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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 64

Question 630

A product-description table updates frequently and embeddings must refresh asynchronously without heavy write transactions. What maintenance or governance control BEST reduces recurrence of this problem?

  1. Plan at-least-once behavior and guard duplicate processing.
  2. Handle replay, deletion and watermark recovery.
  3. Define embedding input contract and refresh triggers per field.
  4. Track model quality drift and escalation thresholds.

Explanation

Correct Answer

B:

Handle replay, deletion and watermark recovery. This guards against recurrence because asynchronous change-based updates decouple embedding cost from OLTP commit latency. The direct remediation is: Use Change Tracking or CDC to identify changed records and process them in a background worker.

Incorrect Answers

A:

Plan at-least-once behavior and guard duplicate processing. The current task instead requires this action: handle replay, deletion and watermark recovery.

C:

Define embedding input contract and refresh triggers per field. The current task instead requires this action: handle replay, deletion and watermark recovery.

D:

Track model quality drift and escalation thresholds. The current task instead requires this action: handle replay, deletion and watermark recovery.

Question 631

A SQL trigger calls a slow embedding model synchronously on each customer transaction. Which implementation decision BEST addresses this requirement?

  1. Increase the SQL trigger timeout and retry the remote embedding request before committing each sale.
  2. Call the approved embedding model through a supported integration and store fixed-dimension results.
  3. Move model inference out of the trigger and use a durable change notification pipeline.
  4. Exclude confidential credential fields and embed only approved relevant content.

Explanation

Correct Answer

C:

Move model inference out of the trigger and use a durable change notification pipeline. This targets the primary issue because remote inference inside DML triggers lengthens database transactions and increases failure coupling. Verification: Transactions commit within SLO while embeddings update later. Prevent recurrence: Protect queue durability and retry idempotently.

Incorrect Answers

A:

More synchronous retries lengthen the transaction and increase coupling to an external model; the right remedy is to decouple change capture from inference work.

B:

Embeddings are computed numeric representations and are not created merely by defining a VECTOR column.

D:

Embedding inputs can expose or encode sensitive data without adding retrieval value.

Question 632

An app uses SQL features unavailable on its chosen Fabric SQL database target. Which measurable outcome BEST verifies that the requirement is satisfied?

  1. The project builds on a clean agent and generates the expected DACPAC.
  2. Drift detection flags the unexpected column change before publish.
  3. Repository scans show no live credentials while seed records remain deterministic.
  4. The project build and staging publish identify unsupported constructs before production.

Explanation

Correct Answer

D:

The project build and staging publish identify unsupported constructs before production. This is the decisive observable evidence after implementing set the appropriate target platform and validate generated deployment scripts against actual capabilities. It tests the underlying requirement: Different SQL engine flavors do not guarantee identical DDL feature support.

Incorrect Answers

A:

The project builds on a clean agent and generates the expected DACPAC. However, that result would not establish the required outcome: the project build and staging publish identify unsupported constructs before production.

B:

Drift detection flags the unexpected column change before publish. However, that result would not establish the required outcome: the project build and staging publish identify unsupported constructs before production.

C:

Repository scans show no live credentials while seed records remain deterministic. However, that result would not establish the required outcome: the project build and staging publish identify unsupported constructs before production.

Question 633

A property feed encodes its category inside JSON and SQL must filter by it. Which technical reason BEST explains the proposed correction?

  1. JSON_VALUE extracts a scalar path, while OPENJSON can shred collections.
  2. JSON_OBJECT constructs a JSON object from typed expressions instead of fragile string concatenation.
  3. Regex replacement can transform all matching substrings without fixed positions.
  4. Silently suppressed exceptions create false evidence of committed work.

Explanation

Correct Answer

A:

JSON_VALUE extracts a scalar path, while OPENJSON can shred collections. This explains why the corrective action is to use JSON_VALUE on an appropriate scalar path and validate path existence and types. Confirm the diagnosis when rows matching the expected category are returned in a controlled test.

