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Databricks Certified Associate Developer for Apache Spark 3.5 - Python Sample Questions:
1. A data engineer is streaming data from Kafka and requires:
Minimal latency
Exactly-once processing guarantees
Which trigger mode should be used?
A) .trigger(processingTime='1 second')
B) .trigger(availableNow=True)
C) .trigger(continuous='1 second')
D) .trigger(continuous=True)
2. A data scientist has identified that some records in the user profile table contain null values in any of the fields, and such records should be removed from the dataset before processing. The schema includes fields like user_id, username, date_of_birth, created_ts, etc.
The schema of the user profile table looks like this:
Which block of Spark code can be used to achieve this requirement?
Options:
A) filtered_df = users_raw_df.na.drop(how='any')
B) filtered_df = users_raw_df.na.drop(how='all', thresh=None)
C) filtered_df = users_raw_df.na.drop(thresh=0)
D) filtered_df = users_raw_df.na.drop(how='all')
3. Given the code fragment:
import pyspark.pandas as ps
psdf = ps.DataFrame({'col1': [1, 2], 'col2': [3, 4]})
Which method is used to convert a Pandas API on Spark DataFrame (pyspark.pandas.DataFrame) into a standard PySpark DataFrame (pyspark.sql.DataFrame)?
A) psdf.to_dataframe()
B) psdf.to_pandas()
C) psdf.to_pyspark()
D) psdf.to_spark()
4. Given the following code snippet inmy_spark_app.py:
What is the role of the driver node?
A) The driver node orchestrates the execution by transforming actions into tasks and distributing them to worker nodes
B) The driver node holds the DataFrame data and performs all computations locally
C) The driver node only provides the user interface for monitoring the application
D) The driver node stores the final result after computations are completed by worker nodes
5. 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?
A) .format("parquet")
.option("location", "path/to/destination/dir")
B) .format("parquet")
.option("path", "path/to/destination/dir")
C) .option("format", "parquet")
.option("location", "path/to/destination/dir")
D) CopyEdit
.option("format", "parquet")
.option("destination", "path/to/destination/dir")
Solutions:
Question # 1 Answer: A | Question # 2 Answer: A | Question # 3 Answer: D | Question # 4 Answer: A | Question # 5 Answer: B |
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