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Greedymedium45 minData Engineer

Quality Greedy Load Rebalancer

Data Engineer signal: greedy proof + sorting in a data quality monitor context. This is a ProdMatch-owned data engineer drill, framed as a April 2026 Adobe Data Trust simulation, not a copied platform question.

Company context

Adobe · Data Trust

Freshness

April 2026

Product surface

data quality monitor

ProdMatch interview simulation based on product-team patterns; not a claim of a real company question.

Question

Rebalance checks across shards for data quality monitor. Each move has a cost equal to distance between shards. Compute minimum cost to make shard loads differ by at most one.

Input

  • Array of shard loads.

Output

  • Minimum movement cost.

Constraints

  • 1 <= shards <= 200000
  • Total load <= 1e12

Concepts

  • stream windows
  • watermarks
  • lineage DAGs
  • greedy proof
  • sorting
  • load balancing

loads [0,3,0] -> move one unit left and one right, cost=2

Approach

Try framing your own approach first. The 30 seconds you think before peeking is where learning happens.

Clean Solution

Reveal the approach first.

How well did you understand?

Your rating tunes when this problem shows up again.

Common Mistakes

  • A greedy idea without a proof may fail hidden cases.
  • Do not mutate sorted keys in a way that breaks ordering.

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