Scenario: Your company is planning to implement a new data warehouse solution. As the data engineer, you are tasked with selecting an appropriate data loading strategy. Given the company's requirements for near real-time analytics, which data loading strategy would you recommend and why?

  • Bulk Loading
  • Change Data Capture (CDC)
  • Incremental Loading
  • Parallel Loading
Change Data Capture (CDC) captures only the changes made to the source data since the last extraction. This approach ensures near real-time analytics by transferring only the modified data, reducing the processing time and allowing for quicker insights.
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