Scrape Google Local Pack: APIs, Fields, and Rank Tracking

To scrape Google local pack results, use a collection method that captures the local business block for a specific Google search, location, device, and time. If you need contact records for a city, a Maps business API answers a different question and may be the more useful source.

A local pack scraper API can return observed business positions. Those positions describe one search context; they are not permanent rankings attached to a business. SenseCollect collects Maps business records and contact enrichment, not exact Google local-pack SERP positions.

Choose the surface before the scraper

The local pack, Maps results, and Local Services Ads can overlap in businesses while presenting different result sets and fields. The Google local pack overview explains the visible search features; the Local Services scraping guide covers the advertising surface.

What a local pack scraper can return

Common observations include business name, displayed position, rating, review count, category, address information, and a listing reference. Phone numbers, website actions, hours, and other details can appear in some layouts. A field appearing in one result does not mean it appears in every query or device layout.

For a concrete third-party example, SerpApi's local pack documentation describes structured local results from Google Search, including result positions and business attributes where available. This is different from treating a general Maps search response as an exact reconstruction of the pack.

Before choosing a provider, inspect a sample from your target country and device. Confirm what happens when the pack is absent, whether paid placements are labeled, and how collection settings are recorded.

A reproducible local-pack collection workflow

1. Define the query exactly, including any place name in the search text.
2. Set the search location, language, country, and device where supported.
3. Collect the Google Search response and locate its local-pack section.
4. Preserve the original response and collection settings.
5. Store each displayed business with its observed position and listing identifier where available.
6. Repeat with consistent settings when measuring changes.

Keep an observation table separate from a business table. The same business may appear first in one neighborhood and third in another. Merging those observations into a single undated rank destroys the information needed to interpret them.

A useful observation table includes query, requested location, actual location context if returned, device, language, timestamp, business identifier, observed position, and ad status where available. These are recommended storage fields, not SenseCollect response field names.

How to handle absent and changing results

If there is no local pack in the response, record that explicitly. Do not silently replace it with Maps results. If a business is absent from a captured pack, label it “not observed in this pack,” rather than assigning an invented ranking.

Compare observations from the same location before reporting a movement. Google's local ranking guidance identifies relevance, distance, and prominence as key factors. A result changing when the search location changes is not by itself evidence that a business's SEO improved or declined.

For broader coverage, collect several defined locations and report each location's results. Explain how any aggregate score is calculated; a citywide average can hide large differences between neighborhoods.

Use Maps data when the job is prospecting

For a contact list, start with a category and a market:

curl "https://sensecollect.com/v1/maps/search?query=dentists&location=Austin&limit=25" \  -H "x-api-key: $SENSECOLLECT_KEY"

This SenseCollect request collects Maps business records. It does not return an exact local-pack ranking snapshot. Business records can include name, address, phone, website, rating, and review count where available; enrichment can resolve email addresses from other public business sources such as the website.

Inspect missing fields before scaling. A missing website in the collected record is a research signal, not proof that no website exists anywhere. Start with the Maps API reference for parameters and the API documentation for completion and response handling.

If you need both rank and contacts, keep the two datasets separate and join using a reliable listing identifier where possible. Avoid matching solely on business name: chains, duplicate names, and different branches can produce false matches.

Validate a sample before scheduling runs

Review a handful of returned businesses against their source references. Check identity, location, position semantics, and field availability. Preserve timestamps so a later change can be distinguished from an extraction error.

When using browser extraction, expect layouts and selectors to change. Managed SERP APIs also need validation: a successful HTTP response does not guarantee a pack was present or every optional field was captured.

Frequently asked questions

Is there a local pack scraper API?

Third-party SERP APIs can expose the local-pack section of Google Search with observed positions. Check the provider's actual result surface. SenseCollect's Maps API serves business-data collection rather than exact pack rank tracking.

Can I get phone numbers and websites from the local pack?

Those details or actions can appear in some layouts, but coverage varies. Use listing data and enrichment when contact completeness is the main requirement. Do not assume every pack result contains the same fields.

Is Google localpack scraping the same as Maps scraping?

No. Local-pack scraping observes a search-result feature. Maps scraping collects business listings from a different surface. Results may overlap without having the same order or coverage.

Can a scraper return exact ranking positions?

A SERP collection can report positions observed under specific search conditions. It cannot turn those observations into a universal position for every searcher. Keep the query, location, device, and time with the rank.

What should I use for Local Services Ads?

Use a provider that explicitly supports the Local Services advertising surface. A general Maps endpoint does not establish which businesses appeared as ads. Read the Local Services data guide before choosing that workflow.