SEARCH RESULTS SCRAPING
Search Results Scraping for SERP Data & Keyword Intelligence.
Extract structured data from search engine results pages — including organic rankings, titles, snippets, URLs, SERP features, ads, and local pack data. Built for SEO analysis, keyword tracking, competitive monitoring, and search intelligence platforms that need accurate, current SERP data at scale.
- Organic & paid results
- SERP features & snippets
- Local & geo-specific SERPs
- API, database, CSV & JSON delivery
OVERVIEW
Search results scraping for rankings, results, and SERP features.
Search engine results pages (SERPs) are one of the most valuable — and most dynamic — data sources on the web. Rankings shift constantly, results are personalized by location, and search features like featured snippets, local packs, and knowledge panels change how and where content appears.
Search results scraping gives you accurate, structured access to that data — the ranking positions, titles, snippets, URLs, and features that appear for any keyword, location, and language you choose. Whether you're tracking rank changes over time, monitoring competitor visibility, analyzing SERP feature opportunities, or building a keyword intelligence platform, we build the extraction workflows that turn SERPs into clean datasets.
Each workflow is designed around the specific search engines, geographies, and query sets your business needs. We handle pagination, SERP features, personalization parameters, and rate limits — delivering current, validated SERP data through APIs, databases, or scheduled feeds.
CAPABILITIES
What our search results scraping service can extract.
Every workflow is scoped around the search engines, keywords, locations, and feature sets your SEO or intelligence use case requires.
Organic rankings
Result positions, titles, URLs, snippets, and displayed domain for any keyword.
Paid results & ads
Ad positions, ad copy, landing URLs, and ad extensions where displayed.
SERP features
Featured snippets, local packs, people-also-ask, knowledge panels, images, videos, and more.
Location-specific SERPs
Geo-targeted results by country, region, or city for accurate local search data.
Device & language targeting
Desktop and mobile SERPs, language-specific results, and localized search behavior.
Paginated SERPs
Collect multiple pages of results per keyword for deeper rank and visibility data.
Rank tracking over time
Schedule recurring SERP scrapes to build historical ranking datasets and trend analysis.
Multi-engine unification
Combine SERP data from Google, Bing, and other engines into one normalized dataset.
WORKFLOW
A structured approach to search results scraping.
FIELDS
Define exactly what you need.
SERP scraping workflows can output any combination of ranking, result, and feature fields your search data requires.
| FIELD | TYPE | EXAMPLE |
|---|---|---|
| keyword | String | best wireless headphones |
| search_engine | String | google / bing |
| location | String | Mumbai, IN |
| device | String | desktop / mobile |
| language | String | en-IN |
| page | Integer | 1 |
| position | Integer | 3 |
| title | String | Best Wireless Headphones 2026 |
| url | URL | https://example.com/headphones |
| domain | String | example.com |
| snippet | Text | Display snippet text |
| is_paid | Boolean | false |
| feature_type | String | featured_snippet |
| feature_position | Integer | 0 |
| feature_content | Text | Snippet or panel content |
| local_pack | Boolean | true |
| people_also_ask | Array[String] | ["question 1", "question 2"] |
| captured_at | Datetime | 2026-10-02T09:00:00Z |
| results_count | Integer | 10 |
| total_results | String | About 84,300,000 results |
| checksum | String | Record hash |
Field availability depends on the search engine and SERP layout. Custom field mapping is available for any schema.
DELIVERY
Get the output where you need it.
Search results scraping workflows deliver through the format, destination, and frequency your team already works with.
SAMPLE OUTPUT
See the output before you scale.
A sample dataset lets you review fields, structure, and level of detail before committing to a full production workflow.
| url | favicon | position | title | keyword | engine | domain |
|---|---|---|---|---|---|---|
| https://example.com/best-wireless-headphones | https://example.com/favicon.ico | #1 | Best Wireless Headphones 2026 — Complete Guide | best wireless headphones | example.com | |
| https://example.org/headphone-reviews | https://example.org/favicon.ico | #2 | Top Rated Wireless Headphones — Reviews | best wireless headphones | example.org | |
| https://example.net/headphones-guide | https://example.net/favicon.ico | #3 | Wireless Headphones Buying Guide | best wireless headphones | example.net | |
| x | x | x | x | x | x | x |
| x | x | x | x | x | x | x |
EXPLORE MORE
Related services and solutions.
Website Scraping Services
General-purpose website scraping for static and dynamic sources.
Explore Service →
Dynamic Website Scraping
Extract from JS-rendered SERPs, SPAs, and infinite scroll result pages.
Explore Service →
Data Monitoring
Monitor SERP rankings and result changes for the keywords that matter to your business.
Explore Service →
Real-Time & Scheduled Scraping
Run recurring SERP scrapes on daily, hourly, or custom schedules.
Explore Service →
Web Data APIs
Expose SERP data through APIs designed around your application.
Explore Service →
Data Cleaning & Structuring
Normalize, deduplicate, and validate SERP data for SEO analytics.
Explore Service →
FAQ
Search Results Scraping — frequently asked questions.
What is search results scraping?
Search results scraping extracts structured data from search engine results pages (SERPs) — including organic rankings, titles, URLs, snippets, paid results, and SERP features like featured snippets, local packs, and people-also-ask. The result is a structured dataset your team can use for SEO analysis, rank tracking, competitive monitoring, or search intelligence platforms.
Which search engines can you scrape?
We can scrape Google, Bing, Yahoo, DuckDuckGo, Yandex, and regional search engines. Multiple engines can be combined into a single unified dataset for cross-engine analysis.
Can you extract location-specific SERPs?
Yes. Workflows support geo-targeting at country, region, and city level, so the results reflect what a user in that location would see — including local packs and regional features.
Can you track rankings over time?
Yes. Recurring workflows record rankings, positions, and results on your schedule, building a historical dataset that supports rank tracking, trend analysis, and competitor visibility monitoring.
Can you extract SERP features like featured snippets and local packs?
Yes. Where the SERP displays a feature, we capture its type, position, and content — including featured snippets, local packs, people-also-ask, knowledge panels, image packs, and video results.
Can you scrape multiple pages of results per keyword?
Yes. Workflows can collect multiple pages of results for each keyword, giving you deeper rank visibility and coverage of the SERP.
How is the data delivered?
Data can be delivered through REST APIs, JSON, CSV, Excel, direct database inserts, scheduled feeds, cloud storage, or custom integrations.
Can search results scraping run on a schedule?
Yes. Workflows can run once, daily, hourly, or on fully custom schedules, with automated delivery into your chosen destination.
How do you handle SERP layout and feature changes?
Recurring workflows are monitored in production. When a search engine changes its layout, feature display, or result structure, we update the extraction logic so downstream data stays consistent.
Can I request a sample before committing?
Yes. We provide a sample dataset for a defined scope so you can review the fields, structure, and level of detail before scaling.
Need search results scraping built around your keywords?
Tell us which search engines, keywords, and locations matter to your business, and how often the SERPs should refresh. Our team will design a workflow around your requirements.