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Databricks Certified Associate Developer for Apache Spark 3.5 - Python Sample Questions:
1. A developer wants to test Spark Connect with an existing Spark application.
What are the two alternative ways the developer can start a local Spark Connect server without changing their existing application code? (Choose 2 answers)
A) Add .remote("sc://localhost") to their SparkSession.builder calls in their Spark code
B) Execute their pyspark shell with the option --remote "sc://localhost"
C) Set the environment variable SPARK_REMOTE="sc://localhost" before starting the pyspark shell
D) Execute their pyspark shell with the option --remote "https://localhost"
E) Ensure the Spark property spark.connect.grpc.binding.port is set to 15002 in the application code
2. 24 of 55.
Which code should be used to display the schema of the Parquet file stored in the location events.parquet?
A) spark.read.format("parquet").load("events.parquet").show()
B) spark.sql("SELECT * FROM events.parquet").show()
C) spark.read.parquet("events.parquet").printSchema()
D) spark.sql("SELECT schema FROM events.parquet").show()
3. How can a Spark developer ensure optimal resource utilization when running Spark jobs in Local Mode for testing?
Options:
A) Increase the number of local threads based on the number of CPU cores.
B) Configure the application to run in cluster mode instead of local mode.
C) Set the spark.executor.memory property to a large value.
D) Use the spark.dynamicAllocation.enabled property to scale resources dynamically.
4. A data engineer wants to write a Spark job that creates a new managed table. If the table already exists, the job should fail and not modify anything.
Which save mode and method should be used?
A) saveAsTable with mode ErrorIfExists
B) save with mode Ignore
C) save with mode ErrorIfExists
D) saveAsTable with mode Overwrite
5. A data engineer is streaming data from Kafka and requires:
Minimal latency
Exactly-once processing guarantees
Which trigger mode should be used?
A) .trigger(continuous='1 second')
B) .trigger(availableNow=True)
C) .trigger(processingTime='1 second')
D) .trigger(continuous=True)
Solutions:
| Question # 1 Answer: B,C | Question # 2 Answer: C | Question # 3 Answer: A | Question # 4 Answer: A | Question # 5 Answer: C |
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