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Databricks
Proves data engineering and ML skills; boosts credibility for lakehouse projects and hiring.
AWS
Validates cloud architecture and operations; improves job prospects and earning potential.
Azure
Demonstrates Microsoft cloud proficiency; opens doors across enterprise roles and domains.
GCP
Showcases modern data and ML engineering on Google Cloud; signals in-demand expertise.