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 - 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

      • Zoholics Europe 2025: Your Ultimate Data Analysis (Zoho Analytics) Workshop Experience

        Why should you attend? This year, Zoholics Europe 2025 is putting data analysis centre stage. With a dedicated workshop designed to answer all your data-related questions, you’ll gain practical skills, real-time solutions, and expert insights that you

        • Recent Topics

        • Alias Email Id already exists

          Hi, I just verified my domain sesque (dot) com and now I am trying to create the admin account using admin (at) sesque (dot) com, but I am getting an error saying "Alias Email Id already exists". I used to have another Zoho account with this email address,

        • Unable to connect to smtp server, connection timed out

          Hi Team, I am facing below issue, while sending out emails from thunderbird client. It used to work, facing this issue from morning. Error: Sending of the message failed. The message could not be sent because the connection to Outgoing server (SMTP) smtp.zoho.com

        • javax.mail.authenticationfailedexception 535 authentication failed

          Hi, I am facing 535 authentication failed error when trying to send email from zoho desktop as well as in webmail. Can you suggest to fix this issue,. Regards, Rekha

        • Client Portal ZOHO ONE

          Dear Zoho one is fantastic option for companies but it seems to me that it is still an aggregation of aps let me explain I have zoho books with client portal so client access their invoice then I have zoho project with client portal so they can access their project but not their invoice without another URL another LOGIN Are you planning in creating a beautiful UI portal for client so we can control access to client in one location to multiple aps at least unify project and invoice aps that would

        • Zoho Creator customer portal users

          Hi, I'm in a Zoho One subscription with our company. I'm running a project now that involves creating a Zoho Creater application and using the Zoho Creator Customer Portal.  At most we need 25 customer portal users. In our Zoho One plan we only get 3

        • DKIM Verification Failed (Namecheap)

          Hi! I have already set up the TXT records in Namecheap but I keep getting the "Verification Failed" pop up. Was wondering if I'm the only one who has this problem and can anyone help me with this? Thanks!

        • Emails stuck in Queue

          Hi there, Since yesterday I have a few out going emails stuck in a queue. It say it will auto retry sending however nothing is happening. It seems to be affecting roughly 50% of my outgoing emails. Please help Thanks

        • Soft Bounce from transational emails from BREVO (Sendinblue)

          I manage the website of a client who uses your EMAIL service for the domain floranativadobrasil.com. And I use the BREVO email service, previously called SendinBlue, to send transactional emails about events specific to the website. All emails sent to

        • Ability to Edit YouTube Video Title, Description & Thumbnail After Publishing

          Hi Zoho Social Team, How are you? We would like to request an enhancement to Zoho Social that enables users to edit YouTube video details after the video has already been published. Your team confirmed that while Zoho Social currently allows editing the

        • Introducing Multi-Asset Support in Work Orders, Estimates, and Service Appointments

          We’re excited to announce a highly requested enhancement in Zoho FSM — you can now associate multiple assets with Work Orders, Estimates, and Service Appointments. This update brings more clarity, flexibility, and control to your field service operations,

        • Getting an error Address not found Your message wasn't delivered

          Hey, I'm trying to configure zoho mail for my website https://businessentity.org/ The email is meredith.karter@businessentity.org I'm able to successfully send the mails but when someone sends an email to above mail, this error shoots up: Address not

        • Support Uploading YouTube Videos Longer Than 60 Minutes

          Hi Zoho Social Team, How are you? We would like to request support for uploading YouTube videos longer than 60 minutes directly through Zoho Social. Your support team informed us that Zoho Social currently cannot upload videos over 60 minutes due to “API

        • Need Faster Help? Try Live Chat Support

          Hello there, We understand that sometimes, whether you’re facing an issue, exploring a feature, or need quick clarification, sending an email and waiting for a response just doesn’t cut it. You need answers, and you need them now. That’s exactly why we

        • Can't deactivate Spell Check

          Hi Community, right now I'm using the Zoho Mail Desktop-Software. So far, so good.. many possibilities. Overall very nice. What is extremely annoying right now, is that we are not able to deactivate the Spell Check feature. And we are barely able to focus

        • Zoho Toolkit Email Signature Generator

          I'm having real issues with the email signature generator with no matter where I host the photo, Zoho doesn't seem to show the photo on the link provided?

        • Company Policy Upload - Request All EE to review and sign

          How can I upload policies into Zoho People and have the employees review them and sign off saying they agree, etc.? Also, if I make a revision to a policy, I would like that changed or updated policy to be distributed or have the employees notified that

        • Zoho Sign Global Settings vs. Template and Document

          Hello, We are running into an issue on a current use case. We already use Zoho Sign. Now that KBA is available, we want to begin using it in our tax delivery process, by allowing clients to sign electronically, but also download a copy of their return

        • Zoho Mail Desktop Crashes on Linux - Ubuntu 24 LTS

          Hi, I have been trying to run the desktop app on Ubuntu for the past few day with no luck. I have tried both the .deb package and the appImage. When I attempt to open the app. It just crashes immediately. The crash error dialog appeared once and I cant

        • Can't login to Zoho mail

          I'm logged into Zoho but when I try to go in zoho mail I get: Invalid request! The input passed is invalid or the URL is invoked without valid parameters. Please check your input and try again. I just set up my mx records and stuff with namecheap a few

