📊 SEO Search Results Dataset (SERP Data)

Filename: SEO_data.csv Size: 56.63 MB Rows: ~100,000+ Columns: 7 Language: Primarily English (may contain multilingual snippets)

🔍 Dataset Overview

This dataset contains structured data scraped from Google Search Engine Results Pages (SERPs), specifically curated for SEO and machine learning research. It includes search rankings and metadata for various keywords, capturing how websites rank and present their content on search engines.

🧾 Columns Description

📌 Use Cases

• Keyword ranking analysis
• SERP feature extraction
• SEO optimization insights
• Natural language processing (NLP) tasks on snippets, titles, and headings
• Predictive modeling for search rankings
• Trend analysis on keyword frequency and ranking shifts

📁 Example Record

📎 Notes

• Multiple rows may exist for the same keyword due to multiple ranked results.
• Some values (like H1 or snippets) may occasionally be missing or partial due to scraping limitations.
• Useful for benchmarking search trends or training LLMs on SEO-related text features.

Enjoy

SEO statistics in 2026: access key SEO figures and optimize your strategies with recent and reliable data.

Dataset

This dataset was created by Shreyashi Singh

Released under Database: Open Database, Contents: Database Contents

Contents

DataForSEO Labs API offers three powerful keyword research algorithms and historical keyword data:

• Related Keywords from the “searches related to” element of Google SERP. • Keyword Suggestions that match the specified seed keyword with additional words before, after, or within the seed key phrase. • Keyword Ideas that fall into the same category as specified seed keywords. • Historical Search Volume with current cost-per-click, and competition values.

Based on in-market categories of Google Ads, you can get keyword ideas from the relevant Categories For Domain and discover relevant Keywords For Categories. You can also obtain Top Google Searches with AdWords and Bing Ads metrics, product categories, and Google SERP data.

You will find well-rounded ways to scout the competitors:

• Domain Whois Overview with ranking and traffic info from organic and paid search. • Ranked Keywords that any domain or URL has positions for in SERP. • SERP Competitors and the rankings they hold for the keywords you specify. • Competitors Domain with a full overview of its rankings and traffic from organic and paid search. • Domain Intersection keywords for which both specified domains rank within the same SERPs. • Subdomains for the target domain you specify along with the ranking distribution across organic and paid search. • Relevant Pages of the specified domain with rankings and traffic data. • Domain Rank Overview with ranking and traffic data from organic and paid search. • Historical Rank Overview with historical data on rankings and traffic of the specified domain from organic and paid search. • Page Intersection keywords for which the specified pages rank within the same SERP.

All DataForSEO Labs API endpoints function in the Live mode. This means you will be provided with the results in response right after sending the necessary parameters with a POST request.

The limit is 2000 API calls per minute, however, you can contact our support team if your project requires higher rates.

We offer well-rounded API documentation, GUI for API usage control, comprehensive client libraries for different programming languages, free sandbox API testing, ad hoc integration, and deployment support.

We have a pay-as-you-go pricing model. You simply add funds to your account and use them to get data. The account balance doesn't expire.

Discover the booming keyword research tools market! Explore its size, growth trends (CAGR 15%), key players (SEMrush, Ahrefs, Moz), and regional insights. Learn how AI and SEO integration are shaping the future of keyword research. Get the data-driven analysis you need to succeed in SEO.

You can check the fields description in the documentation: current Keyword database: https://docs.dataforseo.com/v3/databases/google/keywords/?bash; Historical Keyword database: https://docs.dataforseo.com/v3/databases/google/history/keywords/?bash. You don’t have to download fresh data dumps in JSON or CSV – we can deliver data straight to your storage or database. We send terrabytes of data to dozens of customers every month using Amazon S3, Google Cloud Storage, Microsoft Azure Blob, Eleasticsearch, and Google Big Query. Let us know if you’d like to get your data to any other storage or database.

AI is fundamentally changing how SEOs do their jobs. 86% of SEO professionals are now using AI for SEO automation tasks like keyword research, internal linking and metadata

You can check the fields description in the documentation: current Full database: https://docs.dataforseo.com/v3/databases/google/full/?bash; Historical Full database: https://docs.dataforseo.com/v3/databases/google/history/full/?bash.

Full Google Database is a combination of the Advanced Google SERP Database and Google Keyword Database.

Google SERP Database offers millions of SERPs collected in 67 regions with most of Google’s advanced SERP features, including featured snippets, knowledge graphs, people also ask sections, top stories, and more.

Google Keyword Database encompasses billions of search terms enriched with related Google Ads data: search volume trends, CPC, competition, and more.

This database is available in JSON format only.

You don’t have to download fresh data dumps in JSON – we can deliver data straight to your storage or database. We send terrabytes of data to dozens of customers every month using Amazon S3, Google Cloud Storage, Microsoft Azure Blob, Eleasticsearch, and Google Big Query. Let us know if you’d like to get your data to any other storage or database.

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