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Object-level GRANT/DENY provides granular access without conferring database-wide administration. This observation would not establish that the required result occurred for A secure AI/database integration wants short-lived auth for its external inference service. The confirming test is: Model calls succeed using scoped identity and no raw key appears in SQL source or logs.

Least privilege limits damage from compromised application identities and unintended queries. This observation would not establish that the required result occurred for A secure AI/database integration wants short-lived auth for its external inference service. The confirming test is: Model calls succeed using scoped identity and no raw key appears in SQL source or logs.

GraphQL relationships expose linked data through a defined schema, not arbitrary cross-database joins. This observation would not establish that the required result occurred for A secure AI/database integration wants short-lived auth for its external inference service. The confirming test is: Model calls succeed using scoped identity and no raw key appears in SQL source or logs.

Source control is not a secure secret store; leaked SQL credentials require revocation and rotation. But that technique does not solve the stated problem—A security team requires private SQL-to-application traffic on an Azure deployment. The needed intervention is Constrain network access using supported private endpoints and firewall or network policy.

Environment isolation reduces accidental exposure and lateral movement from lower-trust development systems. But that technique does not solve the stated problem—A security team requires private SQL-to-application traffic on an Azure deployment. The needed intervention is Constrain network access using supported private endpoints and firewall or network policy.

GraphQL and REST query surfaces require limits to prevent accidental overfetch and resource exhaustion. But that technique does not solve the stated problem—A security team requires private SQL-to-application traffic on an Azure deployment. The needed intervention is Constrain network access using supported private endpoints and firewall or network policy.

Environment isolation reduces accidental exposure and lateral movement from lower-trust development systems. This observation would not establish that the required result occurred for A security team requires private SQL-to-application traffic on an Azure deployment. The confirming test is: Connection tests succeed on approved private paths and fail from unapproved public origins.

Protecting external model endpoints requires identity, credential boundaries, and least-privilege authorization. This observation would not establish that the required result occurred for A security team requires private SQL-to-application traffic on an Azure deployment. The confirming test is: Connection tests succeed on approved private paths and fail from unapproved public origins.

Reference data needs governed source control and safe migration semantics, not ad hoc admin inserts. This observation would not establish that the required result occurred for A security team requires private SQL-to-application traffic on an Azure deployment. The confirming test is: Connection tests succeed on approved private paths and fail from unapproved public origins.

TLS encrypts transport but does not establish user authorization or row-level entitlements. But that technique does not solve the stated problem—A SQL database accepts public inbound network access from arbitrary addresses despite corporate isolation policy. The needed intervention is Constrain network access using supported private endpoints and firewall or network policy.

Source control is not a secure secret store; leaked SQL credentials require revocation and rotation. But that technique does not solve the stated problem—A SQL database accepts public inbound network access from arbitrary addresses despite corporate isolation policy. The needed intervention is Constrain network access using supported private endpoints and firewall or network policy.

DACPAC deployment synchronizes model schema under controlled configuration, not arbitrary unreviewed scripts. But that technique does not solve the stated problem—A SQL database accepts public inbound network access from arbitrary addresses despite corporate isolation policy. The needed intervention is Constrain network access using supported private endpoints and firewall or network policy.

Auditing records database activity; Query Store is primarily a performance history facility. This observation would not establish that the required result occurred for A SQL database accepts public inbound network access from arbitrary addresses despite corporate isolation policy. The confirming test is: Connection tests succeed on approved private paths and fail from unapproved public origins.

Environment isolation reduces accidental exposure and lateral movement from lower-trust development systems. This observation would not establish that the required result occurred for A SQL database accepts public inbound network access from arbitrary addresses despite corporate isolation policy. The confirming test is: Connection tests succeed on approved private paths and fail from unapproved public origins.

SDK-style SQL projects support standardized build workflows and target-platform validation. This observation would not establish that the required result occurred for A SQL database accepts public inbound network access from arbitrary addresses despite corporate isolation policy. The confirming test is: Connection tests succeed on approved private paths and fail from unapproved public origins.

Managed identity enables token-based passwordless workload authentication, subject to identity and SQL grants. But that technique does not solve the stated problem—An employee can infer masked salary values by querying aggregates on the same table. The needed intervention is Use stronger access isolation, RLS and encryption as needed rather than relying on Dynamic Data Masking alone.