        • Zoho IP blocked by SpamCop

          Hi, Many of my emails are blocked and I receive this:  INVALID_ADDRESS, ERROR_CODE :550, ERROR_CODE :spamcop.mimecast.org Blocked - see https://www.spamcop.net/bl.shtml?136.143.188.51. - https://community.mimecast.com/docs/DOC-1369#550 [DGwIYPPSOfWI

        • Differences between Zoho Books and Zoho Billing

          Without a long drawn out process to compare these. If you were looking at these Books and Billing, what made you opt for one and not the other. Thanks

        • Custom validation in CRM schema

          Validation rules in CRM layouts work nicely, good docs by @Kiran Karthik P https://help.zoho.com/portal/en/kb/crm/customize-crm-account/validation-rules/articles/create-validation-rules I'd prefer validating data input 'closer to the schema'

        • No Ability to Rename Record Template PDFs in SendMail Task

          As highlighted previously in this post, we still have to deal with the limitation of not being able to rename a record template when sent as a PDF using the SendMail Task. This creates unnecessary complexity for what should be a simple operation, and

        • Server error when trying to Data > Sort > Custom Sort

          Been using Data > Sort > Custom Sort for a while, now it has suddenly stopped working. When selecting the same data range and trying to execute, I get "Sorry! There was a problem saving your last edit. Please try again."

        • To Assign a genrated pdf to a file upload field using delug

          content = "<html><body>HTML Content on page One <div style='page-break-after:always'></div> HTML Content on page Two </body></html>"; file = zoho.file.convertToPDF(content); file.setFileName("Name of the file"); <variableName> = <FormLinkName>[ID == input.ID];

        • TArgets To Accounts (Modules)

          How can i set sale target to Customers (Accounts Module)

        • Breaking barriers with multilingual WhatsApp templates in IM

          Ever wondered what it feels like to be greeted in your own language by a brand you love? A “Welcome!” feels nice, but a “¡Bienvenido!” or “स्वागत है!” feels personal. In today’s global world, conversations often need to cross both time zones and cross

        • Super Admin Logging in as another User

          How can a Super Admin login as another user. For example, I have a sales rep that is having issues with their Accounts and I want to view their Zoho Account with out having to do a GTM and sharing screens. Moderation Update (8th Aug 2025): We are working

        • How to share private Opportunities with whole org at an account level

          Opportunities are currently set to private, so our sales team only sees their own opportunities, along with their manager and upper leadership. The need is the ability for the rest of the Org to see the opportunities at an account level, not within the

        • New in Smart Prompt: Record Assistant for contextual assistance, and support for new AI models

          Smart Prompt helps teams stay informed and move faster by providing relevant suggestions where work happens in CRM. With this update, Smart Prompt becomes more adaptable to your organization’s AI preferences. You can now choose which Large Language Model

        • Problema Verificacion con proveedor NIC.AR

          No puedo realizar la verificación del correo, he seguido los pasos indicados y configurado los MX. Y no puedo verificar el correo. He leido en el foro que otros han tenido el mismo problema. Alguno pudo solucionarlo?

        • How to remove some users in zoho accounts

          How to remove some users in Zoho accounts.

        • Unified Inbox for all, including fetched mails

          I fetch mails from different third-parties mailboxes. But I need to switch mailbox too see fetched mails. It's strange. All mailboxes have one shared disk space for own mail and fetched mail, but why do we need to switch mailbox (on the left bottom) to

        • Whatsapp Limitation Questions

          Good day, I would like to find out about the functionality or possibility of all the below points within the Zoho/WhatsApp integration. Will WhatsApp buttons ever be possible in the future? Will WhatsApp Re-directs to different users be possible based

        • Users Not Automatically Being Added To WorkDrive Team

          I have already created a ticket for this issue, but the support team doesn't seem to understand what's happening. Our organization started with a trial of Zoho Workplace around November 10, 2025. I created 10 users, including myself. I sent out the invites,

        • Synchronization between Gmail and Zoho Mail

          Hello! I am using Zoho Mail within the Zoho One platform. I have completed the basic setup and added all the required DNS records with our domain provider. Our goal is to set up two-way synchronization between our current Gmail inbox and Zoho Mail, but

        • IMAP login problem

          I have my domain hosted with zoho @wilson.ie I have added a new user and have enabled IMAP access to this user account The user can login to zoho mail on the web. When we enter the server settings into Outlook as per below, Outlook cannot login to the

        • Contact data removes Account data when creating a quote

          Hi, Our customer has address fields in their quote layout which should be the address of the Account. They prefill the information, adding the account name - the address data is populated as per what is in the account - great. However when they then add

        • Changes to subform in Zoho CRM Portal Timeline History Unavailable

          Hi Support Team, We have noticed a feature limitation in the Zoho CRM portal. We created a portal for our vendors to edit records directly, but when vendors make updates, the Modified Time and Date fields are not being updated. Additionally, these updates

        • This mobile number has been marked spam. Please contact support.

          Hi Support, Can you tell me why number was marked as spam. I have having difficult to add my number as you keep requesting i must use it. My number is +63....163 Or is Zoho company excluding Philippines from their services?

        • Next Page