Databricks Exam Databricks Certified Data Engineer Associate Topic 5 Question 31 Discussion

Actual exam question for Databricks's Databricks Certified Data Engineer Associate exam

Question #: 31
Topic #: 5

[All Databricks Certified Data Engineer Associate Questions]

A data engineer needs to create a table in Databricks using data from their organization's existing SQLite database.

They run the following command:

Which of the following lines of code fills in the above blank to successfully complete the task?

Aorg.apache.spark.sql.jdbc

Bautoloader

CDELTA

Dsqlite

Eorg.apache.spark.sql.sqlite

Show Suggested Answer

Suggested Answer: A

Auto Loader in Databricks utilizes Spark Structured Streaming for processing data incrementally. This allows Auto Loader to efficiently ingest streaming or batch data at scale and to recognize new data as it arrives in cloud storage. Spark Structured Streaming provides the underlying engine that supports various incremental data loading capabilities like schema inference and file notification mode, which are crucial for the dynamic nature of data lakes.

Reference: Databricks documentation on Auto Loader: Auto Loader Overview

by Willard at Jul 16, 2024, 02:18 AM

Limited Time Offer

25%

Off

Get Premium Databricks Certified Data Engineer Associate Questions as Interactive Web-Based Practice Test or PDF

Contribute your Thoughts:

Submit Cancel

Eleni

2 days ago

I think D could work too, but not sure.

upvoted 0 times

...

Angelo

8 days ago

Definitely A, that's the right package for JDBC!

upvoted 0 times

...

Alex

14 days ago

I feel like sqlite could be relevant since we're dealing with an SQLite database, but I'm not confident if that's the correct syntax for Databricks.

upvoted 0 times

...

Lakeesha

19 days ago

I practiced a similar question where we had to specify the right package for a database connection, and I think it was related to org.apache.spark.sql.jdbc.

upvoted 0 times

...

Frederic

24 days ago

I'm not entirely sure, but I think autoloader is more for streaming data, so that might not fit here.

upvoted 0 times

...

Buddy

1 month ago

I remember something about using JDBC for connecting to databases, so maybe option A is the right choice?

upvoted 0 times

...

Ethan

1 month ago

Alright, I've got a strategy. I'll start by considering which option best matches the context of the question and the Databricks command provided. That should help me narrow it down.

upvoted 0 times

...

Georgeanna

1 month ago

I'm a bit confused here. The question mentions a SQLite database, but none of the options seem to directly reference that. I'll need to think this through more carefully.

upvoted 0 times

...

Eura

1 month ago

Okay, I think I've got this. The blank needs to be filled with the appropriate Spark SQL package to connect to a SQLite database. Let me double-check the options.

upvoted 0 times

...

Luisa

1 month ago

Hmm, this looks like a tricky one. I'll need to carefully review the options and think through the context of the question.

upvoted 0 times

...

Marjory

1 month ago

I'm feeling pretty confident about this one. The key is recognizing that we need to use the appropriate Spark SQL package to connect to the SQLite database. I think I know the right answer.

upvoted 0 times

...

Oliva

1 month ago

Ah, this is right in my wheelhouse! I've studied MIL-STD-499B extensively, so I'm confident I can identify the correct benefits listed in the question. Time to put that knowledge to use.

upvoted 0 times

...

Reuben

6 months ago

I bet the person who wrote this question was chuckling to themselves, thinking 'let's see if they can tell the difference between all these database options!'

upvoted 0 times

Arthur

5 months ago

C) DELTA

upvoted 0 times

...

Willard

5 months ago

B) autoloader

upvoted 0 times

...

Genevive

6 months ago

A) org.apache.spark.sql.jdbc

upvoted 0 times

...

Edna

6 months ago

C) DELTA? Come on, that's for Delta Lake, not SQLite. Gotta keep those database technologies straight!

upvoted 0 times

Sherell

5 months ago

E) org.apache.spark.sql.sqlite is not the correct option for connecting to a SQLite database.

upvoted 0 times

...

Carmela

6 months ago

B) autoloader is not the correct option for this task.

upvoted 0 times

...

Josefa

6 months ago

A) org.apache.spark.sql.jdbc would be the correct option to connect to the existing SQLite database.

upvoted 0 times

...

An

7 months ago

B) autoloader? Really? That's for ingesting data from a stream, not for creating a table from an existing database.

upvoted 0 times

Bernadine

5 months ago

User 4: No, that's not the right option. SQLite is not supported in Databricks.

upvoted 0 times

...

Brandon

5 months ago

User 3: E) org.apache.spark.sql.sqlite

upvoted 0 times

...

Nohemi

5 months ago

User 2: That's correct. It's used to connect to a JDBC data source.

upvoted 0 times

...

Regenia

5 months ago

User 1: A) org.apache.spark.sql.jdbc

upvoted 0 times

...

Felix

7 months ago

I'm pretty sure it's E) org.apache.spark.sql.sqlite. That's the Spark SQL package for working with SQLite databases, right?

upvoted 0 times

Berry

6 months ago

User 2: I agree with Berry, it should be A) org.apache.spark.sql.jdbc.

upvoted 0 times

...

Maryanne

6 months ago

User 1: No, I think it's A) org.apache.spark.sql.jdbc. That's the package for JDBC connections.

upvoted 0 times

...

Delisa

7 months ago

But the question is asking about creating a table in Databricks using data from a SQLite database, so I think A) org.apache.spark.sql.jdbc makes more sense.

upvoted 0 times

...