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Exam Certified Data Engineer Professional All Questions

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Exam Certified Data Engineer Professional topic 1 question 23 discussion

Actual exam question from Databricks's Certified Data Engineer Professional
Question #: 23
Topic #: 1
[All Certified Data Engineer Professional Questions]

Which statement characterizes the general programming model used by Spark Structured Streaming?

  • A. Structured Streaming leverages the parallel processing of GPUs to achieve highly parallel data throughput.
  • B. Structured Streaming is implemented as a messaging bus and is derived from Apache Kafka.
  • C. Structured Streaming uses specialized hardware and I/O streams to achieve sub-second latency for data transfer.
  • D. Structured Streaming models new data arriving in a data stream as new rows appended to an unbounded table.
  • E. Structured Streaming relies on a distributed network of nodes that hold incremental state values for cached stages.
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Suggested Answer: D 🗳️

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imatheushenrique
5 months, 4 weeks ago
D. Structured Streaming models new data arriving in a data stream as new rows appended to an unbounded table.
upvoted 2 times
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mardigras
9 months ago
Selected Answer: D
Yes. answer is D
upvoted 2 times
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Jay_98_11
10 months, 2 weeks ago
Selected Answer: D
vote for D
upvoted 1 times
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sturcu
1 year, 1 month ago
Selected Answer: D
Correct. Structured streaming needs to be considered as a table with append
upvoted 2 times
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8605246
1 year, 3 months ago
correct; The key idea in Structured Streaming is to treat a live data stream as a table that is being continuously appended. This leads to a new stream processing model that is very similar to a batch processing model. You will express your streaming computation as standard batch-like query as on a static table, and Spark runs it as an incremental query on the unbounded input table. Let’s understand this model in more detail. https://spark.apache.org/docs/latest/structured-streaming-programming-guide.html
upvoted 1 times
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