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Misses requirement 1: Views centralize a reusable query definition without manually copying results. 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 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 3: 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 3.

Misses requirement 3: Type mismatches can produce incorrect nonmatches or runtime conversion errors. 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 3.

Misses requirement 1: Key-based joins enrich facts without depending on unstable descriptive text. 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 1.

Misses requirement 2: Joining on a nonunique descriptive column can create many-to-many row multiplication. The substituted action, Use an INNER JOIN on the validated customer key., is suited to a different situation: An analyst wants only orders with a corresponding eligible customer row, excluding unmatched orders. It does not satisfy the specified requirement 2.

Misses requirement 1: Fiscal logic must follow the organization's calendar rather than default calendar-year labels. 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 1.

Misses requirement 2: Reference tables centralize frequently changed business mappings. The substituted action, Join to the approved rate by currency and effective date before calculating converted amounts., is suited to a different situation: A business wants normalized sales currency in one measure but the exchange-rate timestamp varies by transaction. It does not satisfy the specified requirement 2.

Misses requirement 3: Controlled mappings avoid grouping the same business state under inconsistent labels. 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 3.

Misses requirement 3: A dimension key should identify one row for reliable one-to-many facts. 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 3.

Misses requirement 1: A star schema separates measurable events from descriptive filter attributes. 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 1.

Misses requirement 2: Historical facts must point to the appropriate dimensional state at event time. The substituted action, Declare and enforce a single consistent fact grain before modeling measures., is suited to a different situation: A report needs order header totals and individual line-level revenue in one fact with ambiguous grain. It does not satisfy the specified requirement 2.

Misses requirement 1: Type 2 preserves prior attribute versions for point-in-time reporting. 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 1.

Misses requirement 2: Temporal lookup protects historical fact attribution. The substituted action, Close the previous effective interval before inserting the new active version., is suited to a different situation: A Type 2 dimension refresh creates several active rows for the same business key. It does not satisfy the specified requirement 2.

Misses requirement 3: History retention needs surrogate version identity instead of blind overwrite. 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 3.

Misses requirement 3: Copying an attribute into another table can bypass the original security boundary. 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 3.

Misses requirement 1: Materializing a small repeated lookup may reduce read-time joins where justified. 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 1.

Misses requirement 2: Cached descriptive columns need change-propagation rules. The substituted action, Precompute a governed serving representation with necessary attributes when freshness allows., is suited to a different situation: A low-latency real-time report cannot afford repeated joins against a slow remote source. It does not satisfy the specified requirement 2.

Misses requirement 1: Preaggregation reduces repeated scans for approved summary questions. 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 1.

Misses requirement 2: Aggregating incorrect duplicated rows does not recover the true financial total. The substituted action, Model semi-additive balance measures using the correct snapshot-date rule., is suited to a different situation: A KPI definition sums cumulative daily balances across dates and overstates month-end cash. It does not satisfy the specified requirement 2.

Misses requirement 3: The number of rows reflects the table grain, not a different business event. 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 3.

Misses requirement 3: Without a stable tie-breaker, deduplication output can vary nondeterministically. 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 3.

Misses requirement 1: Idempotent writes prevent retries from multiplying business events. 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 1.

Misses requirement 2: Version-aware deduplication distinguishes corrections from accidental duplicates. The substituted action, Inspect join-key uniqueness and unmatched or multiplied rows before downstream aggregation., is suited to a different situation: A join expands ten thousand transactions to a hundred thousand rows unexpectedly. It does not satisfy the specified requirement 2.

Misses requirement 1: Missing values require business semantics before imputing zero. 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 1.

Misses requirement 2: Optional relationships should not discard unrelated valid facts. The substituted action, Include an explicit `IS NULL` branch when unknown statuses should remain., is suited to a different situation: A SQL predicate `Status <> 'Closed'` omits rows where Status is NULL. It does not satisfy the specified requirement 2.

Misses requirement 3: Display rules should not overwrite missing-data meaning indiscriminately. 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 3.

Misses requirement 3: Data type capacity must match expected source ranges. 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 3.

Misses requirement 1: Type conversion must be controlled for the actual source representation. 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 1.

Misses requirement 2: Decimal precision and scale matter for currency calculations. The substituted action, Preserve identifiers as strings when leading zeros are meaningful., is suited to a different situation: A customer identifier has leading zeros but an engineer converts it to INTEGER. It does not satisfy the specified requirement 2.

Misses requirement 1: Early predicate filtering reduces unnecessary input processing. 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 1.

Misses requirement 2: Date filters need consistent event-time interpretation. The substituted action, Normalize approved status case or use suitable collation semantics before filtering., is suited to a different situation: A dataflow uses a case-sensitive comparison but source statuses differ only by capitalization. It does not satisfy the specified requirement 2.

Misses requirement 3: Operator precedence can change which records are selected. 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 3.