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 – 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

    • [Webinar] Evolving BI & Analytics in the Age of AI

      Artificial intelligence is redefining how data is collected, analyzed, and leveraged across industries. As businesses strive to become more agile and insight-driven, traditional BI and analytics must transform to meet new demands. AI-first organizations

    • Recent Topics

    • Can't upload attachments.

      I can't upload attachment in Zoho Mail.

    • Tip #44 – Get Deeper Insights with Zoho Assist’s Custom Reports – ‘Insider Insights’

      In today’s fast-paced IT environment, having a clear view of your remote support activities is more important than ever. Zoho Assist’s Custom Reports feature gives IT teams the ability to generate tailored reports that provide actionable insights and

    • Message "...does not support more than 100 distinct values..." WHY????

      I get this message on one of my reports: Sorry, Zoho Reports currently does not support more than 100 distinct values in columns. 'Account Name * Sum(Amount),Count(Amount Tier)' contains more than 100 distinct values.  Possibly, you can apply filter to reduce the number of distinct values in 'Account Name' or drop the 'Account Name' field in Rows. I want to list all ACCOUNT NAMES (about 500) with SALES BY ACCOUNT.  What is blocking this?

    • Need Easy Way to Update Item Prices in Bulk

      Hello Everyone, In Zoho Books, updating selling prices is taking too much time. Right now we have to either edit items one by one or do Excel export/import. It will be very useful if Zoho gives a simple option to: Select multiple items and update prices

    • Let's Talk Recruit: Super-charge hiring with Zoho Recruit add-ons

      Welcome back to our Let’s Talk Recruit series! This time, we’re diving into something that might seem like a small upgrade but has a huge impact on recruiter productivity: Zoho Recruit add-ons. Think about how much of your day is spent in your inbox or

    • Vendor Signatures Needed for Purchase Orders

      Hello everyone, We have a unique requirement that necessitates that Vendors & Suppliers formally acknowledge our Purchase Orders upon receipt. I was hoping that there would be an option to do so in Zoho Books, but that does not appear to be the case.

    • Is there an API to "File a Ticket" in Desk

      Hi, Is there an API to "File a Ticket" in Desk to zoho projects?

    • Store "Sign in with Google/Microsoft/GitHub etc." details

      Quite often now, users are using a sign-in provider like Google or Microsoft to sign into various apps and services. It would be great if Vault could remember which providers you use for each website and sign you in with that provider instead of a username

    • Critical Issue: Tickets Opened for Zoho Support via the Zoho Help Portal Were Not Processed

      Hi everyone, We want to bring to your attention a serious issue we’ve experienced with the Zoho support Help Portal. For more than a week, tickets submitted directly via the Help Portal were not being handled at all. At the same time no alert was posted

    • Tip of the Week #72– Assign thread ownership to avoid confusion.

      When teams handle a large volume of emails, managing threads becomes important to stay organized. Without a clear system, duplicate replies, missed follow-ups, or confusion over responsibilities can happen. Thread assignment solves this by designating

    • Unarchive tickets

      How can I manually unarchive tickets?

    • Optimize your Knowledge Base for enhanced accessibility by adding alt tags for images

      Let's learn why alt tags are crucial for your articles. You can add alternative tags (alt tags) and alternative text (alt text) to the images you share on your community forums or when embedding them in articles. Alt tags refer to the HTML attribute,

    • FSM trying again

      have not linked FSM yet to the rest of out Zoho suit. It certainly looks like the apointment and service part is more manageable for our staff. The question is that our engineers multi task examples 1. deliver products to customers not fitted 2. Service

    • Feature Request: Conditional Field Mandatoriness Based on Display Status

      Hello Zoho Creator Team, I would like to suggest an enhancement to improve the flexibility of form validations. Currently, when we need a field to be mandatory only if it's displayed on the form, the only option is to: Set the field as not mandatory in

    • Data Migration Strategies for Moving to a Cloud Solution

      Hi everyone, I’ve been working on moving some of our critical systems, including CRM and project data, to a Zoho cloud solution, and one of the biggest challenges I’ve encountered is data migration. Transferring large volumes of data while keeping it

    • Commerce Order as Invoice instead of Sales Order?

      I need a purchase made on my Commerce Site to result in an Invoice for services instead of a Sales Order that will be pushed to Books. My customers don't pay until I after I add some details to their transaction. Can I change the settings to make this

    • How to set different item selling prices for Zoho Commerce and Zoho Books

      Item selling prices for Zoho Commerce and Zoho Books are in sync. If we update the Item selling price in Books, the same will happen in commerce and vice versa. I need a separate commerce selling price for online users and a separate books selling price

    • Time Entry Notifications

      Hi All - I have support staff who place notes of their work in the time entry section of Zoho Desk. Is there a specific workflow or setting I need to enable to have the ticket holder updated via email when an entry is saved?

