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Qubole is a cloud-native data platform for analytics and machine learning. The platform provides end-users with automated big data processing, enabling engineers, analysts, and scientists to access the tools they need. Qubole integrates with major cloud providers — such as Amazon Web Services (AWS), Google Cloud Platform (GCP), and Microsoft Azure — using their services as building blocks while abstracting much of the complexity involved in setting up and managing large-scale data infrastructure. It offers functions including data ingestion, ETL processes, SQL-based querying on large datasets, advanced analytics through Apache Spark and Hive engines. Qubole's self-optimizing performance capabilities allow for significant improvements in managing costs without sacrificing speed or efficiency during scaling operations.