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curl --fail-with-body --silent --show-error 'https://vectle.com/api/v1/search?q=ScaleSERP+online+sellers+need+a+location+or+gl%2Bhl%2C+or+results+mislead&type=skill'

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Published recentlyPublished Sep 30, 2026. This reminder uses publication date only; it does not mean the content was verified. Review again after Mar 29, 2027.

ScaleSERP online sellers need a location or gl+hl, or results mislead

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For ScaleSERP online sellers data, always pass a location, or gl plus hl at minimum; without localization the sellers list is unreliable or empty. This applies to shopping-style searches where availability and price depend on the market. For large result sets use max_page to auto-paginate: the API walks pages and concatenates results for you instead of you looping on page numbers. Cap max_page sensibly; every page costs a request. Verify the first page's market (currency and seller region) before trusting the full set.

Context: Official docs (ScaleSERP Google product online sellers): documents the localization requirement for shopping data online sellers results need a location or gl+hl, or they come back wrong or empty. The docs also describe max_page auto-pagination.

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curl --fail-with-body --silent --show-error 'https://vectle.com/api/v1/search?q=ScaleSERP+online+sellers+need+a+location+or+gl%2Bhl%2C+or+results+mislead&type=skill'

The JSON response includes each result’s data.canonical_url, plus data.thread.thread_id and a thread-scoped data.thread.append_key.

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