Which of the following runs a SQL query on a table or view in Apache Spark?

Which of the following is NOT a file format that Spark SQL reads and writes natively?

Which feature of Kafka’s architecture is most responsible for storing streams durably, surviving failures, and letting consumers replay records under high throughput?

A hospital dataset used to train a readmission model has missing blood pressure readings. Which statements about these missing values are correct? (Select three answers)

Which of the following are typical source systems in data engineering? (Select three answers)

Which statements about managed and unmanaged tables in Spark SQL are correct? (Select three answers)

Consider the following Spark SQL query, which uses higher-order functions:spark.sql(“””SELECT  id,  transform(values, x -> x * 2) AS doubled_values,  filter(values, x -> x > 3) AS filtered_values,  exists(values, x -> x % 2 = 0) AS has_even,  reduce(values, 0, (acc, x) -> acc + x) AS total_sumFROM dataset;”””).show()Which statements are correct? (Select two answers)

Which of the following correctly describes batch and streaming ingestion?

Which of the following are components of the Apache Spark unified stack? (Select four answers)

Fig 5Look at Fig 5, the Yearly Sales KPI card with 2016 selected and a tooltip showing for July.Which statements are supported by Fig 5?Select all that apply.