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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 75

Question 740

A rolling retention process must remove the oldest table partition with minimal data movement. What observed evidence would BEST confirm successful remediation?

  1. New monthly rows land in the intended partition after the split.
  2. Orphan inserts fail and approved delete scenarios behave as specified.
  3. Rollback tests demonstrate permitted gaps without violating key uniqueness.
  4. A tested switch moves the intended range without orphaning rows.

Explanation

Correct Answer

D:

A tested switch moves the intended range without orphaning rows. This is the decisive observable evidence after implementing use compatible staging tables and ALTER TABLE SWITCH after checking alignment and constraints. It tests the underlying requirement: Metadata-based partition switching requires strict schema and partition alignment.

Incorrect Answers

A:

New monthly rows land in the intended partition after the split. However, that result would not establish the required outcome: a tested switch moves the intended range without orphaning rows.

B:

Orphan inserts fail and approved delete scenarios behave as specified. However, that result would not establish the required outcome: a tested switch moves the intended range without orphaning rows.

C:

Rollback tests demonstrate permitted gaps without violating key uniqueness. However, that result would not establish the required outcome: a tested switch moves the intended range without orphaning rows.

Question 741

An analyst wants the latest event per sensor without deleting older events. What is the MOST relevant technical distinction in this situation?

  1. Ranking functions identify one top row per group with an explicit order.
  2. Window ranking order is defined by its OVER clause, not the outer result sort.
  3. An outer reference lets the inner aggregate vary by each row's category.
  4. OPENJSON expands array elements into tabular rows for joins and validation.

Explanation

Correct Answer

A:

Ranking functions identify one top row per group with an explicit order. This explains why the corrective action is to use ROW_NUMBER() OVER(PARTITION BY SensorId ORDER BY EventTime DESC, EventId DESC) and filter rn=1. Confirm the diagnosis when the query returns one expected latest event for each sensor.

Incorrect Answers

B:

Window ranking order is defined by its OVER clause, not the outer result sort. The actual technical constraint is that ranking functions identify one top row per group with an explicit order.

C:

An outer reference lets the inner aggregate vary by each row's category. The actual technical constraint is that ranking functions identify one top row per group with an explicit order.

D:

OPENJSON expands array elements into tabular rows for joins and validation. The actual technical constraint is that ranking functions identify one top row per group with an explicit order.

Question 742

A batch transaction updates thousands of rows in one lock-intensive statement with escalating contention. What maintenance or governance control BEST reduces recurrence of this problem?

  1. Retry legitimate deadlock victims with bounded idempotent policy.
  2. Ensure retry and partial-batch recovery are documented.
  3. Reevaluate plan forcing after data distribution changes.
  4. Combine query data with Azure Monitor and service limits.

Explanation

Correct Answer

B:

Ensure retry and partial-batch recovery are documented. This guards against recurrence because large transactions increase lock duration, log pressure and potential escalation. The direct remediation is: Process safe bounded batches or adjust indexes and isolation as measured.

Incorrect Answers

A:

Retry legitimate deadlock victims with bounded idempotent policy. The current task instead requires this action: ensure retry and partial-batch recovery are documented.

C:

Reevaluate plan forcing after data distribution changes. The current task instead requires this action: ensure retry and partial-batch recovery are documented.

D:

Combine query data with Azure Monitor and service limits. The current task instead requires this action: ensure retry and partial-batch recovery are documented.

Question 743

A SQL application must summarize customer orders but presently concatenates column values into ambiguous text. Which implementation decision BEST addresses this requirement?

  1. Project only required columns into a controlled JSON payload.
  2. Reconcile generated claims with SQL source values before publishing results.
  3. Serialize selected relational fields with FOR JSON or appropriate JSON_OBJECT support.
  4. Build the request payload and call sp_invoke_external_rest_endpoint through a supported secure configuration.

Explanation

Correct Answer

C:

Serialize selected relational fields with FOR JSON or appropriate JSON_OBJECT support. This targets the primary issue because structured JSON preserves field boundaries and escaping for downstream model prompts. Verification: A JSON parser reconstructs the intended order IDs and amounts. Prevent recurrence: Exclude sensitive data and validate schema before external transmission.

