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Misses requirement 1: Stored procedures encapsulate supported parameterized T-SQL operations. 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.

Misses requirement 1: Stored procedures encapsulate supported parameterized T-SQL operations. 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: A logical view generally runs a query against underlying data rather than storing a scheduled copy. 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: Joining on a nonunique descriptive column can create many-to-many row multiplication. The substituted action, Use an equijoin on the validated dimension surrogate key., is suited to a different situation: A fact table must include descriptive attributes from a dimension using a matching surrogate key. It does not satisfy the specified requirement 1.

Misses requirement 2: Inner joins return only records satisfying the matching predicate. The substituted action, Use a LEFT OUTER JOIN from customers to orders., is suited to a different situation: A report needs every customer row even when no sales orders exist. It does not satisfy the specified requirement 2.

Misses requirement 1: Joining on a nonunique descriptive column can create many-to-many row multiplication. The substituted action, Normalize join-key types before joining and check for unexpected cast failures., is suited to a different situation: A transformation joins two large tables and the key columns have incompatible types. It does not satisfy the specified requirement 1.

Misses requirement 1: Reference tables centralize frequently changed business mappings. The substituted action, Standardize statuses using an explicit mapping and retain unmapped values for review., is suited to a different situation: A dataset has free-text status labels whose spelling varies across sources. It does not satisfy the specified requirement 1.

Misses requirement 1: Reference tables centralize frequently changed business mappings. The substituted action, Add an explicit fiscal period column based on the approved business calendar., is suited to a different situation: A date table needs a fiscal period label derived from a configured fiscal-year start. It does not satisfy the specified requirement 1.

Misses requirement 2: Currency enrichment requires time-aligned exchange rates rather than one current rate for all history. The substituted action, Derive a typed gross-amount column from net and tax fields., is suited to a different situation: An order feed contains net amount and tax rate, but the gold model needs gross amount. It does not satisfy the specified requirement 2.

Misses requirement 1: Historical facts must point to the appropriate dimensional state at event time. The substituted action, Model sales as a fact table with product, date and region dimensions., is suited to a different situation: Analysts filter sales by product, date and region and need a scalable dimensional design. It does not satisfy the specified requirement 1.

Misses requirement 2: Mixing header and line grains creates double counting and unreliable relationships. The substituted action, Move reusable descriptive attributes into conformed dimensions when practical., is suited to a different situation: A developer combines all customer and product descriptive attributes into the billion-row sales fact. It does not satisfy the specified requirement 2.

Misses requirement 1: Historical facts must point to the appropriate dimensional state at event time. The substituted action, Enforce unique dimension keys and investigate conflicting dimension records., is suited to a different situation: A data engineer joins a dimension table containing duplicate surrogate keys and report totals multiply. It does not satisfy the specified requirement 1.

Misses requirement 1: Temporal lookup protects historical fact attribution. The substituted action, Separate Type 2 version matching from ordinary current-row business-key matching., is suited to a different situation: A dimension upsert uses only business key and overwrites every prior version on each update. It does not satisfy the specified requirement 1.

Misses requirement 1: Temporal lookup protects historical fact attribution. The substituted action, Implement a Type 2 history design with effective dates and surrogate keys., is suited to a different situation: A customer's service tier changes and auditors must analyze sales using the tier valid at each transaction date. It does not satisfy the specified requirement 1.

Misses requirement 2: Nonoverlapping validity windows are essential for stable historical lookups. The substituted action, Apply a controlled Type 1 dimension update for the nonhistorical correction., is suited to a different situation: A product's spelling is corrected and historic reports should use the corrected label rather than preserve the typo. It does not satisfy the specified requirement 2.

Misses requirement 1: Cached descriptive columns need change-propagation rules. The substituted action, Consider selectively denormalizing stable lookup attributes into the serving table., is suited to a different situation: A dashboard repeatedly joins a tiny reference table to a huge event table and the join overhead dominates. It does not satisfy the specified requirement 1.

Misses requirement 2: Prepared read models can trade transformation work for predictable query latency. The substituted action, Preserve normalized or star-schema dimensions where flattening would cause excessive duplication., is suited to a different situation: An engineer proposes flattening every customer, product and supplier attribute into each event row. It does not satisfy the specified requirement 2.

