Customer Segmentation using RFM Analysis

Customer Segmentation using RFM Analysis

How well do you know your customers? Whether you operate in a B2B or B2C space, chances are that 80% of your business comes from just 20% of your customers (Pareto's Principle). According to a study by Forbes, acquiring new customers costs five times more than retaining the existing ones. Identifying high-value customers is crucial to increase revenue and building brand loyalty.

Customer Segmentation is a critical strategy for businesses to understand and engage with customers effectively. Understanding the behavioral patterns of customers can help personalize the purchases they make and cater to their needs better. 

Questions like who are the customers who contribute more to sales, who are the customers about to churn, will help digital marketers understand the behavioral patterns of their customers. 

While there are many criteria based on which the customer base can be segmented, this solution focuses on segmenting customers based on the RFM analysis.

What is RFM Analysis?

RFM analysis (Recency, Frequency and Monetary) is a method used to identify and segment existing customers based on their purchasing behavior.  The key metrics of RFM analysis include

Recency

Recency refers to how recently a customer has made their purchase and this is the most important metric of the other metrics. This metric is a strong indicator of customer loyalty and interest.

Frequency

Frequency refers to how often a customer makes purchases or interacts with a business within a specific period. It measures the level of engagement and loyalty of a customer.

Monetary

Monetary value refers to the total amount of money a customer has spent with a business during a specific period. 




Industry-Specific Applications of RFM Analysis

  • SaaS and subscription services: RFM analysis can be adapted for SaaS and subscription services to segment users based on engagement, renewals, and revenue contribution.
  • Financial Sector: RFM analysis can improve credit scoring and risk assessment by evaluating customer transaction patterns, helping financial institutions make more informed loan approval decisions.

Data Requirements

For RFM analysis, you'll need a transactional dataset with the following equivalent columns (details) 
  • A product (Product ID)
  • A related transaction (Transaction ID)
  • Number of products purchased in a transaction (Product Quantity)
  • The product purchase price (Product Price)
  • Transaction date (Date)
  • Customer who made the purchase (Customer ID, Customer Name)
We have used a sample table of e-commerce data for illustration.

Steps for Implementing RFM analysis

1. Gather and Prepare Transaction Data : 

Gather all transaction data, ensuring it includes customer identifiers, transaction dates, and monetary amounts, and address missing or inconsistent values, ensuring data integrity before analysis.

2. Compute RFM Metrics: 

To segment customers based on their behavior, we compute three key metrics: Recency (R), Frequency (F), and Monetary Value (M). Below are SQL queries for each, along with detailed explanations.

Recency (R)

Recency measures how recently a customer made a purchase. It is calculated as the number of days since their last transaction. Customers with recent purchases are more engaged, while those who haven’t bought in a long time may be at risk of churn.

The time frame for RFM analysis should be tailored to your business model and industry. Choosing the right period for RFM analysis is essential, as it directly influences the accuracy of customer segmentation and the quality of insights derived.

Frequency (F)

Frequency tracks how often a customer makes purchases within a specific period. A higher frequency indicates a loyal customer who regularly shops, while a lower frequency suggests occasional or one-time buyers.

Monetary Value (M)

The total amount spent by the customer in the same period

RFM Query Table

SELECT
"Customer ID",
"Customer Name",
DAYS_BETWEEN(MAX("Transaction Date"), CURRENT_DATE()) AS "Recency",
COUNT ("Order ID") AS "Frequency",
SUM("Transaction Amount") AS "Monetary Value"
FROM  "Customer Data" 
GROUP BY "Customer ID",
  "Customer Name" 
ORDER BY "Recency" ASC,
  "Frequency" DESC,
"Monetary Value" DESC 



3. Segment Customers using Cluster Analysis

Manual scoring can skew the results and may not be practical for handling large volumes of data. In contrast, using machine learning algorithms like cluster analysis ensures unbiased, efficient, and data-driven segmentation. Unlike traditional scoring methods such as the quantile or percentile-based approach, cluster analysis recognizes inherent relationships and patterns in the data. With cluster analysis, business can obtain accurate segmentation and devise targeted strategies to improve sales and customer retention.

Follow the below steps to apply cluster analysis,
  1. Click the Create New icon and choose New chart from the drop-down menu.
  2. Add the columns to the chart shelf as shown below,
    1. X-axis: Customer Name
    2. Y-axis: Monetary Value with Sum function.
  3. Click Generate Graph and change the chart type to bar chart.

  4. Click the Analysis icon and select Cluster Analysis > Add Clusters.
  5. The Model is chosen automatically based on the columns dropped in the shelves.
  6. By default, the columns dropped in the shelves (Monetary Value) are selected as factors. Click the drop-down icon to include Recency and Frequency columns as factors.

