Scrape Google Local Pack: What the 3-Pack Is and How to Collect It

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.

What the Google local pack is

The Google local pack is the map and group of nearby business listings that can appear on a search engine results page, or SERP. It often highlights three businesses, which explains the names Google 3-pack, map pack, and snack pack.

A search such as "barber in Austin" can trigger it. So can a search without a city name, when Google interprets the query as local. The layout and businesses shown can change with the location, device, and query.

For a business owner, the pack is a place where someone can decide to call, visit, or book. For an agency, it is a separate visibility surface to measure alongside ordinary website rankings. Deciding that first is what makes a collection reproducible.

A local pack can show business names, ratings, review counts, categories, addresses, hours, and actions such as calling, visiting a website, or getting directions. The fields are not identical in every layout. Restaurants, hotels, and other categories can receive different treatments.

Selecting a listing opens more information. Selecting an option such as "More places" can take you to a larger local results view. The three visible businesses are therefore a selection, not a census of the local market.

Google explains how local results help people discover nearby businesses. Its documentation is a useful starting point for understanding how local visibility works.

Local pack vs. organic results vs. Local Services Ads

The order of these sections on a SERP is not fixed. A map result, a sponsored provider, and a web page can all refer to the same business without representing the same ranking.

Being first among web results does not guarantee a place in the local pack. Record the surface you are measuring before comparing 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 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.

Relevance concerns how well the business matches the search. Accurate categories and complete business information help Google understand what it offers.

Distance concerns the business's location relative to the searcher. Two people searching the same words from opposite sides of a city can receive different results.

Prominence concerns how well-known the business is. Google describes links, review counts, and positive ratings among the information it considers.

You can improve information and build a business's reputation. You cannot turn one observed position into a guaranteed city-wide rank.

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.

A practical local-pack visibility checklist

Start with the information a customer needs to choose the business:

1. Claim and verify the appropriate Google Business Profile.
2. Check the business name, category, phone number, and location or service area.
3. Keep opening hours and special hours current.
4. Make the website explain the actual services and locations served.
5. Add useful, current photos of the business and its work.
6. Ask customers for honest feedback and respond constructively to reviews.
7. Make calling or booking straightforward on mobile.

Google recommends complete information, current hours, photos, and review responses in its Business Profile guidance. Treat the checklist as ongoing maintenance, then assess whether customers can find and contact the business more easily.

How to measure a local-pack position

A meaningful observation needs context. Keep the exact search phrase, location used, language, device, collection time, business identifier, and position within the pack.

For example, a hypothetical record could say: "emergency plumber," central Austin, English, mobile, a specified date and time, business A, second in the local pack. It should not say simply "business A ranks second on Google."

For repeated checks, use a consistent set of locations and keywords. Record missing packs separately from packs in which the business is absent. Review changes over several observations before reacting to a single movement.

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_API_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. For choosing a market before collecting businesses, see most searched local niches.

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.

Is the Google snack pack different from the local pack?

They are common names for the same type of local search feature. "3-pack" refers to the familiar three-business layout; the exact presentation can vary.

Does every local search show three businesses?

No. Google can vary the layout, show different modules, or omit a local pack. Treat three as a common presentation rather than a guaranteed response format.

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.

Can a business appear in the local pack without a website?

A business listing and a website are different entities. A missing website does not by itself mean that the business is absent from local search. Check which contact and booking options are available.

Can I pay for a better organic local-pack ranking?

Google says there is no way to request or pay for a better local ranking. Paid advertising is a separate placement, even when it appears near local results. Google's explanation.

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.