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Databricks Certified Data Engineer Associate Exam - Topic 1 Question 4 Discussion

Posted by Johnetta on Apr 03, 2023 at 02:16 PM

A data engineer is maintaining a data pipeline. Upon data ingestion, the data engineer notices that the source data is starting to have a lower level of quality. The data engineer would like to automate the process of monitoring the quality level.

Which of the following tools can the data engineer use to solve this problem?

Suggested Answer: C

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14 comments · newest first
ER
Erasmo 11 months ago
I disagree, Data Explorer seems less relevant here.
LA
Lashawn 11 months ago
Definitely leaning towards Delta Lake for this.
AL
Albina 12 months ago
Wait, can Unity Catalog really help with data quality?
LI
Lindsey 12 months ago
I think Auto Loader is more about ingestion than quality.
VI
Victor 12 months ago
Delta Live Tables is great for monitoring data quality!
JE
Jennie 1 year ago
I practiced a similar question where Delta Lake was mentioned, but I think it’s more about data storage than monitoring quality.
ST
Stefanie 1 year ago
Unity Catalog sounds familiar, but I can't recall if it specifically helps with quality checks.
AS
Ashton 1 year ago
I'm not entirely sure, but I think Auto Loader is more about data ingestion rather than quality monitoring.
RE
Reynalda 1 year ago
I remember we discussed Delta Live Tables in class; it seems like a good fit for monitoring data quality automatically.
TH
Theola 1 year ago
No problem, I've done this type of task before. I'll just need to be careful to follow the instructions exactly and not make any unnecessary changes.
TY
Tyisha 1 year ago
Okay, I think I've got this. A "repressive measure" in this case would be something that's done to prevent or minimize the impact of a fire, before it even starts. Taking out fire insurance seems like the best option here.
SU
Susana 1 year ago
I'm a bit stumped on this one. The question is pretty specific, and I'm not super familiar with libOVD and how to configure it. I'll have to review my notes and maybe ask the instructor for some clarification before I decide on an answer.
AN
Annabelle 1 year ago
Hmm, the question is asking about specific metrics to verify, but the scenario covers a range of issues. I'll need to carefully consider which metrics would be most relevant to diagnose the overall health of the underlay and overlay networks.
LA
Laurena 1 year ago
The question mentions that each agent serves 15-20 clients, so collinearity between the agents seems unlikely. I'm leaning more towards the quasi-complete separation explanation.
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