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

    • Delete my store of Zoho commerce

      Hi Team, I want to delete my stores of commerce. Please help me asap. Looking for the positive response soon. Thanks Shubham Chauhan Mob: +91-9761872650

    • Delete Inactive Zoho Accounts - Access Cleanup_User Id: 60001640923

      As part of our Zoho access hygiene, we’ve reviewed and deactivated several inactive user accounts. These accounts have not been used in the past year and are no longer tied to active operations. All access rights have been revoked, and records retained

    • No feedback from Zoho Books regarding Yodlee feeds for Investec

      I reported on 6 Feb 2025 that the Bank Feeds for Investec bank via Yodlee are not working. To date there has been no resolution. You are charging us for a suite of products where the functionality does not work. Please advise how you will refund me for

    • Inappropriate Removal of Features

      It's the first with any software where I am experiencing that an existing customer has some of his exiting features removed. Moreover, new Zoho One users are paying less than us. Is this going to be Zoho's "normal behaviour". If so, it is going to be

    • Filtering report embeded in page

      Right now we are using a page variable to filter a report on a page. However, it being a page variable makes it reset if you go to another report/form, we want the filter to be kept the same. I tried using an application variable according to zoho you

    • Zia summarizes your IM bot chats in real time

      Hello everyone! Let's say you’re an agent taking over a chat where a customer was booking a flight through a bot on WhatsApp. They've already shared key details, like their destination, travel date, and number of passengers. You need to understand the

    • Megamenu

      Finally! Megamenu's are now available in Zoho-Sites, after waiting for it and requesting it for years! BUT ... why am I asked to upgrade in order to use a megamenu? First: Zoho promised to always provide premium versions and options for all included Zoho-applications

    • Cancel and refund

      Hi, Yesterday I paid for the Zoho email subscription. Within a few minutes, I realized that the subscription counts one email ID as one user. To make another email ID for the same domain name, I'd have to pay for another user. I emailed right away to

    • One Contact with Multiple Accounts with Portal enabled

      I have a contact that manages different accounts, so he needs to see the invoices of all the companies he manage in Portal but I found it not possible.. any idea? I tried to set different customers with the same email contact with the portal enabled and

    • Kaizen# 209 - Answering Your Questions | All About Client Script

      Hello everyone! Welcome back to another exciting Kaizen post! Thanks for all your feedback and questions. In this post, let's see the answers to your questions related to Client Script. We took the time to discuss with our development team, carefully

    • To Do: shareable task links without login

      Hi! I’m using Zoho Mail and ToDo in my daily work, and I’ve run into one limitation that’s a real blocker for me. Right now, to share tasks with managers or directors, they need to have a Zoho account and be added to a group. In practice, many of them

    • Ability to turn off "Would you like this amount to be reflected in the Payment field?" message

      Team, Is there any way to turn off the message" Would you like this amount to be reflected in the Payment field?" when I make a payment? This is so annoying. This happens EVERY TIME I put an amount in the Payment Made field.

    • Unlock agreement intelligence with Zoho Sign's latest AI updates

      Hello! If you've been struggling with long, complex agreements and spending way too much time on them, here's exactly what you'll want to hear: Zoho Sign now integrates with OpenAI's ChatGPT to make agreement management smarter and simpler. Acting like

    • Currency abbreviations

      Hello, Im stuck, and need help. I need the currency fields for example, opportunity value, or total revenue, to be abbreviated, lets say for 1,000 - 1K, 1,000,000 - 1M, and so on, how should I do this?

    • Embed Sign Document

      Has anyone tried embedding a document in a webpage? I'm building a webpage (using PowerPage) and I'm trying to embed it using an iframe then I got this error: Refused to display 'https://sign.zoho.com/' in a frame because it set 'X-Frame-Options' to

    • We’re transitioning from Zoho ShowTime to TrainerCentral

      Hello everyone, Zoho ShowTime was originally built as a training platform to serve training agencies, HR teams, and individual trainers. As the platform grew, we realized that more creators and businesses could benefit from its capabilities. That’s why

    • Emails Are Not Being Delivered to My Inbox

      Hello Zoho Support Team, I am experiencing an issue with my Zoho Mail account. The most important problem is that emails are not being delivered to my inbox. Details: My Zoho Mail address: info@coreforcelife.com What happens: I am not receiving any incoming

    • Radar In Focus: Track customer support metrics using Radar's static reports

      Hello everyone, Welcome back to the Radar In Focus series, where we explore how Radar features can add value to your business. In this episode, we're looking at Radar static reports. The help desk is filled with vast amounts of data that can be analyzed

    • Mail ToDo & Tasks Webhooks

      Our company uses Zoho ToDo inside Mail to manage our tasks. When I create a task and assign it to a team member it does not notify them unless I add a reminder via mail. I'm trying to create a webhook for when a task is created to send a cliq message