  7. The number of clusters is determined automatically but can be adjusted based on business needs and specific customer segmentation goals to ensure optimal categorization.
  8. Choose the Normalization method to prevent values of high ranges from dominating the results. For instance, Recency (measured in days) and Monetary Value (measured in currency) have different scales, and normalization ensures a balanced contribution from each metric.
  9. Click Apply.

4. Export Clusters Data

Once the customer profiles have been segmented using cluster analysis, Export the Current view in the preferred table format to build more data visualizations to understand the clusters.


Build an RFM Analysis Dashboard

The RFM analysis dashboard provides a comprehensive view of customer behavior. Let's look at the steps involved in building this dashboard.

1. Import the Clusters Data

Import the downloaded clusters table back into Zoho Analytics using the files option as given below.
  1. Click the New icon on the side navigation panel and choose New Table/ Import Data.
  2. Select files and choose the Clusters Table to import and click Next.
  3. A data preview will be displayed; verify the data types of columns and click Create.

2. Create Reports to Understand the Characteristics of the Clusters

While the data is clustered, understanding the characteristics of each cluster is what enables businesses to take strategic actions. This includes identifying which customers need targeted marketing, personalized engagement, or retention efforts. Recognizing patterns within clusters provides insights into customer behavior, which is essential for optimizing marketing campaigns, improving retention strategies, and enhancing customer experience.
The below reports help understand the distribution of customers across different monetary value, recency and frequency segments within each cluster.

Clusters vs Monetary Value 

  1. Access the cluster table (imported data) and click the new icon > chart view.
  2. Drag and drop the columns as given below:
    1. X-axis - Clusters
    2. Y-axis - Monetary Value with the Count function.
    3. Color - Monetary Value with the Actual Range function.

Analyzing the chart, we can infer that,
  • Cluster 1 consists of a diverse group of customers spanning all spending levels.
  • Cluster 2 includes moderate to high spenders who contribute significantly to revenue.
  • Cluster 3 comprises low to mid-range spenders, often occasional buyers.
  • Cluster 4 represents high-value customers with premium spending habits.
  • Cluster 5 consists primarily of low spenders with minimal purchasing activity.
You can similarly create reports to know about the distribution of customers for the Recency and Frequency metrics.

The below table lists the characteristics of clusters

Cluster
Cluster Classification
Recency
Frequency
Monetary
Recommended actions
Cluster 1
Needs Attention
100 to 150 days
Low to Moderate 
 Diverse spending
Re-engagement campaigns, discounts, or reminders to encourage repeat purchases.
Cluster 2
Loyalist
0-50 (Highly Active)
High
Consistent moderate-to-high spenders
Loyalty programs, exclusive deals, early access to new products to maintain engagement.
Cluster 3
Potential Loyalist
0-50 (Active)
 Low to Moderate  Budget-conscious, occasional buyers Cross-selling, personalized recommendations, and value-based promotions.
Cluster 4
Champions
100-150 (Inactive)
Moderate to High (Frequent buyers)
High spenders
VIP experiences, personalized services, and premium offers to retain and enhance their spending.
Cluster 5
Hibernating
Mostly inactive or infrequent
Low
Minimal spending
Win-back campaigns, incentives, special discounts, and targeted ads to regain interest.


Based on the above table, you can give specific labels to the clusters using the bucket columns option.

RFM Dashboard


Limitations & Considerations of RFM Analysis

While RFM analysis is a powerful customer segmentation tool, businesses should be aware of certain limitations and factors that can influence results:

  • Data Freshness and Relevance: RFM analysis relies on transactional data, making the freshness and relevance of this data crucial for accurate customer segmentation. Setting up automated data imports ensures real-time updates, reducing the risk of working with stale data.
  • Seasonal Variations: Customer purchasing behavior often fluctuates due to seasonal trends, holidays, and industry-specific cycles, which can impact RFM scores and lead to misleading segmentation if not accounted for properly. Instead of analyzing only recent months, compare customer behavior for the same period in previous years to detect true engagement patterns.

    • 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

      • Resume Harvester: New Enhancements for Faster Sourcing

        We’re excited to share a set of enhancements to Resume Harvester that make sourcing faster and more flexible. These updates help you cut down on repetitive steps, manage auto searches more efficiently, and review candidate profiles with ease. Why we built

      • Looking for best practices to import data from SAP Business One (on-prem) into Zoho Analytics via Zoho DataPrep / Databridge — daily automated schedule

        Hi all, I’m using SAP Business One on-prem (SQL Server / or HANA — depending on DB backend) as our ERP. I want to build a pipeline that, every morning at 9:00 AM IST: pulls transactional data (invoices, customers, products, stock, etc.) from SAP B1, loads

      • Zoho One Unified Portal - Applications

        Hello, It is great to see the work on the New Unified Customer Portal. Thanks for that. The number of applications is limited though. It is now only around the Zoho Books ecosystem (Books, Expense...) and Zoho Social. = Are other applications planned

