Does the API calculate locale variance?

No. Compare country-routed collections with your own study design. The API supplies collected provider outputs; this analysis belongs in your application.

How should failed or empty collections be handled?

Inspect per-target failedRuns and each successful run identity. Empty sources or null fields are valid output; a missing failed run is not an empty successful answer. A completed job can contain failed collections.

Customer-built analysis

Google Search: locale variance

Compare country-routed collections with your own study design.

Collection target: google. This is customer-built analysis, not a computed API response field.

Build this analysis in your application

Submit separate jobs with options.country when investigating country effects. Record prompt language and requested country alongside the results and keep other study conditions comparable.

Customer-built analysis

Country routing is a request option, not guaranteed output language or provider location. There is no language request field or returned locale-variance score. Country availability depends on deployment configuration.

The google target collects search modules in serp and an AI Overview in aioverview when present. Organic results, sponsored results, shopping and People Also Ask depend on the returned page. An absent AI Overview is null, not a failed run. Google Search and Google News share one collection task per repeat when requested together. They still return separate response arrays and per-target failed-run counts.

Collected input for your analysis

These are illustrative successful run excerpts, not full result files or calculated metrics. Submit POST /v1/crawl-jobs, track completion, then download the authenticated result. Outputs depend on the target; a chatbot has no news articles or Google position fields.

{
  "runNumber": 1,
  "runTaskId": "7f5c0888-f5ad-4661-b07b-79fbbe1c7b31",
  "status": "completed",
  "capturedAt": "2026-10-09T10:01:00.000Z",
  "pageUrl": "https://www.google.com/search?q=example",
  "aioverview": null,
  "serp": {
    "organic": [
      {
        "position": 1,
        "snippet": "Illustrative search result summary.",
        "title": "Illustrative CRM comparison",
        "url": "https://example.com/crm-comparison"
      }
    ],
    "peopleAlsoAsk": [],
    "shopping": [],
    "sponsored": []
  }
}

Illustrative provider output. Empty lists and null fields are valid; inspect failedRuns in the result file.

Full result format and failed-run handling →

Locale variance FAQ

Does the API calculate locale variance?: No. Compare country-routed collections with your own study design. The API supplies collected provider outputs; this analysis belongs in your application.
How should failed or empty collections be handled?: Inspect per-target failedRuns and each successful run identity. Empty sources or null fields are valid output; a missing failed run is not an empty successful answer. A completed job can contain failed collections.

Use collected data to build your own reporting and analysis. Our team arranges API access and follows up with next steps.

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