    • Allocating inventory to specific SO's

      Is there a way that allocate inventory to a specific sales order? For example, let's say we have 90 items in stock. Customer 1 orders 100 items. This allocates all 90 items to their order, and they have a back order for the remaining 10 items which could

    • Improved UI for a Seamless User Experience - Calls, Tasks, and Meetings

      Hello all, We are making UI unification across CRM so that the UI experience is seamless across the product. As part of that effort, we have made changes to the details page of activity-based module records—Meetings, Calls, and Tasks. Let's look at these

    • Where can I find rejected inbound mails and their reason for rejection

      Hi, I was recently made aware by a mailing list which I am subscribed to (ffmpeg-devel@ffmpeg.org) that my Zoho mail Mail account is rejecting some emails. If I look under Admin Panel > Security & Compliance > Quarantine > Incoming, the list there is

    • Refund

      Hi There, Please refund me asap possible, because of no support given. Thank you

    • تغيير عمله الدفع"Change payment currency"

      ما هى طريقه تغيير عمله الدفع "ما هي طريقة تغيير عملة الدفع؟"

    • How do I fix this? Unable to send message; Reason:554 5.1.8 Email Outgoing Blocked.

      How do I fix this? Unable to send message; Reason:554 5.1.8 Email Outgoing Blocked.

    • Attention API Users: Upcoming Support for Renaming System Fields

      Hello all! We are excited to announce an upcoming enhancement in Zoho CRM: support for renaming system-defined fields! Current Behavior Currently, system-defined fields returned by the GET - Fields Metadata API have display_label and field_label properties

    • Zia's ability to generate and improve content extended to Desk mobile app (iOS and Android)

      In support, agents will have to understand customers' pain points completely to provide empathetic personalized solutions and a positive experience. However, at times, agents might find it challenging to comprehend the customer issues and connect with

    • BANK FEED - MAYBANK , provider from YODLEE IS NOT WORKING

      As per topic, the provider YODLEE is not working for the BANK FEED. It have been reported since 2023 Q3, and second report on 2023 Q4. now almost end of 2024 Q1, and coming to 2024 Q2. Malaysia Bank Maybank is NOT working. can anyone check on this issue?

    • Zoho Sign product updates - Q3 2025

      Hello everyone! Q3 was all about AI. Here's the list of features and enhancements that have gone live, along with a list of what we have in pipeline for the last quarter: AI-powered agreement management Sending documents and authenticating recipients

    • Zoho sites header

      Good day, Im stuck with this situation. I choose a template for my website creation. I have tweaked every instance of the visual editor, regarding the header, I have created created customize fonts presets... I have followed every single step. and my

    • Quick Create needs Client Script support

      As per the title. We need client scripts to apply at a Quick Create level. We enforce logic on the form to ensure data quality, automate field values, etc. However, all this is lost when a user attempts a "Quick Create". It is disappointing because, from

    • Kaizen #152 - Client Script Support for the new Canvas Record Forms

      Hello everyone! Have you ever wanted to trigger actions on click of a canvas button, icon, or text mandatory forms in Create/Edit and Clone Pages? Have you ever wanted to control how elements behave on the new Canvas Record Forms? This can be achieved

    • DNS set up

      I want to create an email with my company domain. When I tried to add new record with cloudflare it didn't work. The DNS record can't be manually added. I followed the instruction but still can't add it. Could you help?

    • Pocket from Mozilla is closing shop. Don’t lose your favorites . Move them to Zoho Mail Bookmarks now! 📥🔖

      The end of Pocket shouldn't mean the end of your important links and content. Easily import them into Zoho Mail's Bookmarks and continue right where you left off. You can bring over your entire Saves, Collections, and tags just the way they are. Bookmarks

    • General suggestions

      Hello, I've picked this forum as it is at the top of the list! :) First suggestion: A general forum for issues and comments that are not specific to a particular Zoho application. Second suggestion: Put a link on the home page to "Zoho Identity Access Manager" The first suggestion came about because I didn't know where to post the second! ;) Regards Mark

    • Can't upload attachments.

      I can't upload attachment in Zoho Mail.

    • Need Guidance on SPF Flattening for Zoho Mail Configuration

      Hi everyone, I'm hoping to get some advice on optimizing my SPF record for a Zoho Mail setup. I use Zoho Mail along with several other Zoho services, and as a result, my current SPF record has grown to include multiple include mechanisms. My Cloudflare

    • How use

      Good morning sir I tried Zoho Mail

    • Zoho Mail Desktop App Not Loading + Can’t Manage Multiple Accounts

      Hi everyone, I’ve been having ongoing issues with the Zoho Mail desktop app for the past few weeks. The app starts to load but gives up midway and never actually opens — there’s no error message, it just stops loading. The main reason I use the desktop

    • Error when sending emails from Zoho

      Hello, When trying to send an email from Zoho CRM I keep getting the below error: javax.mail.AuthenticationFailedException: 535 5.7.139 Authentication unsuccessful, the user credentials were incorrect. Any support on this will be much appreciated. Thanks,

    • Next Page