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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Developing Apache Spark DataFrame API Applications | 30% | - DataFrame Operations
|
| Topic 2: Using Pandas API on Spark | 5% | - Pandas API
|
| Topic 3: Troubleshooting and Tuning | 10% | - Performance Optimization
|
| Topic 4: Structured Streaming | 10% | - Streaming Applications
|
| Topic 5: Using Spark SQL | 20% | - Spark SQL Operations
|
| Topic 6: Using Spark Connect to Deploy Applications | 5% | - Spark Connect
|
| Topic 7: Apache Spark Architecture and Components | 20% | - Spark Architecture
|
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: A 🗳️
Explanation: Only visible for PracticeTorrent members. You can sign-up / login (it's free).
Which configuration can be enabled to optimize the conversion between Pandas and PySpark DataFrames using Apache Arrow?
Correct Answer: B 🗳️
Explanation: Only visible for PracticeTorrent members. You can sign-up / login (it's free).
A data engineer wants to create a Streaming DataFrame that reads from a Kafka topic called feed.
Which code fragment should be inserted in line 5 to meet the requirement?
Code context:
spark \
.readStream \
.format("kafka") \
.option("kafka.bootstrap.servers", "host1:port1,host2:port2") \
.[LINE 5] \
.load()
Options:
Correct Answer: B 🗳️
Explanation: Only visible for PracticeTorrent members. You can sign-up / login (it's free).
26 of 55.
A data scientist at an e-commerce company is working with user data obtained from its subscriber database and has stored the data in a DataFrame df_user.
Before further processing, the data scientist wants to create another DataFrame df_user_non_pii and store only the non-PII columns.
The PII columns in df_user are name, email, and birthdate.
Which code snippet can be used to meet this requirement?
Correct Answer: B 🗳️
Explanation: Only visible for PracticeTorrent members. You can sign-up / login (it's free).
2 of 55. Which command overwrites an existing JSON file when writing a DataFrame?
Correct Answer: C 🗳️
Explanation: Only visible for PracticeTorrent members. You can sign-up / login (it's free).
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