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Misses requirement 2: Central connection ownership simplifies credential rotation and consistent configuration. The substituted action, Verify gateway mapping and the scheduled execution identity's data source authorization., is suited to a different situation: A gateway-based source works for one developer but fails when a scheduled service job runs. It does not satisfy the specified requirement 2.

Misses requirement 1: TLS trust failures require secure endpoint remediation rather than disabling verification. The substituted action, Move credentials into approved managed connections or secret storage and rotate the exposed secret., is suited to a different situation: An engineer stores a production database password as a literal in a notebook committed to Git. It does not satisfy the specified requirement 1.

Misses requirement 1: TLS trust failures require secure endpoint remediation rather than disabling verification. 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 1: Catalog discoverability depends on reliable metadata, not only technical file paths. 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 2: Discoverability and freshness are different operational properties. The substituted action, Browse the authorized Fabric lakehouse and OneLake catalog assets., is suited to a different situation: A BI engineer wants to discover lakehouse tables without copying their data into a local folder. It does not satisfy the specified requirement 2.

Misses requirement 1: Catalog discoverability depends on reliable metadata, not only technical file paths. The substituted action, Evaluate the item's access grants and OneLake data permissions separately from discovery., is suited to a different situation: A team sees a catalog entry but its table is not readable under the user's identity. It does not satisfy the specified requirement 1.

Misses requirement 2: Visibility of a live source in a catalog is not an authorization bypass. The substituted action, Evaluate a streaming event source available through Real-Time hub and its freshness contract., is suited to a different situation: A reporting requirement depends on second-level telemetry but the engineer selects a nightly CSV export. It does not satisfy the specified requirement 2.

Misses requirement 1: Eventhouse is designed for streaming/time-series analytics with KQL queries. The substituted action, Inspect Real-Time hub event source metadata and the producing contract., is suited to a different situation: A streaming feed is present but the analyst cannot identify its event schema or owner. It does not satisfy the specified requirement 1.

Misses requirement 1: Eventhouse is designed for streaming/time-series analytics with KQL queries. 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 1: Downstream consumers need to identify the authoritative underlying dataset. 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 2: Access through a shortcut should not silently authorize modification of the original source. The substituted action, Validate the shortcut connection identity and effective target storage permissions., is suited to a different situation: A shortcut points to an external object store but users are unexpectedly denied file access. It does not satisfy the specified requirement 2.

Misses requirement 1: Downstream consumers need to identify the authoritative underlying dataset. The substituted action, Explain that a shortcut references source data and plan separate snapshots if immutability is needed., is suited to a different situation: A source table updates but consumers assume a shortcut creates an independent point-in-time snapshot. It does not satisfy the specified requirement 1.

Misses requirement 2: SQL warehouse tools and Spark notebook runtimes expose different authoring capabilities. The substituted action, Choose a Fabric warehouse for the supported T-SQL warehouse workflow., is suited to a different situation: A finance team uses relational SQL modeling and stored procedures for a dimensional reporting store. It does not satisfy the specified requirement 2.

Misses requirement 1: Eventhouse is primarily for event and time-series KQL scenarios. The substituted action, Use a lakehouse with a clear Files and Tables organization., is suited to a different situation: A team wants to retain raw binary source files alongside curated Delta tables for exploration. It does not satisfy the specified requirement 1.

Misses requirement 1: Eventhouse is primarily for event and time-series KQL scenarios. 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 1: Early filtering narrows scanned and returned event records. 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 2: Integration features can expose governed analytical data without manual file replication. The substituted action, Choose KQL operators and supported update policies for event analytics., is suited to a different situation: A team ingests event records but assumes SQL stored procedures are the standard KQL database transformation interface. It does not satisfy the specified requirement 2.

Misses requirement 1: Early filtering narrows scanned and returned event records. The substituted action, Use a suitable KQL transformation or update-policy pattern while preserving raw source as required., is suited to a different situation: A developer must retain raw event details while creating a reusable normalized event representation. It does not satisfy the specified requirement 1.

Misses requirement 2: Network reachability is a prerequisite to successful authenticated ingestion. The substituted action, Compare landed counts and reconciliation evidence before promoting the output., is suited to a different situation: A pipeline reports success but a source export was only partially delivered. It does not satisfy the specified requirement 2.

Misses requirement 1: Reliable ingestion must distinguish transient retries from duplicate business records. The substituted action, Define explicit pipeline dependencies between Copy and notebook tasks., is suited to a different situation: A data engineer wants a transformation notebook to run only after ingestion has finished. It does not satisfy the specified requirement 1.

Misses requirement 1: Reliable ingestion must distinguish transient retries from duplicate business records. 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 1: Editing a preview does not prove the deployed sink is writable. 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 2: Reusable transformation logic reduces drift between data consumers. The substituted action, Set the appropriate data type and locale conversion before loading the target., is suited to a different situation: A Power Query step casts a locale-specific date incorrectly and the dataflow writes nulls. It does not satisfy the specified requirement 2.

Misses requirement 1: Editing a preview does not prove the deployed sink is writable. The substituted action, Apply stable source keys and an idempotent load or deduplication strategy., is suited to a different situation: A dataflow appends the same weekly extract twice after an operator replay. It does not satisfy the specified requirement 1.

Misses requirement 2: Native governed integration can avoid unnecessary extract copies and reduce staleness. The substituted action, Identify an eligible Eventhouse-to-OneLake or supported semantic connection path., is suited to a different situation: An analyst expects a model to include a KQL stream directly without supported integration. It does not satisfy the specified requirement 2.

Misses requirement 1: Direct Lake model metadata must recognize an updated source snapshot to surface it predictably. The substituted action, Add and validate the desired semantic model tables and relationships explicitly., is suited to a different situation: A modeling team connects a semantic model to a lakehouse but assumes every new source table is automatically modeled. It does not satisfy the specified requirement 1.

Misses requirement 1: Direct Lake model metadata must recognize an updated source snapshot to surface it predictably. 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 1: Gateway administration is different from permission to read or modify source data. 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 2: Transport and credentials must be ruled out before changing analytical logic. The substituted action, Configure the supported on-premises data gateway and its data source mapping., is suited to a different situation: An on-premises SQL connection works on the author's laptop but fails from Fabric cloud execution. It does not satisfy the specified requirement 2.

Misses requirement 1: Gateway administration is different from permission to read or modify source data. The substituted action, Update the governed shared connection credentials and test dependent items., is suited to a different situation: A source password rotates and several downstream refresh tasks fail together. It does not satisfy the specified requirement 1.

Misses requirement 2: Executing a stored procedure depends on both object grants and effective security context. The substituted action, Implement a supported SQL function when the scalar logic is appropriate., is suited to a different situation: A finance calculation returns a scalar tax category based on customer region in many SQL queries. It does not satisfy the specified requirement 2.

Misses requirement 1: A logical view generally runs a query against underlying data rather than storing a scheduled copy. The substituted action, Define a suitable warehouse stored procedure with required execution privileges., is suited to a different situation: An operations team needs a parameterized sequence of supported SQL updates run as one controlled operation. It does not satisfy the specified requirement 1.

Misses requirement 1: A logical view generally runs a query against underlying data rather than storing a scheduled copy. 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.