Data ingestion refers to the process of collecting and importing data from various sources into a centralized location, typically for the purpose of storage, processing, and analysis. Within the context of machine learning on Google Cloud and other cloud-based environments, data ingestion forms the foundational step that precedes all subsequent processes, such as data preparation,