Misses requirement 1: Cached descriptive columns need change-propagation rules. The substituted action, Review field-level authorization for denormalized copies before publishing., is suited to a different situation: A team denormalizes a customer status but forgets that the status is confidential for one audience. It does not satisfy the specified requirement 1.

Misses requirement 1: Aggregating incorrect duplicated rows does not recover the true financial total. The substituted action, Define the count measure at the actual fact grain or use line-level data., is suited to a different situation: A fact table is at one-row-per-order while a measure is labeled as line count. It does not satisfy the specified requirement 1.

Misses requirement 1: Aggregating incorrect duplicated rows does not recover the true financial total. The substituted action, Build a daily store-level aggregate with documented grain and refresh semantics., is suited to a different situation: A retailer needs daily revenue by store rather than billions of raw receipt lines for a dashboard. It does not satisfy the specified requirement 1.

Misses requirement 2: Snapshot balances cannot generally be summed over time like transactional flows. The substituted action, Recalculate the overall average from weighted totals and counts., is suited to a different situation: A query computes AVG of per-store averages where stores have very different sales counts. It does not satisfy the specified requirement 2.

Misses requirement 1: Version-aware deduplication distinguishes corrections from accidental duplicates. The substituted action, Deduplicate or MERGE on stable order identifiers and source versions., is suited to a different situation: A source replays an order extract and downstream revenue doubles. It does not satisfy the specified requirement 1.

Misses requirement 2: Cardinality diagnostics identify accidental many-to-many joins. The substituted action, Verify the authoritative business key before treating matches as duplicates., is suited to a different situation: Customer records arrive with repeated identical email addresses but distinct legitimate customer IDs. It does not satisfy the specified requirement 2.

Misses requirement 1: Version-aware deduplication distinguishes corrections from accidental duplicates. The substituted action, Add a deterministic order using a trustworthy event or source sequence column., is suited to a different situation: A deduplication step uses arbitrary first-row selection and results change between runs. It does not satisfy the specified requirement 1.

Misses requirement 1: Optional relationships should not discard unrelated valid facts. The substituted action, Apply COALESCE at the presentation measure when zero is semantically correct., is suited to a different situation: A DAX measure produces blank for no transactions, but the report must show zero only when business rules permit. It does not satisfy the specified requirement 1.

Misses requirement 1: Optional relationships should not discard unrelated valid facts. The substituted action, Use a source-specific COALESCE rule after validating that NULL means no discount., is suited to a different situation: Sales rows contain NULL discount but policy defines absent discount as zero only for a specific feed. It does not satisfy the specified requirement 1.

Misses requirement 2: SQL three-valued logic excludes NULL comparisons unless handled explicitly. The substituted action, Preserve unknown birth dates as NULL and flag records needing remediation., is suited to a different situation: A source lacks birth dates and an analyst replaces all NULL values with today's date. It does not satisfy the specified requirement 2.

Misses requirement 1: Decimal precision and scale matter for currency calculations. The substituted action, Parse the numeric format using explicit locale or conversion rules and flag rejects., is suited to a different situation: A source sends price as text with comma separators and SQL casts produce errors. It does not satisfy the specified requirement 1.

Misses requirement 2: Business keys are labels, not always numeric quantities. The substituted action, Convert timestamps to approved datetime types with a known timezone policy., is suited to a different situation: A pipeline stores order timestamps as untyped strings and later time filters sort incorrectly. It does not satisfy the specified requirement 2.

Misses requirement 1: Decimal precision and scale matter for currency calculations. The substituted action, Choose a sufficiently large numeric type and validate overflow handling., is suited to a different situation: An integer count exceeds its current type's maximum during a seasonal load. It does not satisfy the specified requirement 1.

Misses requirement 1: Date filters need consistent event-time interpretation. The substituted action, Parenthesize the intended logical predicates and test boundary rows., is suited to a different situation: A SQL WHERE condition combines `AND` and `OR` and incorrectly includes unapproved customer types. It does not satisfy the specified requirement 1.

Misses requirement 1: Date filters need consistent event-time interpretation. The substituted action, Push an appropriate date filter before expensive joins and aggregation., is suited to a different situation: An analytics query scans all transaction years although only last week's records are required. It does not satisfy the specified requirement 1.

Misses requirement 2: String matching must reflect the source's expected case rules. The substituted action, Project only the approved columns and apply data security to the source., is suited to a different situation: A report exposes restricted PII columns when analysts need only revenue totals. It does not satisfy the specified requirement 2.