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This question evaluates the ability to perform grouped top-k selection, deterministic tie-breaking and ordering, and to reason about algorithmic efficiency when manipulating structured datasets in the Data Manipulation (SQL/Python) domain for a Data Engineer role.

  • Medium
  • Meta
  • Data Manipulation (SQL/Python)
  • Data Engineer

Return top-3 content per category

Company: Meta

Role: Data Engineer

Category: Data Manipulation (SQL/Python)

Difficulty: Medium

Interview Round: Onsite

Given a collection of items with fields (content_id, category, rating), implement top_k_by_category(items, k= 3) that returns, for each category, the top 3 items by rating. Break ties by higher rating first, then by lexicographically smaller content_id, and keep results sorted by descending rating. Aim for O(n log k) per category using heaps or partial selection.

Quick Answer: This question evaluates the ability to perform grouped top-k selection, deterministic tie-breaking and ordering, and to reason about algorithmic efficiency when manipulating structured datasets in the Data Manipulation (SQL/Python) domain for a Data Engineer role.

Last updated: Mar 29, 2026

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