      • Using a third party service provider want to move directly with Zoho

        Hi good day I’m currently using Zoho but I’m using a third party service provider I want to move directly with you guys I’m using Zoho email and invoices and my domain please let me know if it’s possible to move away from the third party provider my email

      • Marketing Tip #10: Start a customer loyalty program

        Winning a new customer is great, but keeping them coming back is even better. A loyalty program rewards repeat buyers with points, giving them more reasons to shop again. Over time, this builds trust and long-term relationships. Try this today: Set up

      • Zia Actions: AI-powered Workflow Automation for Faster and Smarter Execution

        Hello everyone, Updated on 12th Dec 2025 Zia actions for Workflow is available for Enterprise edition ONLY. These features are currently available in the following DCs: US, CA, EU, IN, and AU Email Auto reply and Content Generation are available as Early

      • Do Individual Forums within Categories, in Desk Community, Produce Their Own RSS Feed?

        Do Individual Forums within Categories, in Desk Community, Produce Their Own RSS Feed? If not, can anyone share a work-around that could help me get an RSS feed for individual category forums?

      • Incremental Migration Issue – Ticket Showing Resolution on Dec 9 Despite Urgent MX Cutover (Ticket ID: 152080262)

        I am experiencing an issue with Zoho Mail incremental migration from Rackspace. The initial full migration completed successfully, but the incremental migration for one mailbox failed immediately with the message: “User not exist” This appears to be a

      • Change Last Name to not required in Leads

        I would like to upload 500 target companies as leads but I don't yet have contact people for them. Can you enable the option for me to turn this requirement off to need a Second Name? Moderation update (10-Jun-23): As we explore potential solutions for

      • Resend Client Portal Invitation + View Email Delivery Status

        Hi Zoho Team, We hope you are doing well. We would like to request two important enhancements related to the Zoho Creator Client Portal invitation process. At the moment, when we add a user to the Client Portal, Zoho Creator automatically sends an invitation

      • Get user last login

        1. Is there a way to programmatically get the last user login to trigger certain workflows? 2. Is there a way to programmatically access the custom fields on a user's account?

      • Seeking Zoho Creator Expert (Delivery Management App / Logistics Ops) — Built & Deployed Before

        Hi everyone, We’re building a Delivery Management App (focused on delivery operations for now) using Zoho Creator. We’re looking for a Zoho Creator expert who has already developed and deployed a similar delivery/workflow system and can assist us with

      • Copy paste from word document deletes random spaces

        Hello Dear Zoho Team, When copying from a word document into Notebook, often I face a problem of the program deleting random spaces between words, the document become terribly faulty, eventhough it is perfect in its original source document (and without

      • Adding Multiple Files to a Zoho Vault Entry

        There is a old blog post talking about adding multiple file attachments to one Zoho Vault Secret: https://www.zoho.com/blog/vault/introducing-new-features-in-zoho-vault-powerful-password-sharing-wider-storing.html Is that still possible, I can see how

      • FNB South Africa Bank Feed

        I should've thought this wouldn't work. As suspect, Zoho claims to be able to pull bank feeds from First National Bank (South Africa), but fails everytime. I suppose Xero (or even Sage One) is the way to go? If they (miraculously) get it to work again,

      • Dropshipping Address - Does Not Show on Invoice Correctly

        When a dropshipping address is used for a customer, the correct ship-to address does not seem to show on the Invoice. It shows correctly on the Sales Order, Shipment Order, and Package, just not the Invoice. This is a problem, because the company being

      • Zoho unreliable

        Some mails are delivered, others not. How can I trust Zoho any more? Some friends get my e-mail, some don't. Same with receiving e-mails: Some I get, some not. If I use Google, everything works well. But Zoho?!!! How to solve this problem? I already reported this problem before, but didn't get any reply. Thanks, Kim

      • the custom domain forwards by default to the old career site / how to switch it off??

        dear friends, how to switch off the old version of the career site?? The set up custom domain forwards directly to the old site, so that I cant publish it... Any ideas? Thank you! KR, Victoria

      • Preserve Ticket Issue Mapping When Migrating from Jira to Zoho Projects

        Hello Zoho Projects Team, We hope you are doing well. We are currently exploring a full migration from Jira to Zoho Projects, and we identified a critical limitation during the migration process involving Zoho Desk integration. Current Situation: We use

      • Recording Shopify/Amazon fees in Zoho Books - Zoho Inventory

        We are currently flushing out the connections between Shopify/Amazon and Zoho Inventory. For other users of Zoho Books - Zoho Inventory, where and at what point do you record the merchant fees associated with theses channels? I have gotten mixed responses

