Geo-Powered Retail Intelligence with Zoho Analytics

Geo-Powered Retail Intelligence with Zoho Analytics

In today’s highly competitive retail landscape, data-driven decisions are no longer optional — they’re essential. While businesses collect vast volumes of data across regions, stores, and customer segments, the real value lies in how effectively this data is visualized and interpreted.

Geo Maps in Zoho Analytics bring location intelligence to the forefront of decision-making. With powerful spatial analytics capabilities, retail businesses can now visualize store performance, identify untapped opportunities, and track customer behavior trends with a simple glance at a map.


This solution demonstrates how Zoho Analytics' Geo Maps can be leveraged to solve real retail business problems, using a step-by-step approach grounded in a practical, ready-to-use dataset.

Business scenario

Imagine you're a retail chain operating hundreds of stores across the United States. Each store generates data—sales, visitor footfall, customer satisfaction, marketing spend—but these numbers alone don’t explain why some stores succeed while others under-perform.
Key challenges include:
  • Identifying stores that are struggling before sales drop significantly.
  • Understanding whether poor performance is due to location, low visibility, or intense competition.
  • Evaluating which regions offer true expansion potential—and which are over-saturated.
With no visual correlation between location and business KPIs, many decisions remain reactive instead of proactive. This is where Geo Maps make all the difference—by transforming isolated data into contextual geographic insights.

Dataset Overview

To power this solution, we’ve created a comprehensive and realistic retail dataset that mirrors how actual store data behaves across geographies.
The dataset includes:
  • Store-level performance data: revenue, average purchase value, and satisfaction.
  • Customer insights: foot traffic, age, gender distribution.
  • Market context: competitor presence and market share, population density, and economic growth rate.
  • Geospatial data: zip code, city, state, latitude, and longitude of each store location.

Problem Description

Retail chains often operate on thin margins, and even minor under-performance at store level can have significant impacts across the organization. While dashboards provide revenue and performance trends, they often miss one critical dimension—geography.
Without geographic context, businesses face several recurring challenges:
  • Underperforming stores go unnoticed until major losses occur.
  • Ghost zones—areas with low store presence but high potential—remain unexplored.
  • Marketing budgets get wasted in regions where returns are consistently low.
  • Competitor pressure is misjudged due to lack of visibility on regional saturation.
  • Store closures become reactive decisions, made after performance has already declined.
In short, data without location awareness leaves decision-makers blind to spatial trends and risks. Businesses need a smarter, more intuitive way to analyze store performance with geographical clarity—before it’s too late.

Why Geo Maps Become a Game-Changer

Geo Maps in Zoho Analytics address this gap by unlocking a visual layer of intelligence that traditional charts can’t offer.


Here’s what makes them a game-changer:
  • Location-first insights: Instantly identify how store performance varies across the map - by city, state, or neighborhood.
  • Visual correlation of multiple KPIs: Compare revenue, satisfaction, and foot traffic geographically to detect hidden patterns.
  • Clutter-free, customizable visuals: Choose the right map type - bubble, filled, pie, or scatter - to match the data you want to analyze.
Unlike static dashboards, Geo Maps enable you to see the problem, context, and opportunity—all in one frame. Whether it's spotting trends, reallocating marketing spend, or planning expansion, this spatial layer puts decision-makers back in control.

Solution Implementation – Report Creation

This section walks through the step-by-step creation of four key Geo Map reports that reveal business insights from store-level data.

1. Store Performance Analysis (Map – Bubble)

To identify how stores are performing across different regions in terms of revenue and customer satisfaction, using a clean, visual-first map representation.
This helps uncover:
  • High-performing stores in key zones
  • Underperforming regions needing intervention
  • Patterns related to location-based store success

Why Map - Bubble?

The Map - Bubble chart is ideal for visualizing store-level metrics using geolocation.
  • Size indicates magnitude (e.g., Monthly Revenue)
  • Color indicates health or quality (e.g., Customer Satisfaction)
  • Each store appears as a distinct bubble based on its lat/long.

