dp-100-data-scientist-assoc video for scenario: Pym Tech, a U.S.-based technology manufacturer led by Hank Pym, is headquartered on Treasure Island in San
Scenario: Pym Tech, a U.S.-based technology manufacturer led by Hank Pym, is headquartered on Treasure Island in San Francisco, California. The company is experiencing rapid growth, and with expansion underway, several IT challenges have emerged. To address these, Hank has brought you in to advise the internal IT team. The current focus is on building a robust development environment for both data engineering and data science. The environment must meet the following technical requirements: Requirements: Support for both Python and Scala Ability to design and automate data pipelines involving data storage, movement, and processing A unified orchestration tool for both data engineering and data science workflows Support for workload isolation and interactive sessions Scalability across a cluster of machines Task: The team has been tasked with setting up this environment. Question: Which of the following approaches best meets the requirements for building the desired data engineering and data science development environment?