nerdexam
Snowflake

DAA-C01 · Question #165

What key considerations should be addressed while selecting data sources for retrieval in a collection system? (Select all that apply)

The correct answer is B. Data retrieval speed C. Data format compatibility D. Data consistency across sources. When selecting data sources for retrieval in a collection system, retrieval speed (B) directly impacts system throughput and latency - a slow source becomes a bottleneck regardless of its content quality. Format compatibility (C) is essential because incompatible formats require

Data Modeling and Transformation

Question

What key considerations should be addressed while selecting data sources for retrieval in a collection system? (Select all that apply)

Options

  • AData redundancy elimination
  • BData retrieval speed
  • CData format compatibility
  • DData consistency across sources

How the community answered

(26 responses)
  • A
    8% (2)
  • B
    92% (24)

Explanation

When selecting data sources for retrieval in a collection system, retrieval speed (B) directly impacts system throughput and latency - a slow source becomes a bottleneck regardless of its content quality. Format compatibility (C) is essential because incompatible formats require costly transformation or parsing that can break ingestion pipelines or distort data. Data consistency (D) ensures that values across sources don't contradict each other, which is critical for producing reliable, trustworthy collected datasets.

Option A (data redundancy elimination) is a distractor because redundancy elimination is a post-collection data processing concern - you remove duplicates after ingesting from sources, not as a criterion for which sources to select. Conflating selection with cleanup is a common trap on this topic.

Memory tip: Think "Speed, Shape, Sync" - Can you get it fast enough? Does it fit your format? Does it agree with other sources? If yes to all three, the source is a good candidate.

Topics

#Data source selection#Data integration#Data quality#Data pipeline considerations

Community Discussion

No community discussion yet for this question.

Full DAA-C01 Practice