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This remains unsuitable for the original situation: More hidden date tables are not a cohesive shared calendar. It also does not meet the changed need.

This is the already implemented original solution: Disable unnecessary automatic date/time tables and use a conformed Date dimension. Auto date/time hidden tables may add size and fragment calendar logic. It does not itself solve the new requirement.

This observes the original approach but is not an additional action: The model uses one marked Date table and has fewer hidden date structures.

This might be appropriate after a different requirement arises: The bridge acquires effective-date assignments. It is not the best initial response to the stated case.

Broad bidirectional filtering can compound ambiguity and wrong totals. The proposed shortcut 'Turn on Both filtering for every table to force results to appear' fails the documented need.

This addresses a separate source situation: A fact table stores second-by-second timestamps but business reports only daily totals. It does not directly satisfy this case's priority.

Product familiarity is not evidence of suitability. The actual defect in this proposal is: Broad bidirectional filtering can compound ambiguity and wrong totals.

This addresses a different case: A fact table stores second-by-second timestamps but business reports only daily totals. It is not the specific defect in 'Turn on Both filtering for every table to force results to appear'.

This is reasoning supporting the preferred solution 'Inspect mapping grain and replace ambiguous fact-to-fact filtering with a bridge', but it does not directly name the defect in the proposed shortcut.

Approval of a proposed design is not evidence of working behavior. The required observation is: Category totals reconcile to transaction-level control sums.

A future test is not yet observed operational evidence. The verification must establish: Category totals reconcile to transaction-level control sums.

This belongs to a different case: A fact table stores second-by-second timestamps but business reports only daily totals. It does not validate the current change.

This remains unsuitable for the original situation: Broad bidirectional filtering can compound ambiguity and wrong totals. It also does not meet the changed need.

This observes the original approach but is not an additional action: Category totals reconcile to transaction-level control sums.

This is the already implemented original solution: Inspect mapping grain and replace ambiguous fact-to-fact filtering with a bridge. Explicit bridge modeling avoids accidental multiplicative joins. It does not itself solve the new requirement.

This addresses a separate source situation: A large DirectQuery model needs monthly sales totals much more frequently than individual line-level detail. It does not directly satisfy this case's priority. In the current question, this comparison is made against: A fact table stores second-by-second timestamps but business reports only daily totals. Which TWO entries together identify the most appropriate initial action and direct observed evidence of its success? (Select TWO.)

This might be appropriate after a different requirement arises: Auditors later demand individual event timestamps. It is not the best initial response to the stated case.

Duplicating high-grain detail increases memory use and complexity. The proposed shortcut 'Duplicate the complete second-level fact into several report-only tables' fails the documented need.

This addresses a different case: A large DirectQuery model needs monthly sales totals much more frequently than individual line-level detail. It is not the specific defect in 'Duplicate the complete second-level fact into several report-only tables'.

Product familiarity is not evidence of suitability. The actual defect in this proposal is: Duplicating high-grain detail increases memory use and complexity.

This is reasoning supporting the preferred solution 'Consider aggregating data to day grain in a dedicated summary table', but it does not directly name the defect in the proposed shortcut.

A future test is not yet observed operational evidence. The verification must establish: Daily summary totals reconcile to detailed facts and common visuals improve.

Approval of a proposed design is not evidence of working behavior. The required observation is: Daily summary totals reconcile to detailed facts and common visuals improve.

This belongs to a different case: A large DirectQuery model needs monthly sales totals much more frequently than individual line-level detail. It does not validate the current change. In the current question, this comparison is made against: A fact table stores second-by-second timestamps but business reports only daily totals. After implementing Consider aggregating data to day grain in a dedicated summary table, which observation BEST demonstrates that the intended result is actually working?

This observes the original approach but is not an additional action: Daily summary totals reconcile to detailed facts and common visuals improve.

This remains unsuitable for the original situation: Duplicating high-grain detail increases memory use and complexity. It also does not meet the changed need.

This is the already implemented original solution: Consider aggregating data to day grain in a dedicated summary table. Reducing granularity can improve storage and query performance for daily analysis. It does not itself solve the new requirement.

This might be appropriate after a different requirement arises: Executives also want each month's sales compared against a target. It is not the best initial response to the stated case.

This addresses a separate source situation: An inventory report should highlight StockOnHand below reorder level in red. It does not directly satisfy this case's priority.

Many unordered pie slices obscure sequential trend and seasonality. The proposed shortcut 'Use a pie chart with 36 slices to represent monthly time trends' fails the documented need.

This addresses a different case: An inventory report should highlight StockOnHand below reorder level in red. It is not the specific defect in 'Use a pie chart with 36 slices to represent monthly time trends'.

Product familiarity is not evidence of suitability. The actual defect in this proposal is: Many unordered pie slices obscure sequential trend and seasonality.

This is reasoning supporting the preferred solution 'Use a line chart with a continuous chronological Date axis', but it does not directly name the defect in the proposed shortcut.