      • Pre-fill webforms in Recruit

        I don't want to use the career site portal (as I have my own already), but I would like to direct users to the application forms for each role, from my website job pages. Is there a way to pre-fill fields in Recruit application forms, so that I only have

      • 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

      • Function #8: Add additional charges to invoices

        Here goes one of the highly sought-after custom functions in Zoho Books. If you find yourself needing to apply additional charges to customers on their invoices (say credit card surcharges, or fuel charges applicable to customers from a certain region,

      • Taxes Payable Adjustment

        I am from Canada and I need to make an adjustment to my Taxes Payable (HST) account.  Basically I need to take a portion of the amount within Taxes Payable and expense that portion to another account.  The adjusting entry would like like the following:

      • ASAP Widget Not showing "My Tickets"ed

        Hello Team, I have created a ZOHO ASAP Widget and embedded to my portal app.clearvuiq.com , widget renders ok and I can open tickets from widget. However I want my opened tickets to be visible in the widget. How can I achieve that?

      • Bug Causing Major Sync & SO Access Failures in Zoho POS

        We are experiencing critical and recurring issues in Zoho POS that all trace back to role-permission handling defects in the latest POS app version. These issues directly affect syncing, login ability, and Sales Order access for role-restricted users

      • Add Zoho Forms to Zoho CRM Plus bundle

        Great Zoho apps like CRM and Desk have very limited form builders when it comes to form and field rules, design, integration and deployment options. Many of my clients who use Zoho CRM Plus often hit limitations with the built in forms in CRM or Desk and are then disappointed to hear that they have to additionally pay for Zoho Forms to get all these great forms functionalities. Please consider adding Zoho Forms in the Zoho CRM Plus bundle. Best regards, Mladen Svraka Zoho Certified Consultant and

      • How to view CRM Sales Orders in Desk

        What's the usual way to view all CRM sales orders linked to a contact, when viewing a ticket in Desk? I don't want to have to open a new tab to see the order in CRM. And the Desk CRM sidebar doesn't seem to be configurable. Would I have to use an extension

      • Kaizen #219: Actions API - Webhooks APIs - Part 1

        Hello all!! Welcome back to a fresh Kaizen week. In the previous weeks, we covered Workflow Rules APIs, Actions APIs - Email Notification APIs, Tasks Update API, and Field Update API. This week, we will continue with another Actions API - Webhooks API

      • Zoho Books Extension: What Happens If Custom Fields Already Exist?

        When developing Zoho Books extensions, what happens if the target Zoho Books organization already has a custom field with the same API name as one defined in the extension? I’m asking because we originally created an on-Books version of this functionality,

      • Zoho Books Extension: What Happens If Custom Fields Already Exist?

        When developing Zoho Books extensions, what happens if the target Zoho Books organization already has a custom field with the same API name as one defined in the extension? I’m asking because we originally created an on-Books version of this functionality,

      • Pricing Strategies: #3 Services never Stop with just Plans

        "Hey, while you're here, could you also take a look at the vegetable patch?" Aaron hears that line almost every week. He runs a small gardening service, the kind where customers subscribe to a simple monthly plan that includes basic maintenance, mowing,

      • Cropping Photos for Zoho Sites

        Hi, I'm wondering if there is a built in crop tool for zoho sites for my photos so I can crop them and see what the crop looks like on the site?

      • Deluge scripts

        Why is there not a search function to make it easier to find the script of interest when modifications are required.

      • bulk edit records and run internal logic

        hi there is few logics in manner "it this than that" logics work well when i edit entry openning it one by one (via workflow "on add/edit - on success" , for custom field "on update/on user input") but when i try bulk edit records - logic does not work.  how can i turn on logic to work as programmed - for mass editing records via bulk edit?

      • WebDAV / FTP / SFTP protocols for syncing

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

      • Possible for first Signer of Sign Form to specify the next signer in the sequence

        We have many use cases where multiple signers need sign the same document. We'd love to be able to use sign forms, where the a signer who uses the Sign Form link can specify the name and email address for the next person in the sequence.

      • BUG: Can't copy-paste data outside Sheet

        Currently I can't paste data copied from inside any of my Zoho Sheet files to any other app. Copy-paste works inside the sheet It does NOT work between two different sheets These sheets are built from automation templates Everything works fine if I create

      • Zoho CRM Community Digest - November 2025 | Part 1

        Hello Everyone! Here’s what came through in the first half of November: new updates and a few helpful community discussions with real, notable solutions. Product Updates: Android App Update: Inctroducing Swipe Actions You can now swipe left or right on

      • Upload own Background Image and set Camera to 16:9

        Hi, in all known online meeting tools, I can set up a background image reflecting our corporate design. This doesn't work in Cliq. Additionally, Cliq detects our cameras as 4:3, showing black bars on the right and left sides during the meeting. Where

      • Next Page