Google Cloud Dataproc
Google Cloud Dataproc is a fully managed cloud service for running Apache Spark and Apache Hadoop clusters. It simplifies big data processing by automating cluster management, configuration, and scaling, allowing developers to focus on data analysis rather than infrastructure. It integrates seamlessly with other Google Cloud services like BigQuery, Cloud Storage, and AI Platform for end-to-end data workflows.
Developers should use Dataproc when they need to process large-scale data workloads using open-source frameworks like Spark or Hadoop without managing the underlying infrastructure. It's ideal for batch processing, machine learning, and ETL (Extract, Transform, Load) pipelines, especially in environments already leveraging Google Cloud for data storage and analytics. Its fast cluster startup times and cost-effective autoscaling make it suitable for both ad-hoc and production jobs.