Procedure

  1. From the dataset, click the Create icon and select Chart View.

  2. On the designer page, drag and drop the following columns into their respective shelves:
    1. Latitude → X-Axis
    2. Longitude → Y-Axis
    3. Customer Satisfaction (out of 10) → Color
    4. Monthly Revenue (USD) → Size
    5. Store ID, Store Type, City → Tooltip

  3. Click Generate Graph.
  4. Click on the ellipsis icon and select the chart type as Map - Bubble.

  5. Click the Settings icon, and under the General tab, click Legend.
  6. In the Colors section, customize the color scale from red to green to represent satisfaction ranges.

  7. Under the Map tab, click Map control and enable Display Specific Country Map.
  8. From the drop-down, select Albers USA Projection. This displays the USA map by placing Alaska and Hawaii below the mainland USA on a single map.

  9. Rename the report as Store Performance and click Save.
Tip:
Add a User filter such as Store type or State to analyze performance by segment.
This configuration creates a bubble for every store, sized by its revenue and colored by customer satisfaction — instantly showing how happy customers are in high- or low-revenue zones.


Key Insights

Large bubble + Red color - High revenue but poor satisfaction — risk of churn!


Small bubble + Green color - Low revenue but high satisfaction — possibly underserved


Large bubble + Green color - Healthy performers — consider replicating success


Small bubble + Red color - Low performers — review for possible closure or revamp.


Business Interpretation

This chart acts as a live performance map for executives and analysts. Instead of scanning through tables or KPIs, stakeholders can instantly spot outliers, prioritize investments, and plan corrective actions by just glancing at the map.


2. Revenue-to-Traffic Ratio with Ghost Zone Detection (Map - Filled + Scatter)

To evaluate how efficiently each state is converting foot traffic into store revenue — and more importantly, to identify high-footfall regions without store presence, often referred to as ghost zones.
This chart helps:
  • Compare state-level foot traffic against actual revenue
  • Spot underutilized or over-performing regions
  • Discover untapped markets with high visitor potential but less to no physical stores

Why Map - Filled + Scatter?

  • The Map - Filled chart provides a regional perspective of traffic density and revenue generation.
  • The Scatter layer overlays actual store locations based on latitude and longitude.
This powerful combo allows you to measure performance where you’re active and spot opportunities where you're not.

Procedure

  1. From the dataset, click the Create icon and select Chart View.
  2. On the designer page, drag and drop the following columns into their respective shelves:
    1. State → X-Axis
    2. Foot Traffic (visitors/month) → Color
    3. Monthly Revenue (USD) → Text
    4. Marketing Spend (USD), Population Density (people/sq km), ROI (%) → Tooltip
  3. Click Generate Graph.

  4. Click on more option and select the chart type as Map-Filled.

  5. Click the Settings icon, then click Legend.
  6. In the Colors section, assign from light to dark green colors for the below range of foot traffic:
    1. Below 5,000
    2. 5,000–10,000
    3. 10,000–15,000
    4. Above 15,000

  7. Under the Map tab, change the map to Albers USA Projection.
    This filled layer highlights traffic and revenue across states.

  8. Toggle Enable Layers to add a second layer.

  9. In the new layer, drag and drop Latitude and Longitude into the X-Axis and Y-Axis respectively, Population density into the Color shelf, and click Generate Graph.

  10. Click Layer Controls, select Chart Chooser besides Latitude and choose the map as Map - Scatter from the list.

  11. To customize the second layer, go to Settings → Map → Latitude → Legend, and assign from light to dark red colors for the below range of population density:
    1. Below 2,000
    2. 2,000-4,000
    3. 4,000-6,000
    4. 6,000-8,000
    5. 8,000-10000
    6. Above 10,000

  12. Rename the report as Revenue-to-Traffic Ratio with Ghost Zone Detection and click Save.
This scatter layer marks the exact store locations, allowing visual correlation with high-traffic regions, revenue, and population density.

Key Insights

Dark green filled (high traffic) + Low revenue - Poor conversion - evaluate strategy or in-store experience


Mid to Dark green filled (high to mid traffic) + balanced revenue - Efficient zones — consider scaling efforts


Light green filled (low traffic) + high marketing spend (from tooltip) - Budget drain — reduce spend or re-evaluate targeting


Dark red marker (high population density) + less to no store markers - Ghost Zones — high opportunity areas for expansion


Example: In Las Vegas from Nevada, with a population density of 10,428 people/sq km and only two stores handling 10K–15K visitors/month, monthly revenue of the state remains modest at ~$278K. This indicates a high-opportunity zone for expansion, with strong footfall but untapped revenue potential.

