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

Posted by Willard on Jul 16, 2024 at 01:18 AM

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?

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


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39 comments · newest first
JO
Jose 10 months ago
Wait, is it really A? I thought SQLite had its own connector.
SH
Shaunna 11 months ago
No way, B is not relevant here at all!
NO
Noelia 11 months ago
E seems like a good choice, but I’m leaning towards A.
EL
Eleni 11 months ago
I think D could work too, but not sure.
AN
Angelo 11 months ago
Definitely A, that's the right package for JDBC!
AL
Alex 12 months 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.
LA
Lakeesha 12 months 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.
FR
Frederic 12 months ago
I'm not entirely sure, but I think autoloader is more for streaming data, so that might not fit here.
BU
Buddy 1 year ago
I remember something about using JDBC for connecting to databases, so maybe option A is the right choice?
ET
Ethan 1 year 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.
GE
Georgeanna 1 year 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.
EU
Eura 1 year 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.
LU
Luisa 1 year ago
Hmm, this looks like a tricky one. I'll need to carefully review the options and think through the context of the question.
MA
Marjory 1 year 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.
OL
Oliva 1 year 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.
RE
Reuben 1 year 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!'
AR
Arthur 1 year ago
↳ replying to Reuben
C) DELTA
WI
Willard 1 year ago
↳ replying to Reuben
B) autoloader
GE
Genevive 1 year ago
↳ replying to Reuben
A) org.apache.spark.sql.jdbc
ED
Edna 1 year ago
C) DELTA? Come on, that's for Delta Lake, not SQLite. Gotta keep those database technologies straight!
SH
Sherell 1 year ago
↳ replying to Edna
E) org.apache.spark.sql.sqlite is not the correct option for connecting to a SQLite database.
CA
Carmela 1 year ago
↳ replying to Edna
B) autoloader is not the correct option for this task.
JO
Josefa 1 year ago
↳ replying to Edna
A) org.apache.spark.sql.jdbc would be the correct option to connect to the existing SQLite database.
AN
An 1 year ago
B) autoloader? Really? That's for ingesting data from a stream, not for creating a table from an existing database.
BE
Bernadine 1 year ago
↳ replying to An
User 4: No, that's not the right option. SQLite is not supported in Databricks.
BR
Brandon 1 year ago
↳ replying to An
User 3: E) org.apache.spark.sql.sqlite
NO
Nohemi 1 year ago
↳ replying to An
User 2: That's correct. It's used to connect to a JDBC data source.
RE
Regenia 1 year ago
↳ replying to An
User 1: A) org.apache.spark.sql.jdbc
FE
Felix 2 years 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?
BE
Berry 1 year ago
↳ replying to Felix
User 2: I agree with Berry, it should be A) org.apache.spark.sql.jdbc.
MA
Maryanne 1 year ago
↳ replying to Felix
User 1: No, I think it's A) org.apache.spark.sql.jdbc. That's the package for JDBC connections.
DE
Delisa 2 years 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.
AL
Alyce 2 years ago
I disagree, I believe the correct answer is E) org.apache.spark.sql.sqlite.
DO
Dolores 2 years ago
The correct answer is D) sqlite. We need to use the SQLite JDBC driver to connect to the existing SQLite database.
GE
Georgiann 1 year ago
↳ replying to Dolores
D: Great, that will help them connect to the existing SQLite database.
ED
Edgar 1 year ago
↳ replying to Dolores
C: The correct answer is D) sqlite, using the SQLite JDBC driver.
RO
Rodolfo 1 year ago
↳ replying to Dolores
B: Yes, they need to fill in the blank to create a table in Databricks.
MA
Markus 1 year ago
↳ replying to Dolores
A: Did you see the command the data engineer ran?
DE
Delisa 2 years ago
I think the answer is A) org.apache.spark.sql.jdbc.
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