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| Section | Weight | Objectives |
|---|---|---|
| Developing Apache Spark DataFrame API Applications | 30% | - DataFrame Operations
|
| Using Spark Connect to Deploy Applications | 5% | - Spark Connect
|
| Using Spark SQL | 20% | - Spark SQL Operations
|
| Troubleshooting and Tuning | 10% | - Performance Optimization
|
| Structured Streaming | 10% | - Streaming Applications
|
| Using Pandas API on Spark | 5% | - Pandas API
|
| Apache Spark Architecture and Components | 20% | - Spark Architecture
|
Which feature of Spark Connect is considered when designing an application to enable remote interaction with the Spark cluster?
Correct Answer: A 🗳️
Explanation: Only visible for VerifiedDumps members. You can sign-up / login (it's free).
A data engineer writes the following code to join two DataFrames df1 and df2:
df1 = spark.read.csv("sales_data.csv") # ~10 GB
df2 = spark.read.csv("product_data.csv") # ~8 MB
result = df1.join(df2, df1.product_id == df2.product_id)
Which join strategy will Spark use?
Correct Answer: D 🗳️
Explanation: Only visible for VerifiedDumps members. You can sign-up / login (it's free).
41 of 55.
A data engineer is working on the DataFrame df1 and wants the Name with the highest count to appear first (descending order by count), followed by the next highest, and so on.
The DataFrame has columns:
id | Name | count | timestamp
---------------------------------
1 | USA | 10
2 | India | 20
3 | England | 50
4 | India | 50
5 | France | 20
6 | India | 10
7 | USA | 30
8 | USA | 40
Which code fragment should the engineer use to sort the data in the Name and count columns?
Correct Answer: A 🗳️
Explanation: Only visible for VerifiedDumps members. You can sign-up / login (it's free).
A data engineer is building a Structured Streaming pipeline and wants the pipeline to recover from failures or intentional shutdowns by continuing where the pipeline left off.
How can this be achieved?
Correct Answer: A 🗳️
Explanation: Only visible for VerifiedDumps members. You can sign-up / login (it's free).
A data engineer needs to write a Streaming DataFrame as Parquet files.
Given the code:
Which code fragment should be inserted to meet the requirement?
A)
B)
C)
D)
Which code fragment should be inserted to meet the requirement?
Correct Answer: B 🗳️
Explanation: Only visible for VerifiedDumps members. You can sign-up / login (it's free).
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