Interpretation & Use

This map is designed for marketing and expansion teams who need to:
  • Justify where to open new stores
  • Optimize existing resource allocation
It visually answers the question:
Are we generating revenue where people are actually showing up?
Also, with the scatter layer:
Where are we not present — but should be?

​

3. Competitor Pressure Zones (Map – Scatter)

To evaluate how store performance is impacted by nearby competition, using a scatter map that plots every store across the U.S. and reflects competitor market share through color intensity.
This view helps:
  • Detect locations under competitive stress
  • Identify high-risk zones where your market share is at risk
  • Correlate competitor presence with satisfaction and store performance

Why Map - Scatter?

Map - Scatter offers a clean and lightweight visual that plots each store based on its exact coordinates. By encoding competitor market share as color and overlaying other attributes via tooltip, this chart becomes a competitive pressure radar.

Procedure

  1. From the dataset, click the Create icon and select Chart View.
  2. In the chart designer, drag and drop the following columns into their respective shelves:
    1. Latitude → X-Axis
    2. Longitude → Y-Axis
    3. Competitors market share → Color
    4. Competitors nearby, Monthly Revenue, and Store Type → Tooltip
  3. Click Generate Graph.

  4. Click on the more option and select the chart type as Map-Scatter.
  5. In the Settings panel, adjust the color gradient to reflect pressure levels
    1. 0 → Green
    2. 1-30 → Cyan
    3. 30-60 → Orange
    4. 60-80 → Pale red
    5. Above 80 → Red

  6. Change the Marker type under Maps → Marker tab.

  7. Under the Map tab, change the map to Albers USA Projection.
  8. Rename the report as Competitor Pressure Zones and click Save.
The resulting chart uses color to signal competitive heat around each store, allowing you to scan pressure zones across all regions visually.


Key Insights

Red (80-100%) - High competitor dominance — urgent intervention zone


Orange (30-60%) + low revenue - Growing pressure — performance risk emerging


Green (0%) + strong revenue - Market leader — low competition, strong position


Cyan (1-30%) + moderate revenue - Mild competition — possible opportunity to scale further


Business Interpretation

This chart empowers regional and strategy teams to:
  • Detect overcrowded areas where stores are losing share
  • Identify safe zones where your brand leads the market
  • Spot emerging competitor influence before it cuts into your margins
It acts as a competitive intelligence dashboard, mapping how your store network stands against external threats.

​

4. Customer Gender Distribution (Map - Pie)

To visualize how the gender distribution of customers varies across store locations. This helps identify stores with significant demographic skews, allowing for more personalized marketing, product selection, and in-store experience.

Why Map - Pie?

The Map - Pie chart is ideal for visualizing data composition across geographical locations.By breaking down each store’s customer base into Male (%) and Female (%) segments, this chart reveals who your customers are and where gender-targeted strategies might work best.

Procedure

  1. From the dataset, click the Create icon and select Chart View.
  2. In the chart designer, drag and drop the following columns into their respective shelves:
    1. Latitude → X-Axis
    2. Longitude, Male (%), Female (%) → Y-Axis
    3. City, Store ID, Average Customer Age, Store Type → Tooltip
  3. Click Generate Graph.

  4. In Settings, under the Map tab, change the map to Albers USA Projection.
  5. Click on Markers, adjust the Marker Size as shown.

  6. Click on Data Label, and enable the Show corresponding Y axis value as data label on the chart to display the percentage values on the map.

  7. Add Store Type as User Filters to slice down store-wise gender distribution.
  8. Rename the report as Customer Gender Distribution and click Save.
Each store will now display a pie chart representing the gender split among its customers, directly on the map.

Key Insights

Uneven gender split (e.g., 70% Male) - Potential to tailor offerings, branding, or promotions for the dominant gender


Balanced split (≈50/50) - Opportunity to run inclusive or diversified campaigns


High female ratio + specialty store - Indicates demand for niche products — expand category offerings


Business Interpretation

This chart allows marketing and merchandising teams to:
  • Understand gender-based customer clustering across regions
  • Launch targeted campaigns (e.g., loyalty programs, promotions)
  • Refine product assortments to suit local preferences
For example: A store with 70% female shoppers may benefit from deeper investment in lifestyle categories, while a balanced store could serve as a testing ground for unisex offerings.

