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Misses requirement 1: Interactive success does not prove that the unattended job has equivalent access. The substituted action, Create a Fabric connection with the supported source type and authorized credentials., is suited to a different situation: A warehouse analyst must query an external SQL source using an approved cloud connector. It does not satisfy the specified requirement 1.

Misses requirement 2: Source code is not a secure place for long-lived production credentials. The substituted action, Validate connection encryption and certificate trust for the updated source endpoint., is suited to a different situation: A connector returns encrypted-transport errors after a database certificate changes. It does not satisfy the specified requirement 2.

Misses requirement 1: Interactive success does not prove that the unattended job has equivalent access. The substituted action, Standardize on an approved reusable Fabric connection where supported., is suited to a different situation: An analytics workspace has several datasets using separate copies of the same connection settings. It does not satisfy the specified requirement 1.

Misses requirement 2: Being able to discover metadata does not automatically authorize reading restricted rows. The substituted action, Publish meaningful item names, descriptions, ownership and endorsement metadata., is suited to a different situation: A data steward wants consumers to find a trusted data product using consistent terminology. It does not satisfy the specified requirement 2.

Misses requirement 1: Data discovery should precede unnecessary duplication of a managed dataset. The substituted action, Check asset refresh history and data quality independently of catalog endorsement., is suited to a different situation: An engineer opens a catalog and assumes an endorsement badge indicates latest successful refresh. It does not satisfy the specified requirement 1.

Misses requirement 1: Data discovery should precede unnecessary duplication of a managed dataset. The substituted action, Search the OneLake catalog and inspect item ownership and endorsements., is suited to a different situation: An analyst cannot tell which of several similarly named datasets is the endorsed financial source. It does not satisfy the specified requirement 1.

Misses requirement 1: A batch snapshot cannot satisfy continuous event-arrival latency. The substituted action, Use Real-Time hub to locate the supported streams and event sources., is suited to a different situation: An operations analyst needs to discover approved live event streams already available in Fabric. It does not satisfy the specified requirement 1.

Misses requirement 2: Stream discovery needs schema and ownership verification before downstream transformations. The substituted action, Route an eligible event source into an Eventhouse or KQL database., is suited to a different situation: An events team wants to query continuously ingested sensor records with KQL. It does not satisfy the specified requirement 2.

Misses requirement 1: A batch snapshot cannot satisfy continuous event-arrival latency. The substituted action, Apply source authorization and data-access controls before granting stream access., is suited to a different situation: A published Real-Time hub stream contains restricted data and a user assumes discovery means unrestricted subscription. It does not satisfy the specified requirement 1.

Misses requirement 2: Shortcuts are references rather than automatic historical backups. The substituted action, Inspect shortcut definitions and original source ownership during catalog review., is suited to a different situation: A data steward wants to know which OneLake tables are shortcuts to another owner. It does not satisfy the specified requirement 2.

Misses requirement 1: Virtualized paths depend on authorization to the actual backing storage. The substituted action, Review supported shortcut write semantics and enforce approved source-owner change policy., is suited to a different situation: An analytics pipeline writes modifications into a shortcut path and threatens source governance. It does not satisfy the specified requirement 1.

Misses requirement 1: Virtualized paths depend on authorization to the actual backing storage. The substituted action, Create an authorized OneLake shortcut to the source table or folder., is suited to a different situation: A product team wants to analyze an existing Delta table owned by another Fabric workspace without copying it. It does not satisfy the specified requirement 1.

Misses requirement 1: Warehouses are optimized for relational SQL analytics and supported database objects. The substituted action, Choose a Fabric lakehouse for Spark-oriented Delta and file workloads., is suited to a different situation: A PySpark engineering team needs flexible Delta ingestion and notebook transformations over files. It does not satisfy the specified requirement 1.

Misses requirement 2: Lakehouse Files and Tables support raw assets and managed analytical tables together. The substituted action, Match the relational dimensional workload to a warehouse or lakehouse instead., is suited to a different situation: An architect selects Eventhouse to store all financial dimensional tables without an event-analytics need. It does not satisfy the specified requirement 2.

Misses requirement 1: Warehouses are optimized for relational SQL analytics and supported database objects. The substituted action, Use a compatible Spark lakehouse or notebook for Spark-specific transformations., is suited to a different situation: A warehouse user expects a full Spark notebook environment inside the T-SQL editor. It does not satisfy the specified requirement 1.

Misses requirement 2: Ingestion transformations should be observable and consistent with event schema contracts. The substituted action, Push selective time and severity predicates into the KQL query., is suited to a different situation: A KQL query returns enormous results and an operator wants to inspect only recent high-severity events. It does not satisfy the specified requirement 2.

