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

    • 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?

    • Function #11: Apply unused credits automatically to invoices

      Today, we bring you a custom function that automatically applies unused credits from excess payments, credit notes, and retainer payments to an invoice when it is created. Prerequisites: Create a Connection named "zbooks" to successfully execute the function.

    • Duplicating report but custom layout does not

      Dear Zoho Creator, I need to duplicate a report into 10 copies, but unfortunately the custom layout (detail view) doesn’t copy along with it. I tried exporting and importing the custom layout, but the field mappings are incorrect. I believe everyone are

    • Credit Card Readers?

      We would like to use our commerce website at conferences (and eventually in store) to swipe credit cards to pay for orders. How would we accomplish this? Does Zoho have anything available for a developer write code to integrate something like Stripe Terminal

    • Stock count by bin location

      Is there a configuration to make a stock count by bin or area and not by product. these is useful to manage count by area Regards

    • Add Prebuilt "Partner Finder" Template with Native Zoho CRM Integration in Zoho Sites To: Zoho Sites Product Team

      Hi Zoho Team, We hope you're doing well. We would like to request a prebuilt "Partner Finder" template for Zoho Sites, modeled after your excellent implementation here: 🔗 https://www.zoho.com/partners/find-partner-results.html ✅ Use Case: Our organization

    • How Do I Refund a Customer Directly to Their Credit Card?

      Hi, I use books to auto-charge my customers credit card. But when I create a credit note there doesn't seem to be a way to directly refund the amount back to their credit card. Is the only way to refund a credit note by doing it "offline" - or manually-

    • Zoho Learn Course Completion Notifications/Triggers/API

      Zoho Learn works great and will suit our course creation needs, but it appears to be lacking a bit when it comes to integration with other Zoho services (creator etc.) when it comes to course completion. 1) Is there an API or Zoho Flow trigger for when

    • Enhanced Recording Permission Controls for Zoho Cliq Meetings (Similar to Zoom)

      Hello Zoho Cliq Team, We hope you are doing well. We would like to request an enhancement to the recording permission functionality in Zoho Cliq Meetings. Current Limitation: in Zoho Cliq Only hosts and co-hosts can record a meeting. Participants cannot

    • Phone Connection

      When on a call the person on the other end complains that there is static, I am cutting in and out or they can't hear me all. This happens on the cell connection as well.

    • Can't add a sender adress from zoho campaigns

      hi, I need to change the sender address for a campaign.  When i try to add it i get a message to say 'duplicated email address found while adding your sender address'.  This is the first campaign i'm sending so I don't understand why this message is displayed? Thanks Jane 

    • Allow customers to choose meeting venue and meeting duration on booking page

      My business primarily involves one-to-one meetings with my clients. Given the hybrid-work world we now find ourselves in, these meetings can take several forms (which I think of as the meeting "venue"): In-person Zoom Phone call I currently handle these

    • This domain is not allowed to add. Please contact support-as@zohocorp.com for further details

      I am trying to setup the free version of Zoho Mail. When I tried to add my domain, theselfreunion.com I got the error message that is the subject of this Topic. I've read your other community forum topics, and this is NOT a free domain. So what is the

    • This user is not allowed to add in Zoho. Please contact support-as@zohocorp.com for further details

      Hello, Just signed up to ZOHO on a friend's recommendation. Got the TXT part (verified my domain), but whenever I try to add ANY user, I get the error: This user is not allowed to add in Zoho. Please contact support-as@zohocorp.com for further details I have emailed as well and writing here as well because when I searched, I saw many people faced the same issue and instead of email, they got a faster response here. My domain is: raisingreaderspk . com Hope this can be resolved.  Thank you

    • Export History timeline

      Hi, I have an idea, bout zoho desk history of the ticket it would be great if the agent or admin of the zoho desk can export the timeline of the ticket history for agent report or on other matter.

    • Desk fails to create a new ticket on Reply email

      When I send a direct email to support@mysite.com, Desk will create a new ticket as expected. When I REPLY to an email sent from support@mysite.com, Desk will NOT generate a new ticket. This is very bad. How can I fix this? Use case: In a separate system

    • Ask the Experts 25: Experience the full spectrum of Zoho Desk’s autumn and spring releases for 2025

      Hello Everyone, We’re on the 25th episode of our ATE series! It's a true milestone in our live community interactions! It’s been an amazing journey since we started in October 2018. Zoho Desk has come a long way, evolving with the support of a wonderful

    • Addin Support in Zoho Sheet

      Is there any addin support available in zoho sheet as like google marketplace to enhance productivity by connecting with other apps, providing AI data analysis, streamlining business processes, and more?

    • Zoho Books | Product updates | November 2025

      Hello users, We’ve rolled out new features and enhancements in Zoho Books. From translating email notification templates to the new transaction locking restrictions, explore the updates designed to enhance your bookkeeping experience. Making Tax Digital

    • Function #61: Automatically add free item to the invoice based on item quantity

      Hello everyone, and welcome back to another Custom Function Friday! During holiday seasons or special promotions, businesses offer deals like BOGO (Buy One, Get One), Buy 3 Get 1 Free, Buy 2 at 50% off, and much more to attract customers. These promotions

    • Notes for Items for Future Purchase Order

      Next time when I order an item, tau have to make some changes in it, that order has to be placed after 4-5 months, I want to save those changes or points somewhere in the item, how will that be possible..

    • Schemes of different tyoe

      How can easily apply hourly, day wise or month wise  schemes on Bill, Quantity, and other schemes. Like I want to apply a scheme  Form today to next 7 days .where i can mention in zoho books so scheme will implement automatically to all customers and

    • Clients not receiving emails

      I've been informed that my emails are not being received. Is there anything that I should look into to rectify this? Many thanks!

    • Free Plan mail accounts details

      In the zoho mail pricing there's a free plan that includes: FREE PLAN Up to 25 Users 5GB* /User, 25MB Attachment Limit Webmail access only. Single domain hosting. I need to make sure that I'm able to create multiple email accounts in the form of: name@domain.com

    • ZOHO Mail App Not working

      There seems to be an issue with Zoho Mail App today. It is not connecting to server, internet is working fine, tried uninstalling app and reinstalling, loading circle keeps spinning round. Is there an update on the way?

    • No more IMAP/POP/SMTP on free plans even on referrals with NO NOTICE

      Outraged. Just referred a colleague to use her domain (not posting it publicly here) to Zoho, just as I have other colleagues, clients, friends. Expected the exact same free plan features as I have and as everyone else I ever referred got. I was helping

    • Unable to receive email - "5.3.0 - Other mail system problem 554-'5.2.3 MailPolicy violation Error delivering to mailboxes'"

      My users are unable to receive emails from one particular domain, apparently. The domain known to be kicked back is whitelisted in the spam control. I sent an email to support earlier this morning but I have not received a reply. The error in the title

    • Caixa de saída bloqueada. Como desbloquear?

      Olá, meu e-mail isabela.celli@sivirino.com está com a caixa de saída bloqueada. Não consigo enviar e-mails. Acredito que tenha sido porque mandei o mesmo e-mail para várias pessoas, pedindo uma cotação de serviço. Vocês podem desbloquear para mim? Quantos

    • Next Page