​

Summary

In this phase, we laid the foundation for geo-powered retail intelligence using Zoho Analytics. Through a single, well-structured dataset and four powerful geo map visualizations, we transformed raw store data into real, actionable business insights.

Here’s what we achieved:

Report
Business Insights
Store Performance (Bubble)
Identified stores that are over performing or at churn risk based on revenue and satisfaction.
Revenue-to-Traffic Ratio (Filled + Scatter)
Detected ghost zones and optimized marketing ROI by comparing traffic and revenue.
Competitor Pressure Zones (Scatter)
 Mapped out competitor dominance and spotted at-risk or saturated regions.
Customer Gender Distribution (Pie)
Uncovered demographic patterns to tailor product, marketing, and in-store experience.

Click here to access the sample workspace.
These visualizations brought spatial awareness into every performance metric — turning maps into a strategic business tool.

And this... is just the beginning.

Stay tuned for Phase 2 — where Multi-Layer Geo Maps and Network Charts come together to supercharge your business strategy with even deeper spatial insights.

    • Sticky Posts

    • What's New in Zoho Analytics - January 2026

      Hello Users! We are starting the year with a strong lineup of updates, marking the beginning of many improvements planned to enhance your analytics experience. Explore the latest improvements built to boost performance, simplify analysis, and help you

    • What's New in Zoho Analytics - November 2025

      We're thrilled to announce a significant update focused on expanding your data connectivity, enhancing visualization capabilities, and delivering a more powerful, intuitive, and performant analytics experience. Here’s a look at what’s new. Explore What's

    • What's New in Zoho Analytics - October 2025

      Hello Users! We're are back with a fresh set of updates and enhancements to make data analysis faster and more insightful. Take a quick look at what’s new and see how these updates can power up your reports and dashboards. Explore What's New! Extreme

    • What’s New in Zoho Analytics – September 2025

      Hello Users!! In this month’s update, we’re raising the bar across multiple touchpoints, from how you bring in data, plan and track projects to how you design and brand your dashboards. We’ve added the all-new Gantt chart for project visualization, expanded

    • Announcing Agentic AI - Ask Zia!

      We are delighted to roll out the new agentic AI capabilities in Ask Zia, where every stage of the BI workflow is assisted by AI. With a human-in-the-loop approach, Ask Zia ensures that you’re in command of the decision, while AI handles the complexity.

    • Recent Topics

    • Pre-Zoho Sales Info - Best Way to Add to Desk / CRM

      My company has been using Zoho One since 2021, with sales data going back through 2020. However, we have been in business much longer, and we have historical sales information that we want to have at our fingertips when talking with customers (usually

    • CRM function REST API response format

      Is there a way to control the JSON response returned by the CRM function REST API? If I call a function using either OAuth or an API key it returns a 200 OK response with a string in the format shown below. I am using a particular feature of an external

    • Using MPN across multiple SKUs and inventory tracking

      I have several different SKU's that share a common MPN and would like to track inventory by MPN. SKU1 has MPN1 assigned SKU2 has MPN1 assigned Here is an example If I start with 5 of MPN 1 in stock I want each SKU1 and SKU2 to show as 5 in stock, If I

    • Unable to Access Application:

      Whenever I try to access my application from the desktop, say I am editing it and want to test something in the desktop environment I get: An error has occurred. An internal error has occurred. Please check the URL , or try refreshing the page I can edit

    • Evernote (ENEX) import limitations

      I have been with Evernote since 2010, but the latest price increase is ridiculous. I am currently testing Zoho Notebook as a replacement. I am impressed so far - if it were not for critical need to import legacy Evernote notes, I would 100% migrate to

    • Cannot see Application from Lookup field

      Hi all, I am trying to access data for an application on our account via a lookup field; however, the application doesn't appear in the dropdown at all. Can anyone shed any light on this, please? I have asked Zoho support; however, they're just as confused,

