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Sliding Windowhard70 minFrontend Engineer

Autocomplete Streaming Window Anomaly

Frontend Engineer signal: sliding window + frequency map in a search autocomplete context. This is a ProdMatch-owned frontend engineer drill, framed as a April 2026 Nykaa Search UX simulation, not a copied platform question.

Company context

Nykaa · Search UX

Freshness

April 2026

Product surface

search autocomplete

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

Question

For search autocomplete, process a timestamp-ordered stream of queries. Find the longest contiguous window where at most k distinct risk labels appear and the total severity stays under budget.

Input

  • Array of events {label, severity} and integers k, budget.

Output

  • Maximum window length satisfying both constraints.

Constraints

  • 1 <= events.length <= 300000
  • 1 <= k <= 50
  • Severity values are positive integers.

Concepts

  • render scheduling
  • state graphs
  • virtualization
  • sliding window
  • frequency map
  • stream processing

labels: A,B,A,C with k=2 and budget=7 -> longest valid window length is 3

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

  • Update the answer only after the window is valid.
  • Avoid recomputing the whole window on every move.

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