Incorrect Answers

B:

JSON_OBJECT constructs a JSON object from typed expressions instead of fragile string concatenation. The actual technical constraint is that JSON_VALUE extracts a scalar path, while OPENJSON can shred collections.

C:

Regex replacement can transform all matching substrings without fixed positions. The actual technical constraint is that JSON_VALUE extracts a scalar path, while OPENJSON can shred collections.

D:

Silently suppressed exceptions create false evidence of committed work. The actual technical constraint is that JSON_VALUE extracts a scalar path, while OPENJSON can shred collections.

Question 634

An enterprise wants both exact product IDs and conversational paraphrases in one search. What maintenance or governance control BEST reduces recurrence of this problem?

  1. Keep identifier search separate from semantic descriptions.
  2. Tune fusion and metadata filters from labeled evaluations.
  3. Keep rank offset and truncation policies documented.
  4. Rebenchmark after model or data growth.

Explanation

Correct Answer

B:

Tune fusion and metadata filters from labeled evaluations. This guards against recurrence because hybrid search covers complementary exact and semantic signals. The direct remediation is: Combine lexical and vector candidate retrieval in a hybrid ranking workflow.

Incorrect Answers

A:

Keep identifier search separate from semantic descriptions. The current task instead requires this action: tune fusion and metadata filters from labeled evaluations.

C:

Keep rank offset and truncation policies documented. The current task instead requires this action: tune fusion and metadata filters from labeled evaluations.

D:

Rebenchmark after model or data growth. The current task instead requires this action: tune fusion and metadata filters from labeled evaluations.

Question 635

A team tries to insert through a view containing aggregation and GROUP BY. Which implementation decision BEST addresses this requirement?

  1. Review dependency effects and change the schema-bound view deliberately before modifying underlying objects.
  2. Define a table-valued return signature rather than a scalar type for multiple rows.
  3. Use a supported write path or redesign the view rather than assuming all views are updatable.
  4. Use the deleted pseudo-table correctly for DELETE and before-image values.

Explanation

Correct Answer

C:

Use a supported write path or redesign the view rather than assuming all views are updatable. This targets the primary issue because aggregate views are not generally directly updatable like simple single-table projections. Verification: The approved insert path updates expected base rows while report totals remain correct. Prevent recurrence: Document update restrictions for consumers.

Incorrect Answers

A:

Reviewing dependency effects and change the schema-bound view deliberately before modifying underlying objects would not correct a team tries to insert through a view containing aggregation and GROUP BY. Use a supported write path or redesign the view rather than assuming all views are updatable.

B:

A scalar function returns a single value, whereas a TVF returns columns and rows.

D:

A DELETE trigger exposes removed rows via deleted, not inserted.

Question 636

A query needs parameterized customer transactions returned as rows without dynamic string SQL. Which measurable outcome BEST verifies that the requirement is satisfied?

  1. Representative joins show improved estimates and correct results.
  2. A read-only function compiles while the separate write path has explicit authorization.
  3. Tests resolve the intended procedure and handle null/invalid inputs.
  4. A filtered test returns only transactions for the specified customer.

Explanation

Correct Answer

D:

A filtered test returns only transactions for the specified customer. This is the decisive observable evidence after implementing use an inline table-valued function with typed inputs and explicit predicates. It tests the underlying requirement: An inline TVF returns a relational rowset that composes with calling queries.

Incorrect Answers

A:

Representative joins show improved estimates and correct results. However, that result would not establish the required outcome: a filtered test returns only transactions for the specified customer.

B:

A read-only function compiles while the separate write path has explicit authorization. However, that result would not establish the required outcome: a filtered test returns only transactions for the specified customer.

C:

Tests resolve the intended procedure and handle null/invalid inputs. However, that result would not establish the required outcome: a filtered test returns only transactions for the specified customer.

Question 637

A retry service repeats a failed transfer procedure and creates duplicate ledger entries. Which technical property or constraint MOST directly matters here?

