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Towards Data Science

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Platform-Mesh, Hub and Spoke, and Centralised | 3 Types of data team

  • Different team structures and skill requirements impact an organization's ability to leverage Data and AI effectively.
  • An analogy is used to explain the evolution of data teams from Centralised to Platform Mesh.
  • Central teams handle numerous responsibilities requiring focus on key use cases and leveraging tools.
  • Expanding a team can increase output, but modern approaches can be more effective.
  • The Hub-and-Spoke structure allows for decentralization, catering to medium-sized or tech-first organizations.
  • Analytics engineers and data analysts take on more responsibilities in the evolving landscape.
  • Challenges arise from data modeling principles, leading to model sprawl and increased costs.
  • Hub and Spoke models must have clear responsibilities, ensuring visibility and collaboration.
  • Data Mesh approach encourages collaboration and seamlessness, requiring a high level of technical proficiency.
  • Implementing a unified control plane can enhance collaboration and orchestration across different teams.

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