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You want to enrich a stream of user clicks (KStream) with the latest user profile data stored in a KTable. Which join operation should you use and why?

hard🚀 Application Q15 of Q15
Kafka - Streams
You want to enrich a stream of user clicks (KStream) with the latest user profile data stored in a KTable. Which join operation should you use and why?
AUse KStream-KStream join without a window to join clicks and profiles.
BUse KStream-KStream join with a 10-minute window to combine clicks and profiles.
CUse KTable-KTable join because both are tables.
DUse KStream-KTable join to enrich clicks with latest profile data without time window.
Step-by-Step Solution
Solution:
  1. Step 1: Identify data types and join needs

    User clicks are a stream (KStream), and user profiles are stored as a table (KTable).
  2. Step 2: Choose appropriate join type

    KStream-KTable join enriches stream data with the latest table data for matching keys without needing a time window.
  3. Final Answer:

    Use KStream-KTable join to enrich clicks with latest profile data without time window. -> Option D
  4. Quick Check:

    KStream-KTable join enriches stream with latest table data [OK]
Quick Trick: Enrich stream with table data using KStream-KTable join [OK]
Common Mistakes:
MISTAKES
  • Using KStream-KStream join unnecessarily
  • Adding time window to KStream-KTable join
  • Confusing KTable-KTable join for stream enrichment

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