changes rather than counting prompt compliance.

Explanation

Correct Answer

B:

Prevent direct write access and verify server identity. This guards against recurrence because an MCP client needs a discoverable trusted server and permissions to run tools. The direct remediation is: Connect the approved SQL MCP endpoint using supported secure transport and scoped credentials.

Incorrect Answers

A:

Manage server allowlists and revoke unused tokens. The current task instead requires this action: prevent direct write access and verify server identity.

C:

Review extension policy and entitlements quarterly. The current task instead requires this action: prevent direct write access and verify server identity.

D:

Audit actual changes rather than counting prompt compliance. The current task instead requires this action: prevent direct write access and verify server identity.

Question 619

An ANN index reduces latency but the RAG answer hallucination rate increases. Which technical action BEST resolves the primary problem?

  1. Measure recall@k and nDCG by query type in addition to p95 latency.
  2. Compute ranks within each result list before applying reciprocal-rank contributions.
  3. Compare retrieved evidence precision and grounded answer faithfulness against an exact baseline.
  4. Evaluate indexed ANN search with measured recall/latency tradeoffs.

Explanation

Correct Answer

C:

Compare retrieved evidence precision and grounded answer faithfulness against an exact baseline. This targets the primary issue because approximate retrieval may omit key passages, degrading downstream grounding. Verification: A controlled evaluation shows acceptable citations and answer faithfulness. Prevent recurrence: Use fallback exact retrieval for critical queries when warranted.

Incorrect Answers

A:

Speed alone does not establish retrieval quality or fairness across intents.

B:

RRF operates on list positions and is distinct from raw score interpolation.

D:

Approximate indexes trade exact completeness for faster retrieval on large corpora.

Question 620

A developer assumes a SQL firewall rule alone authenticates callers to Azure SQL. Which test result BEST demonstrates that the intended solution is working?

  1. The worker connects with an approved identity and no stored SQL password.
  2. Authorized clients read/write after rotation and revoked keys no longer work.
  3. Supported equality or enclave test cases behave as designed without broad plaintext exposure.
  4. An unapproved identity is denied even from an allowed network.

Explanation

Correct Answer

D:

An unapproved identity is denied even from an allowed network. This is the decisive observable evidence after implementing require encrypted transport and a verified principal alongside network access restrictions. It tests the underlying requirement: Network allowlisting does not establish user identity or object authorization.

Incorrect Answers

A:

The worker connects with an approved identity and no stored SQL password. However, that result would not establish the required outcome: an unapproved identity is denied even from an allowed network.

B:

Authorized clients read/write after rotation and revoked keys no longer work. However, that result would not establish the required outcome: an unapproved identity is denied even from an allowed network.

C:

Supported equality or enclave test cases behave as designed without broad plaintext exposure. However, that result would not establish the required outcome: an unapproved identity is denied even from an allowed network.

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