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Data Store ManagementhardMultiple ChoiceObjective-mapped

DEA-C01 Data Store Management Practice Question

Exhibit

CREATE TABLE sales (
    id INT NOT NULL,
    product_id INT NOT NULL,
    sale_date DATE NOT NULL,
    amount DECIMAL(10,2),
    region VARCHAR(20)
) DISTKEY(product_id) SORTKEY(sale_date);

-- Query:
SELECT region, SUM(amount) 
FROM sales 
WHERE sale_date BETWEEN '2023-01-01' AND '2023-12-31' 
GROUP BY region;

Refer to the exhibit. A data engineer is analyzing a query performance issue on an Amazon Redshift table. The table 'sales' has 100 million rows. The query is performing a full table scan. Which optimization should the engineer apply to improve query performance?

⚠ Common exam trap

It's easy for candidates to confuse distribution keys (which control data placement across nodes) with sort keys (which control row order within a node), leading them to choose DISTKEY or DISTSTYLE changes when the real issue is block pruning from a full table scan.

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

Use a compound sort key on (sale_date, region).

The query is performing a full table scan, which indicates that Redshift cannot efficiently prune blocks. A compound sort key on (sale_date, region) orders rows by sale_date first, then by region, allowing Redshift to skip large portions of data when filtering on the leading column (sale_date). This minimizes the number of blocks scanned and dramatically improves query performance for range-based or equality filters on the leading column.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Change DISTKEY to region.

    Why it's wrong here

    Distribution key affects data distribution across nodes, not scan efficiency for this query.

  • Use an interleaved sort key on (sale_date, region).

    Why it's wrong here

    Interleaved sort keys are for multi-dimensional queries; range queries may not benefit as much.

  • Use a compound sort key on (sale_date, region).

    Why this is correct

    Compound sort key on sale_date first enables efficient range restriction, then region for aggregation.

  • Change DISTSTYLE to ALL.

    Why it's wrong here

    ALL distribution replicates data to all nodes, increasing storage and not improving scan.

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Written by Johnson Ajibi, MSc IT Security

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