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AD0-E409 · Question #35

A client wants to promote high-margin products through recommendations but exclude out-of- stock items. What should they configure?

The correct answer is A. Use a high-profit-margin algorithm and enable product availability filters. Option A directly solves both business requirements in a single configuration: a high-profit-margin algorithm ranks and surfaces products based on profitability, while product availability filters dynamically exclude out-of-stock items from appearing in recommendations - no…

Advanced Personalization and Optimization

Question

A client wants to promote high-margin products through recommendations but exclude out-of- stock items. What should they configure?

Options

  • AUse a high-profit-margin algorithm and enable product availability filters
  • BCreate a custom audience for high-margin products
  • CConfigure mbox parameters to exclude unavailable products
  • DUse Experience Fragments to prioritize profitable items

How the community answered

(47 responses)
  • A
    74% (35)
  • B
    6% (3)
  • C
    15% (7)
  • D
    4% (2)

Explanation

Option A directly solves both business requirements in a single configuration: a high-profit-margin algorithm ranks and surfaces products based on profitability, while product availability filters dynamically exclude out-of-stock items from appearing in recommendations - no custom logic needed.

  • B is wrong because custom audiences segment users, not products; they don't control which products surface in a recommendation feed.
  • C is wrong because mbox parameters pass contextual data to the recommendation engine but don't natively filter by product availability as a dedicated filter rule would.
  • D is wrong because Experience Fragments are pre-built content components for A/B testing or layout personalization - they don't drive algorithmic product ranking or real-time inventory filtering.

Memory tip: Think of it as two knobs on a recommendations engine - one knob controls what to show (algorithm = margin), and the other controls what to hide (filter = availability). Option A is the only choice that turns both knobs simultaneously.

Topics

#Recommendations algorithm#product filters#inventory exclusion#margin optimization

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