RLS depends on a trustworthy predicate and context; user-controlled context can undermine isolation. But that technique does not solve the stated problem—An employee can infer masked salary values by querying aggregates on the same table. The needed intervention is Use stronger access isolation, RLS and encryption as needed rather than relying on Dynamic Data Masking alone.

Deployment automation should preserve segregation of duties for high-impact database changes. But that technique does not solve the stated problem—An employee can infer masked salary values by querying aggregates on the same table. The needed intervention is Use stronger access isolation, RLS and encryption as needed rather than relying on Dynamic Data Masking alone.

Securing GraphQL and REST requires response-field minimization in addition to connection authentication. This observation would not establish that the required result occurred for An employee can infer masked salary values by querying aggregates on the same table. The confirming test is: Inference attempts no longer expose sensitive results to unauthorized principals.

Audit credibility depends on destination protection and retention, not just enabling the event stream. This observation would not establish that the required result occurred for An employee can infer masked salary values by querying aggregates on the same table. The confirming test is: Inference attempts no longer expose sensitive results to unauthorized principals.

Backward-compatible phased changes are safer than immediately destructive schema edits. This observation would not establish that the required result occurred for An employee can infer masked salary values by querying aggregates on the same table. The confirming test is: Inference attempts no longer expose sensitive results to unauthorized principals.

TLS encrypts transport but does not establish user authorization or row-level entitlements. But that technique does not solve the stated problem—A DDM design is being treated as sufficient protection for a highly sensitive salary dataset. The needed intervention is Use stronger access isolation, RLS and encryption as needed rather than relying on Dynamic Data Masking alone.

Audit settings should match risk and regulatory controls; performance tuning cannot silently discard mandated evidence. But that technique does not solve the stated problem—A DDM design is being treated as sufficient protection for a highly sensitive salary dataset. The needed intervention is Use stronger access isolation, RLS and encryption as needed rather than relying on Dynamic Data Masking alone.

Change Tracking identifies changed rows and operations, unlike CDC which stores richer change-row history. But that technique does not solve the stated problem—A DDM design is being treated as sufficient protection for a highly sensitive salary dataset. The needed intervention is Use stronger access isolation, RLS and encryption as needed rather than relying on Dynamic Data Masking alone.

Auditing records database activity; Query Store is primarily a performance history facility. This observation would not establish that the required result occurred for A DDM design is being treated as sufficient protection for a highly sensitive salary dataset. The confirming test is: Inference attempts no longer expose sensitive results to unauthorized principals.

Audit settings should match risk and regulatory controls; performance tuning cannot silently discard mandated evidence. This observation would not establish that the required result occurred for A DDM design is being treated as sufficient protection for a highly sensitive salary dataset. The confirming test is: Inference attempts no longer expose sensitive results to unauthorized principals.

Build validation checks syntax/schema dependencies; tests verify behavior and interactions. This observation would not establish that the required result occurred for A DDM design is being treated as sufficient protection for a highly sensitive salary dataset. The confirming test is: Inference attempts no longer expose sensitive results to unauthorized principals.

SQL permissions and ownership chains affect effective access; dynamic SQL may require separate authorization. But that technique does not solve the stated problem—A SQL application's service principal has broad rights on every schema though it only reads invoices. The needed intervention is Create a dedicated minimal database role with only required schema and object grants.

DDM is a display feature, not a complete security boundary against statistical inference. But that technique does not solve the stated problem—A SQL application's service principal has broad rights on every schema though it only reads invoices. The needed intervention is Create a dedicated minimal database role with only required schema and object grants.

Logic Apps orchestrate external actions; the SQL change signal and connector privileges must be governed. But that technique does not solve the stated problem—A SQL application's service principal has broad rights on every schema though it only reads invoices. The needed intervention is Create a dedicated minimal database role with only required schema and object grants.

Database RLS applies row filters and block predicates centrally; it still needs secure session context. This observation would not establish that the required result occurred for A SQL application's service principal has broad rights on every schema though it only reads invoices. The confirming test is: Permission audits show the app can perform intended reads but cannot change unrelated tables.

Protecting external model endpoints requires identity, credential boundaries, and least-privilege authorization. This observation would not establish that the required result occurred for A SQL application's service principal has broad rights on every schema though it only reads invoices. The confirming test is: Permission audits show the app can perform intended reads but cannot change unrelated tables.

Target platform models determine which schema features are valid in the destination SQL version. This observation would not establish that the required result occurred for A SQL application's service principal has broad rights on every schema though it only reads invoices. The confirming test is: Permission audits show the app can perform intended reads but cannot change unrelated tables.