Misses requirement 1: KQL databases have different query and transformation semantics from T-SQL warehouses. The substituted action, Evaluate supported OneLake integration for Eventhouse data or semantic consumption., is suited to a different situation: An event dataset needs to be visible to a semantic model without an unnecessary exported CSV copy. It does not satisfy the specified requirement 1.

Misses requirement 1: KQL databases have different query and transformation semantics from T-SQL warehouses. The substituted action, Use an Eventhouse KQL database suited to telemetry queries., is suited to a different situation: A factory produces millions of timestamped machine readings and analysts need low-latency time filtering. It does not satisfy the specified requirement 1.

Misses requirement 1: Task success does not establish that the business extract was complete. The substituted action, Configure a supported Fabric pipeline Copy activity with scheduling and validation., is suited to a different situation: An internal SQL database must be copied nightly into a Fabric lakehouse for downstream transformations. It does not satisfy the specified requirement 1.

Misses requirement 2: Dependency ordering prevents consumers from reading half-landed data. The substituted action, Add controlled retry and idempotent sink logic to the pipeline design., is suited to a different situation: A scheduled copy fails intermittently and an engineer manually reruns it with duplicate output rows. It does not satisfy the specified requirement 2.

Misses requirement 1: Task success does not establish that the business extract was complete. The substituted action, Configure an eligible gateway or managed connectivity path for that source., is suited to a different situation: A pipeline accesses an on-premises source available only through approved network infrastructure. It does not satisfy the specified requirement 1.

Misses requirement 2: Re-running an ingestion flow must not accidentally multiply source records. The substituted action, Check the destination schema, connection credentials and write privileges., is suited to a different situation: A Dataflow Gen2 transformation succeeds in preview but fails when publishing to a destination. It does not satisfy the specified requirement 2.

Misses requirement 1: Parsing rules must match source format rather than accepting silent type corruption. The substituted action, Centralize the supported transformations in a governed Dataflow Gen2 asset., is suited to a different situation: A pipeline needs a reusable curated query but operators duplicated its M steps in every report. It does not satisfy the specified requirement 1.

Misses requirement 1: Parsing rules must match source format rather than accepting silent type corruption. The substituted action, Use Dataflow Gen2 with suitable Power Query transformations and an approved destination., is suited to a different situation: Business analysts want to ingest several CSV exports and standardize columns through a visual transformation interface. It does not satisfy the specified requirement 1.

Misses requirement 1: Source-to-model compatibility determines which event data can be consumed. The substituted action, Evaluate Direct Lake integration with supported OneLake-backed tables., is suited to a different situation: An analytics model needs direct access to eligible Delta tables with low-latency updates and no traditional Import copy. It does not satisfy the specified requirement 1.

Misses requirement 2: Data existence in OneLake does not guarantee its inclusion in the model. The substituted action, Review semantic model automatic updates and refresh or reframe behavior., is suited to a different situation: A Direct Lake table updates in Delta but a user still sees an older framed version. It does not satisfy the specified requirement 2.

Misses requirement 1: Source-to-model compatibility determines which event data can be consumed. The substituted action, Prefer supported native OneLake and Direct Lake interfaces when they meet requirements., is suited to a different situation: An integration proposal suggests converting all Delta source tables into CSV before building reports. It does not satisfy the specified requirement 1.

Misses requirement 2: Centralized credential management simplifies restoring multiple consumers. The substituted action, Verify least-privilege database grants for the actual connection principal., is suited to a different situation: An administrator grants a gateway operator broad database permissions to fix an access error. It does not satisfy the specified requirement 2.

Misses requirement 1: Fabric cloud execution requires an approved route to private on-premises systems. The substituted action, Inspect gateway and connection health before rewriting semantic calculations., is suited to a different situation: A source connection intermittently fails during a gateway upgrade and users blame model DAX. It does not satisfy the specified requirement 1.

Misses requirement 1: Fabric cloud execution requires an approved route to private on-premises systems. The substituted action, Replace person-bound authentication with an approved stable service identity where supported., is suited to a different situation: A scheduled data refresh fails after the original employee owner leaves the company. It does not satisfy the specified requirement 1.

Misses requirement 1: Reusable functions can package common deterministic expressions for SQL consumers. The substituted action, Create a supported SQL view over the curated warehouse tables., is suited to a different situation: A reporting team repeats the same approved join in many warehouse queries and wants a reusable read interface. It does not satisfy the specified requirement 1.

Misses requirement 2: Stored procedures encapsulate supported parameterized T-SQL operations. The substituted action, Use a physical table or approved materialization workflow when persisted snapshots are required., is suited to a different situation: A developer writes a view and assumes its definition guarantees a materialized daily snapshot. It does not satisfy the specified requirement 2.

Misses requirement 1: Reusable functions can package common deterministic expressions for SQL consumers. The substituted action, Verify procedure execution permissions and access to referenced objects., is suited to a different situation: A warehouse procedure works as an owner but fails under a service principal. It does not satisfy the specified requirement 1.