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Snowflake

DEA-C02 · Question #54

A company is using Snowpipe to bring in millions of rows every day of Change Data Capture (CDC) into a Snowflake staging table on a real-time basis. The CDC needs to get processed and combined with ot

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Data Transformation

Question

A company is using Snowpipe to bring in millions of rows every day of Change Data Capture (CDC) into a Snowflake staging table on a real-time basis. The CDC needs to get processed and combined with other data in Snowflake and land in a final table as part of the full data pipeline. How can a Data Engineer MOST efficiently process the incoming CDC on an ongoing basis?

Options

  • ACreate a stream on the staging table and schedule a task that transforms data from the stream,
  • BTransform the data during the data load with Snowpipe by modifying the related COPY INTO
  • CSchedule a task that dynamically retrieves the last time the task was run from
  • DUse a CREATE OR REPLACE TABLE AS statement that references the staging table and

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Topics

#Change Data Capture (CDC)#Snowflake Streams#Snowflake Tasks#Incremental Data Processing
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