  1. Transient retries can replay committed work even after client-side timeouts.
  2. Silently suppressed exceptions create false evidence of committed work.
  3. JSON_ARRAYAGG can collect multiple row values into a JSON array.
  4. JSON_VALUE extracts a scalar path, while OPENJSON can shred collections.

Explanation

Correct Answer

A:

Transient retries can replay committed work even after client-side timeouts. This explains why the corrective action is to make transaction operations idempotent using a stable request ID and uniqueness constraints. Confirm the diagnosis when the same request ID produces one ledger effect across repeated calls.

Incorrect Answers

B:

Silently suppressed exceptions create false evidence of committed work. The actual technical constraint is that transient retries can replay committed work even after client-side timeouts.

C:

JSON_ARRAYAGG can collect multiple row values into a JSON array. The actual technical constraint is that transient retries can replay committed work even after client-side timeouts.

D:

JSON_VALUE extracts a scalar path, while OPENJSON can shred collections. The actual technical constraint is that transient retries can replay committed work even after client-side timeouts.

Question 638

A nested JSON document contains an array of reviewers and the SQL report needs one row per reviewer. Which preventive practice BEST addresses the underlying risk over time?

  1. Index frequently filtered paths only after measured need.
  2. Reject malformed payloads and account for missing paths.
  3. Document whether reusable results require temp tables or views.
  4. Use supplemental identifiers and human approval for merges.

Explanation

Correct Answer

B:

Reject malformed payloads and account for missing paths. This guards against recurrence because OPENJSON expands array elements into tabular rows for joins and validation. The direct remediation is: Use OPENJSON on the reviewer array with a typed WITH clause.

Incorrect Answers

A:

Index frequently filtered paths only after measured need. The current task instead requires this action: reject malformed payloads and account for missing paths.

C:

Document whether reusable results require temp tables or views. The current task instead requires this action: reject malformed payloads and account for missing paths.

D:

Use supplemental identifiers and human approval for merges. The current task instead requires this action: reject malformed payloads and account for missing paths.

Question 639

A database procedure sends user-supplied prompt fragments to an arbitrary URL supplied by the caller. What should the SQL developer do FIRST to address the specific issue?

  1. Check REST endpoint authentication and configured identity before changing the SQL result parser.
  2. Use tenant-trimmed retrieval with citations and a strict abstention policy.
  3. Allowlist approved model endpoints and validate request content and destination.
  4. Apply database RLS and data minimization before constructing the outbound payload.

Explanation

Correct Answer

C:

Allowlist approved model endpoints and validate request content and destination. This targets the primary issue because arbitrary external REST calls risk server-side request forgery and data exfiltration. Verification: A test rejects calls to private metadata or unapproved hosts. Prevent recurrence: Restrict execute permission and log outbound destination.

Incorrect Answers

A:

An authorization error occurs before model inference can produce valid content.

B:

RAG is appropriate only if the retriever enforces contractual permissions.

D:

Sending unauthorized rows to a model is a disclosure even if its final answer omits them.

Question 640

An API expects a single relational row converted into a JSON object with named fields. Which acceptance check is MOST directly related to this scenario?

  1. Rows matching the expected category are returned in a controlled test.
  2. A test discovers the expected connected device chain.
  3. A sample network returns the known minimal path when explicitly requested.
  4. A JSON parser reads the intended named fields and escaped text.

Explanation

Correct Answer

D:

A JSON parser reads the intended named fields and escaped text. This is the decisive observable evidence after implementing use JSON_OBJECT with explicit key/value expressions where supported. It tests the underlying requirement: JSON_OBJECT constructs a JSON object from typed expressions instead of fragile string concatenation.

Incorrect Answers

A:

Rows matching the expected category are returned in a controlled test. However, that result would not establish the required outcome: a JSON parser reads the intended named fields and escaped text.

B:

A test discovers the expected connected device chain. However, that result would not establish the required outcome: a JSON parser reads the intended named fields and escaped text.

C:

A sample network returns the known minimal path when explicitly requested. However, that result would not establish the required outcome: a JSON parser reads the intended named fields and escaped text.

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