Incorrect Answers

A:

Data minimization reduces prompt exposure and cost without losing relevant context.

B:

Reconciling generated claims with SQL source values before publishing results would not correct a SQL application must summarize customer orders but presently concatenates column values into ambiguous text. Serialize selected relational fields with FOR JSON or appropriate JSON_OBJECT support.

D:

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

Question 744

An application enables SERIALIZABLE for every read and sees growing lock contention. Which measurable outcome BEST verifies that the requirement is satisfied?

  1. A stale client receives a conflict and cannot overwrite the newer row.
  2. Different representative parameter values meet latency targets after tuning.
  3. Batch tests preserve atomic business requirements with lower p95 waits.
  4. Correctness tests pass without excessive lock waits under the selected isolation.

Explanation

Correct Answer

D:

Correctness tests pass without excessive lock waits under the selected isolation. This is the decisive observable evidence after implementing choose the lowest isolation that meets correctness and benchmark concurrency behavior. It tests the underlying requirement: Serializable range protection can reduce throughput and increase blocking.

Incorrect Answers

A:

A stale client receives a conflict and cannot overwrite the newer row. However, that result would not establish the required outcome: correctness tests pass without excessive lock waits under the selected isolation.

B:

Different representative parameter values meet latency targets after tuning. However, that result would not establish the required outcome: correctness tests pass without excessive lock waits under the selected isolation.

C:

Batch tests preserve atomic business requirements with lower p95 waits. However, that result would not establish the required outcome: correctness tests pass without excessive lock waits under the selected isolation.

Question 745

A team chooses an ANN index solely by query latency without checking write costs. Which technical reason BEST explains the proposed correction?

  1. Index choice affects ingestion and maintenance as well as retrieval speed.
  2. Approximate structures trade memory, speed and recall depending on data and configuration.
  3. Independent retrieval branches can produce overlapping hits and uncalibrated scores.
  4. Vector operations require dimension compatibility.

Explanation

Correct Answer

A:

Index choice affects ingestion and maintenance as well as retrieval speed. This explains why the corrective action is to compare index build time, insert cost, storage and recall alongside query latency. Confirm the diagnosis when a representative mixed read/write load meets agreed SLOs.

Incorrect Answers

B:

Approximate structures trade memory, speed and recall depending on data and configuration. The actual technical constraint is that index choice affects ingestion and maintenance as well as retrieval speed.

C:

Independent retrieval branches can produce overlapping hits and uncalibrated scores. The actual technical constraint is that index choice affects ingestion and maintenance as well as retrieval speed.

D:

Vector operations require dimension compatibility. The actual technical constraint is that index choice affects ingestion and maintenance as well as retrieval speed.

Question 746

An inventory query compares each item's price to its category's average price. What maintenance or governance control BEST reduces recurrence of this problem?

  1. Keep foreign-key columns and nullable policies explicit.
  2. Measure cost against a window-based rewrite for large datasets.
  3. Validate format differences across target geographies.
  4. Do not use name similarity to bypass authentication.

Explanation

Correct Answer

B:

Measure cost against a window-based rewrite for large datasets. This guards against recurrence because an outer reference lets the inner aggregate vary by each row's category. The direct remediation is: Use a correlated aggregate subquery or window function scoped by category.

Incorrect Answers

A:

Keep foreign-key columns and nullable policies explicit. The current task instead requires this action: measure cost against a window-based rewrite for large datasets.

C:

Validate format differences across target geographies. The current task instead requires this action: measure cost against a window-based rewrite for large datasets.

D:

Do not use name similarity to bypass authentication. The current task instead requires this action: measure cost against a window-based rewrite for large datasets.

Question 747

A read-only reporting view must be exposed to partners without direct table edit access. Which implementation decision BEST addresses this requirement?

  1. Expose the stored procedure via a restricted DAB stored-procedure entity with execute rights.
  2. Package the intended configuration and inject environment-specific secrets in the deployed service.
  3. Map the database view as a DAB entity and restrict permitted operations.
  4. Parameterize the DAB data source using supported environment variables or secret integration.

