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 - 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.

    • Invitation-Based User Access in Zoho Analytics

      Hello everyone, We’re rolling out an important update on how users are added to your Zoho Analytics Organization and Workspaces. Previously, when admins added users, they were automatically added to the organization. Moving forward, to improve security

    • Recent Topics

    • 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

    • 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

    • Zoho Creator to Zoho CRM Images

      Right now, I am trying to setup a Notes form within Zoho Creator. This Notes will note the Note section under Accounts > Selected Account. Right now, I use Zoho Flow to push the notes and it works just fine, with text only. Images do not get sent (there

    • 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.

    • What's new in Zoho Sheet: Simplify data entry and collaboration

      Hello, Zoho Sheet community! Last year, our team was focused on research and development so we could deliver updates that enhance your spreadsheet experience. This year, we’re excited to deliver those enhancements—but we'll be rolling them out incrementally

    • WebDAV / FTP / SFTP protocols for syncing

      I believe the Zoho for Desktop app is built using a proprietary protocol. For the growing number of people using services such as odrive to sync multiple accounts from various providers (Google, Dropbox, Box, OneDrive, etc.) it would be really helpful

    • Consolidated report for multi-organisation

      I'm hoping to see this feature to be available but couldn't locate in anywhere in the trial version. Is this supported? The main aim to go to ERP is to have visibility of the multi-organisation in once place. I'm hopeful for this.

    • 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

    • Error Logs / Failure logs for Client Scripts Functions

      Hi Team, While we are implementing client scripts for the automation, it is working fine in few accounts but not working for others. So, it would be great if we can have error Logs for client scripts also just like custom functions. Is there any way that

    • Welcome to the Zoho ERP Community Forum

      Hello everyone, We are thrilled to launch Zoho ERP (India edition), a software to manage your business operations from end to end. We’ve created this community forum as a space for you to ask questions, comment answers, provide feedback, and share your

    • Support for Custom Fonts in Zoho Recruit Career Site and Candidate Portal

      Dear Zoho Recruit Team, I hope you're doing well. We would like to request the ability to use custom fonts in the Zoho Recruit Career Site and Candidate Portal. Currently only the default fonts (Roboto, Lato, and Montserrat) are available. While these

    • 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

    • Making an email campaign into a Template

      I used a Zoho Campaign Template to create an email. Now I want to use this email and make it a new template, but this seems to be not possible. Am I missing something?

    • 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

    • Marketing Automation

      L.S. Marketing Automation is and has always been part of the Zoho One bundle - according to the information provided on the Zoho Website. Why when I open Marketing Automation do I get the following message?: "Your trial has expired. We hope you enjoyed

    • Cliq iOS can't see shared screen

      Hello, I had this morning a video call with a colleague. She is using Cliq Desktop MacOS and wanted to share her screen with me. I'm on iPad. I noticed, while she shared her screen, I could only see her video, but not the shared screen... Does Cliq iOS is able to display shared screen, or is it somewhere else to be found ? Regards

    • Bigin, more powerful than ever on iOS 26, iPadOS 26, macOS Tahoe, and watchOS 26.

      Hot on the heels of Apple’s latest OS updates, we’ve rolled out several enhancements and features designed to help you get the most from your Apple devices. Enjoy a refined user experience with smoother navigation and a more content-focused Liquid Glass

    • project 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

    • Claude + MCP Server + Zoho CRM Integration – AI-Powered Sales Automation

      Hello Zoho Community 👋 I’m excited to share a recent integration we’ve worked on at OfficehubTech: ✅ Claude + MCP Server + Zoho CRM This integration connects Zoho CRM with Claude AI through our custom MCP Server, enabling intelligent AI-driven responses

    • Automatic Matching from Bank Statements / Feeds

      Is it possible to have transactions from a feed or bank statement automatically match when certain criteria are met? My use case, which is pretty broadly applicable, is e-commerce transactions for merchant services accounts (clearing accounts). In these

    • 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

    • ZOHO add-in issue

      I cannot connect ZOHO from my Outlook. I am getting this error.

    • Automate pushing Zoho CRM backups into Zoho WorkDrive

      Through our Zoho One subscription we have both Zoho CRM and Zoho WorkDrive. We have regular backups setup in Zoho CRM. Once the backup is created, we are notified. Since we want to keep these backups for more than 7 days, we manually download them. They

    • 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

    • IMAP mail after specify date

      Hi My customer's mail server is on premise and mail storage is very huge. So It never finish sync. and finally stop sync. Cloud CRM have a option like zoho mail sync mail after some date.

    • 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?

    • Ability to assign Invoice Ownership through Deluge in FSM

      Hi, As part of our process, when a service appointment is completed, we automated the creation of the invoice based on a specific business logic using Deluge. When we do that, the "Owner" of the invoice in Zoho FSM is defaulted to the SuperAdmin. This

    • Import Error: Empty values for mandatory fields - Closing Date

      Hello,  I've tried multiple times to import a CVS Potential list from another Zoho account. But the error message I get is:  Empty values for mandatory fields - Closing Date There are valid dates in this field, so I don't understand why this error messages comes up, and it won't import. It's in the format Zoho exports CVS files in, so it should not have any problems reading it.. any suggestions?  Thanks!

    • Next Page