For years, local SEO has been taught as a checklist: fill in the Google Business Profile, gather reviews, pick the right category, add some photos, and wait for the phone to ring. That checklist is not wrong, but it has always been incomplete. A newly analysed set of Google Maps data, reported by Search Engine Land, gives the clearest picture yet of what actually happens behind a Maps listing, and it is far more layered than a profile with some boxes ticked.
For any business that relies on being found nearby, whether that is a trades company in Preston or a retail chain with sites across the UK, this matters. Below is what the findings mean in practical terms, without the technical jargon that usually surrounds this topic.
A Maps listing is not the same as the business record behind it
The first point worth understanding is that the listing shown to a searcher is a rendered output, not the underlying data itself. Google maintains an internal record of every place, known as a Feature, which holds far more detail than what appears publicly: geometry, source history, chain relationships, and links to Google’s Knowledge Graph.
What this means in practice is that editing a field in a Google Business Profile does not automatically overwrite what Google believes to be true. The edit becomes one more piece of evidence added to a record that may already hold conflicting information from other sources. This explains a frustration many business owners will recognise: a corrected phone number, address or category that keeps reverting, or simply takes far longer to update than expected.
Google pulls business data from hundreds of sources
Behind every listing sits a system that gathers information from close to 800 different data providers. When two sources disagree, Google has to decide which one to trust, merge, or discard. Some sources carry more weight than others, and a single well-optimised profile is competing against directories, citations, review platforms and other signals the business owner may never see.
The practical takeaway is that consistency across the web matters more than perfecting one profile. A business name, address and phone number that match everywhere they appear online, including on the company website, give Google less conflicting evidence to sort through. This is a core part of what proper local SEO work involves, and it is one of the reasons a scattergun approach to citations rarely produces lasting results.
Seventy-two signals, but no confirmed weighting
The recovered data lists 72 ranking signals used inside Google’s local ranking system, covering things such as reviews, website clicks, direction requests, popularity, and chain membership. Twenty-five of those are marked as no longer in use.
It is tempting to treat this as a definitive ranking factor list, but that would be a mistake for two reasons. First, the names of the signals were recovered, not the weighting Google currently applies to each one, so there is no way to say reviews matter more than proximity, or that direction requests outweigh website clicks. Second, these signals only describe how Google scores the business record itself. A separate set of systems then decides which query a search relates to, which candidates to consider, and how to rank them for that specific search. The 72 signals are one layer of a much larger process, not the whole algorithm.
The search radius changes with every query
A common assumption in local search is that Google draws a fixed circle around the searcher and ranks whatever sits inside it. The data does not support this. The geographic area Google searches within expands and contracts depending on the query and the surrounding area. A specific, common search returns a tightly focused result set, while a broader or brand-related search pulls from a much wider area. The same search also covers a larger area in a rural location than it would in a dense city centre.
For a business, this means visibility is not simply a function of how close a customer happens to be. The type of search someone makes, and what is available nearby, both shape whether a business is even considered as a candidate before ranking begins.
Your website is evidence, not just a landing page
One of the more significant findings concerns the relationship between a business website and its Maps listing. Google connects web pages to the same underlying business record through shared identifiers, and it evaluates how confidently a page describes that entity, along with whether the page functions as an authoritative reference for it.
In practical terms, a location or store page is not only there to rank for searches such as “electrician near me”. It also acts as supporting evidence that strengthens Google’s understanding of what the business is and what it offers. A vague, thin, or generic location page gives Google less to work with than one that clearly and specifically describes the business, its services and its area. This is where technical SEO services and Maps optimisation genuinely overlap, rather than sitting in separate silos as they are often treated.
Google is matching concepts, not just categories
Search results for something like “ramen” do not only pull restaurants with that exact category. Google connects the search to a wider set of related concepts, such as Japanese or Asian cuisine, using a shared conceptual model rather than a fixed list of categories. Inside a listing itself, review topics and menu items can be understood as structured concepts rather than plain text.
This has a direct bearing on how businesses should think about content and reviews. Reviews and website copy that repeatedly and specifically describe what makes the business distinctive, rather than generic praise, give Google more structured material to draw from. This becomes increasingly relevant as more local searches are answered conversationally through AI-driven tools, an area covered in more detail in our AI search and answer engine optimisation guide.
Ranking well does not guarantee a visible label on the map
Search results and the visual map are two separate outputs. Google renders tens of thousands of possible map labels, but cannot display them all at once, particularly at busier zoom levels. A business can rank strongly in search results while still not appearing as a named label on the map itself. Anyone judging local visibility purely from screenshots of the map is measuring the wrong thing.
What businesses with multiple locations should watch for
Larger or multi-site brands face an additional challenge. Google models each location individually as well as the parent brand, and the research found examples of stores from the same chain, in the same city, carrying different primary concepts despite belonging to one brand structure. Consistency cannot be assumed simply because every site shares a name. For businesses managing several locations, this is a strong argument for a structured approach to location pages, categories and data across the whole estate, something we cover in our work across different sectors and business types.
What actually deserves attention now
Pulling this together, the practical priorities for local visibility have shifted, without the fundamentals disappearing:
- Keep business details consistent across the website, the Google Business Profile, and every third-party listing, since conflicting information slows down how Google resolves the correct record.
- Treat website and location pages as evidence about the business, not just landing pages, writing them to clearly describe what the business does and who it serves.
- Encourage reviews that mention specific aspects of the experience rather than generic comments, since Google appears to extract structured themes from review text.
- Do not judge local performance by map screenshots alone, since ranking and visual label placement are handled separately.
- For multi-location businesses, audit category and description consistency across every site individually rather than assuming brand-level accuracy trickles down.
None of this replaces the basics of a well-managed Google Business Profile. It does, however, explain why two businesses with similarly strong profiles can see very different results, and why local visibility increasingly depends on how completely and consistently a business is represented across the wider web, not on any single listing. If reviewing how your business appears across Google Maps and local search feels like more than a spare afternoon project, get in touch and we will take a proper look at what is holding your visibility back.
Graig Upton
Graig Upton is a UK SEO and Google Ads consultant with 23 years of hands-on digital marketing experience. Google certified in Ads, Analytics and Conversions, he has helped businesses ranging from local providers to national brands - including Nando's and Financial Times - dominate search and scale their leads. Based in Preston, working with clients across the UK.