    • How to report 'Response violation' OR 'Resolution violation'

      Hi, I want to report on SLA Violation Type. I grouped my tickets on this column. It seems I only get 'Response and Resolution Violation' or 'Not Violated'. The former seems to be given to a ticket if only the Response Time was violated. I would expect

    • [Webinar] Automate sales and presales workflows with Writer

      Sales involves sharing a wide range of documents with customers across the presales, sales, and post-sales stages: NDAs, quotes, invoices, sales orders, and delivery paperwork. Generating and managing these documents manually slows down the overall sales

    • Power of Automation :: Quick way to associate your Projects with Zoho CRM

      A custom function is a software code that can be used to automate a process and this allows you to automate a notification, call a webhook, or perform logic immediately after a workflow rule is triggered. This feature helps to automate complex tasks and

    • Date triggering Workflow rule

      I have a function triggered by a workflow rule. The function takes a date and creates a task for that date and fills in a field with the name of the day for that date. It also updates the status field of the record. The workflow rule is set to run whenever

    • Restricting contact creation

      Hi all! I am looking to use Zoho Desk in a part of the business that takes end user enquiries. These are generally single interactions, and not linked to an account name. As Desk is Account centric, has anyone designed a way to manage these incoming emails

    • Import Holiday Calendars

      HI Zoho Is there anyway of importing an online calendar like https://www.calendarlabs.com into the business hours calendars, to speed up setup of holiday calendars. Also could we also request a feature where you can specify a Holiday as hours, i.e it could be that the company is on a 1/2 day due to a holiday or when it is Eid in the UAE and they are only allowed to work restricted hours so we need the calendar to be flexible to allow for this. Regards Jamie

    • Filtering Tickets based on Email headers

      We're starting to get a lot more junk coming into our Zoho Desk, which is then triggering unnecessary email alerts to agents. Once thing we could do to cut this junk in half, is to filter tickets based on email headers. Any email containing the `List-Unsubscribe`

    • Error 550 5.4.1

      I’ve tried sending an email to someone but keep receiving this back. Any help would be greatly appreciated 

    • Billing Management: #2 Fair way of Billing- Prorated Billing

      Hello, From speaking about the traditional ways of billing in the previous post, we are moving into the deep sea of billing. We are now in a zone to break out the most complex yet, I would call it the fairest way of billing, the Prorated Billing. Prorated

    • 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

    • Has Anyone successfully integrated Zoho and Sage Intact?

      Hey all, We’re evaluating Zoho One + Sage Intacct and I’m trying to connect with anyone who has actually implemented the two together.Specifically, I’d love to know: -- Which functions you kept in Zoho vs. Intacct (e.g., Product Catalog, AR/AP, invoicing,

    • How can I filter a field integration?

      Hi,  I have a field integration from CRM "Products" in a form, and I have three product Categories in CRM. I only need to see Products of a category. Thanks for you answers.

    • Adding image in HTML report page

      Hi, I want to know two things: 1. Can anyone advise how to add an image in HTML report. The tagged used is <img> but what path do I mention for the image to be added in the HTML report. 2. Also, I want to know if I am creating an application for the market

    • How to change view of HTML report based on device but always print in A4

      Hello everyone, I am aware that HTML report view can be configured to adjust according to the screen size like Laptop, Tablet and mobile using media queries. But my concern is no matter on which device the reports is opened when printed should always

    • Age Calculation

      I've attempted to calculate the age of someone based on their birthday input by using the formula field. It works but I don't want all those decimals on there. I then tried to use "set variable" after birthday input but I get a field type mismatch, long vs. floating. Any ideas would be wonderful.

    • Search on Custom Field

      We're working on an integration with the Zoho FSM API and are trying to retrieve companies based on a custom field we added to the Companies module. However, we can't find a way to filter or query records using custom fields through the API. We have a

    • Sendmail function / custom action?

      I've setup a function hoping to email various business departments the details of a record once all work in that record is complete so gone about setting up a custom action in such way that each record line on the report has a button to click. Question is how do I actually include data from that record in the email that is sent when the button is clicked? I had thought that since this were being sent per record the email would include the data which had been entered

    • API to post drafts for social media

      I we want to post draft posts to our zoho social account and then approve and schedule them within Zoho social. is this possible with for example: https://apis.zoho.com/social/v2/post TIA Jon

    • Canvas View in Zoho Recruit

      Is it possible or would it be possible to have the new 'Canvas View' in Zoho Recruit?

    • What impactful sales coaching techniques have you used to boost your team's performance?

      I'm curious about the real-world impact of sales coaching on team performance. What specific techniques or strategies have you found most effective in driving consistent improvement and growth in your sales team? Any success stories or lessons learned

    • Adding Taxes to paid consultations in Zoho Bookings

      I created a 'paid' consultation under Zoho Booking and integrated it with payment gateways for online/instant payment before a booking is done. How can I add 'taxes' to the price of consultation? I can add taxes to other Zoho apps (liks Books, Checkout,

    • Zoho Finance Suite - Customer Custom Tabs - Dynamic Link

      Hi Finance Suite team, When creating a Custom Tab for a Client Portal, there is no option to add dynamic parameters. This would be very helpful for adding Zoho Analytics dashboards which can be dynamically filtered through the URL to only show information

    • Next Page