    • Zoho CRM Meetings Module Issues

      We have a use-case that is very common in today's world, but won't work in Zoho CRM. We have an SDR (Sales Development Rep) who makes many calls per day to Leads and Contacts, and schedules meetings for our primary Sales Reps. He does this by logging

    • Zoho Books integration sync from Zoho CRM does not work

      Hi Zoho Community & Zoho Support We just tried to get a sync some products into Zoho Books from CRM using the native sync and we're getting an error: "It looks like some mandatory fields you're trying to map are empty. Please provide valid field names

    • Disable Auto Send Email Notification in Invoice Creation

      Here is what I am facing Make payment via Razor Pay (All Good) Capture payload data on my webapp Send this data, along with other data to Zoho books to create the invoice However in this step - An email goes to the client + The Invoice remains as draft

    • P & L Sub-categorized accounts

      How can I show sub-categorized Income and Expense accounts on the P & L report?

    • Report showing Bill Details with Project and Sales Invoice Number

      Hi There, I am hoping that someone can help, I am looking for report that can show the bill and expense details along with project its as assigned to and the invoice number that the sales has been raised in. The goal is I can filter a customer/project

    • Advanced Payment for Inventory Items with serial numbers

      Hello, We sell equipment that we track the unique serial numbers on using Sales Orders. We can charge the customers an advanced payment, then the balance on delivery. We cannot figure out a way to do this in Books/Inventory: - Cannot part invoice a SO

    • Is it possible to restrict ZCRM user to see only custom views created by administrator

      I have segmented data in my CRM and I want to allow different users to be able to see only parts of it based on some criteria. I've tried to create and share a custom view, but then there is always an option for user to see all open lead for example.

    • Issues Logging into ZOHO

      Hello, one of my coworkers is having issues logging into ZOHO, she has requested a code when entering and the email is correct but she has not received the code. can you help us with this?

    • Google Fonts Integration in Pagesense Popup Editor

      Hello Zoho Pagesense Team, We hope you're doing well. We’d like to submit a feature request to enhance Zoho Pagesense’s popup editor with Google Fonts support. Current Limitation: Currently, Pagesense offers a limited set of default fonts. Google Fonts

    • Add Popup Rejection Metrics to Reports

      Hello Zoho PageSense Team, We would like to request improved reporting for popup interactions. Current Limitation: PageSense currently provides conversion data, but there is no clear visibility into: Popup rejections Popup closes (✕ button clicks) Dismissals

    • Ability to Reset / Reinitialize Popup Cookies

      Hello Zoho PageSense Team, We would like to request the ability to manually reset popup cookies. Current Limitation: At the moment, it is not possible to initiate a new popup cookie from the our side. Visitors who rejected or closed a popup will not see

    • Control Popup Cookie Expiration Duration

      Hello Zoho PageSense Team, We would like to request an enhancement related to popup cookie management. Current Limitation: Currently, PageSense popup cookies remain active for 365 days, and this duration cannot be modified by us. If a visitor closes or

    • Clone / Export Popup Design Across PageSense Projects

      Hello Zoho PageSense Team, We hope you’re doing well. We would like to request an enhancement that allows popup designs to be reused across different PageSense projects. Problem Statement: Currently, Zoho PageSense allows popups to be duplicated only

    • Are there settings for hyperlinks?

      Clicking a hyperlinked cell in Sheet creates this little pop-up with the actual hyperlink inside. Is it possible to have a 1-click link where if you click the cell it opens the link directly with no pop-up?

    • Automatically include all ticket attachments in the ticket resolution email

      Hello Zoho Community, We are implementing Zoho Desk in a real customer-facing production environment and have run into a limitation that is becoming a blocking requirement for our clients. The problem When a ticket is closed or resolved, Zoho Desk sends

    • Keep Zoho People Feature Requests in the Zoho People Forum

      Hello Zoho People Product Team, Greetings. We would like to submit a feature request regarding the handling of feature requests themselves, specifically for Zoho People. Issue: Feature Requests Being Moved to Zoho One Zoho People feature requests are

    • Can I write a check in Zoho Books with no associated bill?

      This currently does not seem possible, and I have a client that desperately needs this function if I am able to convert them with Quickbooks. Thank you in advance for your reply. 

