Data Engineer signal: dynamic programming + knapsack in a stream watermarking context. This is a ProdMatch-owned data engineer drill, framed as a March 2026 ServiceNow Realtime Data simulation, not a copied platform question.
Company context
ServiceNow · Realtime Data
Freshness
March 2026
Product surface
stream watermarking
ProdMatch interview simulation based on product-team patterns; not a claim of a real company question.
Your Realtime Data roadmap has candidate improvements for stream watermarking. Each improvement has cost, lift and risk. Maximize lift under budget while keeping total risk below a threshold.
Input
Output
Constraints
Concepts
items [[2,5,1],[4,9,4]], budget=4, risk=4 -> 9
Try framing your own approach first. The 30 seconds you think before peeking is where learning happens.
Reveal the approach first.
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