JSONL is similar to JSON, but each line is its own valid JSON object. Since bulk operations are specifically designed to fetch large datasets, we’ve chosen the JSON Lines (JSONL) format for the response data so that clients have more flexibility in how they consume the data. Most standard JSON parsers require the entire string or file to be read into memory, which can cause issues when the responses are large. The response structure mirrors the query structure, which results in a single JSON object with many nested objects. Normal (non-bulk) GraphQL responses are JSON. The JSONL data format Anchor link to section titled "The JSONL data format" You can't perform bulk operations with the REST Admin API or the Storefront API. Noteīulk operations are only available through the GraphQL Admin API. When the operation is complete, the results are delivered in the form of a JSONL file that Shopify makes available at a URL. You can also nest connections, such as variants on products.Īpps are limited to running a single bulk operation at a time per shop. The GraphQL Admin API supports querying a single top-level field, and then selecting the fields that you want returned. Shopify’s infrastructure does the hard work of executing your query, and then provides you with a URL where you can download all of the data. Instead of manually paginating results and managing a client-side throttle, you can instead run a bulk query operation. You can bulk query any connection field that's defined by the GraphQL Admin API schema. The API is designed to reduce complexity when dealing with pagination of large volumes of data. With the GraphQL Admin API, you can use bulk operations to asynchronously fetch data in bulk. Perform bulk operations with the GraphQL Admin API
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