The core distinction between REST and GraphQL APIs lies in who controls the shape of the data response – the server in REST, and the client in GraphQL. REST utilizes predefined endpoints to fetch data, which can lead to over-fetching if clients require only a subset of the available information, while GraphQL allows clients to specify precisely the data they need in a single request, reducing unnecessary data transfer. This shift in control is significant for AI/ML/Data Science teams as it impacts data pipeline efficiency and the complexity of building data-driven applications.
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