    • Finding text within a ticket: Expand All or Search this Ticket

      The auto-collapse feature within a ticket is nice for screen scrolling, however it makes it difficult to find text within the ticket if the email is collapsed. In fact you cannot find text if it is collapsed. I would like to propose a feature that allows

    • Books & Desk. Client mapping

      Hi, I’ve been using Zoho Books for several years and am now looking to improve my customer service. I'm experimenting with Zoho Desk and want to sync and map my client data from Zoho Books. However, it seems that mapping requires both contacts to have

    • String handling

      If I cut a currency string from a quote and try and paste it into the Deal "Amount", it will fail unless I manually delete any commas. Dollar signs are no problem, but comma's seem to fail. Please correct this Input Validation error.

    • Allow Stripe Credit Card and Stripe ACH payment methods to be enabled separately on an invoice.

      I need to be able to pick at the invoice level whether Stripe Credit Card and/or Stripe ACH payment methods are available. Currently, I'm not able to select from the two Stripe payment methods individually on an invoice. However, there are some larger

    • SKUs for Invoices, POs, etc.

      It doesn't appear that one can enable SKU display on invoices, POs, etc. This is problematic, and I don't see a good reason why this shouldn't be an option. Some of our vendors and customers use this in their system. Every other identifier code is available

    • Feature Request - Allow Customers To Pick Meeting Duration

      Hi Bookings Team, It would be great if there was an option to allow customers to pick a duration based on a max and minimum amount of time defined by me and in increments defined by me. For example, I have some slots which are available for customers

    • YouTube Live streaming? how to? Zoom has this feature, built-in. Can't find it on zoho meetings.

      YouTube Live streaming? how to? Zoom has this feature, built-in. Can't find it on zoho meetings.

    • Feature Request - A Way To Search Item Groups

      Hi Inventory Team, I can't find any way to filter or search by fields of Item Groups. It would be great to see that functionality added. I have a use case where a single product might come from 5 or more suppliers and each supplier's item is an Item in

    • Feature Reqeust - Include MPN In Selectable FIelds

      I have noticed that the MPN is not available to show in the list view of Items. Please consider adding it as EAN, UPC and ISBN are all available, so it doesn't make much sense to exclude this similar option. Thanks for considering my feedback.

    • Feature Request - Option To Hide Default System Fields on Items

      Hi Zoho Inventory Team, As far as I know it is not possible to hid some of the defult system fields on Items, such as UPC, MPN, EAN, ISBN. A good use case is that in many cases ISBN is not relevant and it would be an improved user experience if we could

    • Campaigns does not work!

      I am running into so many problems trying to use Zoho Campaigns, that I am seriously considering dropping the app from my (shrinking) list of Zoho applications I actually use. Apart from having to fight the software trying to create a design and email,

    • Feature Request - Make Available "Alias Name" Field In Item List View

      Hi Zoho Inventory Team, I have noticed that the "Alias Name" field does not appear on the list of selectable columns in the Customise Columns feature in the Items module. This would be very useful to see for businesses who are using the Alias Name field

    • product name field issue-n8n

      Hey guys, I have a question. I want to create a new product using the workflow. The problem is with the product name field; I don't know how to fill it in. The workflow starts with retrieving information from the leads table, retrieving links to scrape

    • How to filter Packages in zoho inventory api

      Hi Team, I want to perform some tasks in a schedular on the packages which are in "Shipped" state. I tried to use filter_by in my api call but in return I get response as {"code":-1,"message":"Given filter is not configured"} My Api request is as follows

    • CRM

      Is anyone else experiencing this issue? Our company is not moving out of using Gmail's web app. It just has more features and is a better email program than Zoho Mail. Gmail has an extension (Zoho CRM for Gmail) that we're using but we've found some serious

    • Syncing with Google calendar, Tasks and Events

      Is it possible to sync Zoho CRM calendar, task and events with Google Calendar's tasks and events. With the increasing adoption by many major tool suppliers to sync seamlessly with Google's offerings (for instance I use the excellent Any.do task planning

    • How can i view "Child" Accounts?

      It can be very useful in our field of business to know the parent-child account relationship. However, there seems to be a shortcoming in the parent account view: no child account list. How can we view the child accounts per each account?

    • Next Page