Data pipeline and representativeness · Question 48 of 60

A new version of the operational pipeline is to be introduced without degrading the live data stream. Which tests in production are suitable for this?

3 answers are correct. Hard

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Answer

  • A Back-to-back tests showing that the new version is at least as good as the old one
  • B Continuous monitoring with tools that observe behavior, performance and potential defects in real time
  • C A/B testing, which compares new pipeline iterations against a baseline

Explanation

Testing takes place on the running system. Back-to-back tests show that performance at least stays the same, A/B tests compare new pipeline versions with a baseline and show that the live data stream does not get worse. In addition, tools monitor behavior, performance and errors in real time.

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