Explanation

Correct Answer

C:

Map the database view as a DAB entity and restrict permitted operations. This targets the primary issue because mapping a view can create a governed projection with narrower permissions than base tables. Verification: Partners read approved columns and cannot modify base tables. Prevent recurrence: Review view changes and role grants together.

Incorrect Answers

A:

DAB can surface declared stored procedures without granting arbitrary query execution.

B:

Runtime containers need compatible DAB binaries, configuration and connection settings.

D:

Configuration must resolve the correct database per environment without leaking secrets.

Question 748

A developer assumes SQL graph MATCH automatically finds shortest paths in every query. Which measurable outcome BEST verifies that the requirement is satisfied?

  1. Queries find related entities after a validated data migration.
  2. A cyclic test input is detected rather than consuming unbounded resources.
  3. Repeated execution assigns stable row numbers to equal-time events.
  4. A sample network returns the known minimal path when explicitly requested.

Explanation

Correct Answer

D:

A sample network returns the known minimal path when explicitly requested. This is the decisive observable evidence after implementing choose supported shortest-path syntax when needed rather than ordinary MATCH alone. It tests the underlying requirement: A path existence predicate does not necessarily compute minimal hop count.

Incorrect Answers

A:

Queries find related entities after a validated data migration. However, that result would not establish the required outcome: a sample network returns the known minimal path when explicitly requested.

B:

A cyclic test input is detected rather than consuming unbounded resources. However, that result would not establish the required outcome: a sample network returns the known minimal path when explicitly requested.

C:

Repeated execution assigns stable row numbers to equal-time events. However, that result would not establish the required outcome: a sample network returns the known minimal path when explicitly requested.

Question 749

A SQL Server catalog needs inflection-aware keyword search in support articles. Which technical property or constraint MOST directly matters here?

  1. Full-text indexes support linguistic tokenization and retrieval beyond simple LIKE scanning.
  2. FREETEXT expands linguistic meaning and is not equivalent to exact phrase matching.
  3. Normalizing vector length separates direction from magnitude for suitable similarity metrics.
  4. RRF combines ordinal ranks rather than assuming score scales match.

Explanation

Correct Answer

A:

Full-text indexes support linguistic tokenization and retrieval beyond simple LIKE scanning. This explains why the corrective action is to configure a full-text catalog/index and query with CONTAINS or FREETEXT as appropriate. Confirm the diagnosis when known phrase and inflection tests return expected articles.

Incorrect Answers

B:

FREETEXT expands linguistic meaning and is not equivalent to exact phrase matching. The actual technical constraint is that full-text indexes support linguistic tokenization and retrieval beyond simple LIKE scanning.

C:

Normalizing vector length separates direction from magnitude for suitable similarity metrics. The actual technical constraint is that full-text indexes support linguistic tokenization and retrieval beyond simple LIKE scanning.

D:

RRF combines ordinal ranks rather than assuming score scales match. The actual technical constraint is that full-text indexes support linguistic tokenization and retrieval beyond simple LIKE scanning.

Question 750

A compliance team needs cryptographically verifiable evidence that ledger entries were not silently altered. Which preventive practice BEST addresses the underlying risk over time?

  1. Protect history access and plan retention and schema migration.
  2. Protect digests independently and audit administrative access.
  3. Use a dedicated serialized legal numbering process if gaplessness is mandatory.
  4. Monitor exhaustion and limit allocation rights.

Explanation

Correct Answer

B:

Protect digests independently and audit administrative access. This guards against recurrence because ledger tamper evidence supports verification; it does not prevent every privileged misuse. The direct remediation is: Assess SQL ledger tables with digest storage and verification controls.

Incorrect Answers

A:

Protect history access and plan retention and schema migration. The current task instead requires this action: protect digests independently and audit administrative access.

C:

Use a dedicated serialized legal numbering process if gaplessness is mandatory.

D:

Monitor exhaustion and limit allocation rights. The current task instead requires this action: protect digests independently and audit administrative access.

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