SEO Keyword And Ranking Dataset
Normalized query, category, source, visibility, ranking, result-feature, and verification fields for SEO research and search-specific model work.
FormatsCSV / JSON / XLSX / PDF
RefreshMonthly review with a last-verified date on each record
Version1.2
VerifiedSeptember 20, 2026
The SEO Keyword And Ranking Dataset keeps the source attached to the number. That sounds obvious until a first-party impression, a modeled volume estimate, and a manually observed result position land in the same spreadsheet under a column called traffic.
The schema separates observed measurements from applied labels. That makes the file useful for ordinary research and for model work where the difference between evidence and interpretation matters.
Designed For
- query clustering and labeling
- content coverage analysis
- search visibility comparisons
- SEO model prototyping
Coverage
Record unitOne normalized query or topic observation
Primary scopeSEO, search visibility, and query research
Time fieldObservation date and last verified date
GeographyStored when the source supports it
Field Dictionary
Schema Preview
| Field | Type | Description | Example |
|---|---|---|---|
query | string | Normalized query or topic wording | seo dataset |
source_type | enum | Origin of the measurement | search_console |
impressions | integer | Property impressions inside the stated window | 255 |
avg_position | decimal | Impression-weighted average position | 30.68 |
last_verified | date | Date the source observation was checked | 2026-09-18 |
Illustrative Rows
Illustrative SEO Records
| query | source_type | impressions | avg_position | last_verified |
|---|---|---|---|---|
| seo dataset | search_console | 255 | 30.68 | 2026-09-18 |
| keyword dataset | search_console | 131 | 55.97 | 2026-09-18 |
The values shown are a compact public example from Datasets Maker visibility data. Full delivery scope and licensing are confirmed per release.
Collection And Preparation
- Keep first-party Search Console measurements separate from third-party estimates and manual observations.
- Normalize query wording while preserving the original source value when available.
- Store analyst-applied labels separately from observed metrics.
- Attach source, scope, geography, device, and verification dates when the collection method supports them.
Known Limits
- Search Console values describe one verified property and do not represent total market demand.
- Keyword volume from different tools should not be blended without a source label.
- Visible result positions can change by location, device, time, and personalization conditions.
- Illustrative sample rows demonstrate the schema and are not production observations.
Useful Applications
- group related queries
- compare visible search exposure
- join page structure to performance labels
- prepare labeled rows for classification tests
Change Log
- Added public schema, sample rows, methodology, coverage, limitations, and verification fields.
- Separated product, category, definition, and market-research roles across the SEO dataset cluster.