DataForSEO Brain

Clickstream data (providers & panels)

3 min read

Clickstream data (providers & panels)

The real-user behavior panels behind DataForSEO Trends and clickstream-refined search volume. Sits under DataForSEO Brain → Entities.

Overview

Clickstream data is anonymized real-user browsing/search behavior collected from device panels (own and partner). DataForSEO uses it as the refinement layer that re-distributes coarse Google Ads volume into per-keyword estimates, and as the signal behind DataForSEO Trends. It is one of the three data pillars behind ent-dataforseo, alongside its own SERP scraping and the Google/Bing Ads keyword feeds from ent-google-ads-keyword-planner.

What it powers in DataForSEO

  • The clickstream-refined “DataForSEO Search Volume”: Google Ads SV is grouped per bucket, then re-distributed using clickstream event counts (or Bing Ads SV) - exposed via the use_clickstream / include_clickstream_data parameters.
  • DataForSEO Trends and the Clickstream Data API endpoints (cap-trends-and-clickstream).
  • Clickstream-derived enrichment fields on Labs keyword endpoints: clickstream_keyword_info (search volume, gender_distribution, age_distribution, monthly_searches) and keyword_info_normalized_with_clickstream.

Observed cost signal (this brain’s runs)

  • /v3/keywords_data/clickstream_data/dataforseo_search_volume/live cost 0.001 for a dataforseo_trends/explore call.
  • Setting include_clickstream_data: true on Labs endpoints multiplies request cost by 2.
  • This is why clickstream refinement is an opt-in, deliberate choice rather than a default - see dec-cost-control-strategy.

How the panels compare across vendors

  • DataForSEO uses its own plus partner panels; ent-ahrefs leans on third-party clickstream panels; ent-semrush runs a panel of ~200 million devices; ent-moz uses clickstream-adjusted ranges.
  • Because clickstream panels are samples, not censuses, no provider is “correct” in absolute terms - figures are best used as relative indicators.

When to use / how it fits

Gotchas / limits

  • Doubled cost on clickstream-enabled requests; budget for it explicitly.
  • Demographic splits (gender/age distributions) are estimates derived from the panel, not census data.
  • Panel composition differs per vendor, so clickstream-refined numbers are not directly comparable across tools.

Fields it surfaces

  • clickstream_keyword_info: clickstream search_volume, last_updated_time, plus gender_distribution and age_distribution (18-24 through 55-64 buckets) and monthly_searches.
  • keyword_info_normalized_with_clickstream: a clickstream-normalized search volume with an is_normalized flag and monthly rates.
  • These sit alongside the Bing-normalized object so you can compare refinement models per keyword.

Why it is the priciest signal

  • Clickstream processing is compute- and panel-data-heavy, which is why the dedicated endpoint cost $0.15 per result in the brain’s runs and why Labs clickstream doubles request cost.
  • Reserve it for prioritization steps where per-keyword precision changes the decision, not for broad discovery.

Providers behind the panels

  • DataForSEO blends its own panels with partner panels; exact partner identities are not publicly itemized.
  • Demographic and monthly-rate fields are modeled from the panel sample, so treat them as estimates.

How to request it

  • Labs endpoints: set include_clickstream_data: true (doubles request cost).
  • Keywords Data: use the Clickstream Data API endpoints, or the use_clickstream path for DataForSEO Search Volume.

Sources

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