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 - February 2026

      Hello Users! We're back with another round of updates for Zoho Analytics. This month's release focuses on giving you greater flexibility in how you visualize, manage, and act on your data - with new features like custom visualizations, remote MCP server,

    • What's New in Zoho Analytics - January 2026

      Hello Users! We are starting the year with a strong lineup of updates, marking the beginning of many improvements planned to enhance your analytics experience. Explore the latest improvements built to boost performance, simplify analysis, and help you

    • 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

      • Recent Topics

      • YouTube Live streaming? how to? Zoom has this feature, built-in. Can't find it on zoho meetings.

        YouTube Live streaming? how to? Zoom has this feature, built-in. Can't find it on zoho meetings.

      • Feature Request - A Way To Search Item Groups

        Hi Inventory Team, I can't find any way to filter or search by fields of Item Groups. It would be great to see that functionality added. I have a use case where a single product might come from 5 or more suppliers and each supplier's item is an Item in

      • Feature Reqeust - Include MPN In Selectable FIelds

        I have noticed that the MPN is not available to show in the list view of Items. Please consider adding it as EAN, UPC and ISBN are all available, so it doesn't make much sense to exclude this similar option. Thanks for considering my feedback.

      • Feature Request - Option To Hide Default System Fields on Items

        Hi Zoho Inventory Team, As far as I know it is not possible to hid some of the defult system fields on Items, such as UPC, MPN, EAN, ISBN. A good use case is that in many cases ISBN is not relevant and it would be an improved user experience if we could

      • Campaigns does not work!

        I am running into so many problems trying to use Zoho Campaigns, that I am seriously considering dropping the app from my (shrinking) list of Zoho applications I actually use. Apart from having to fight the software trying to create a design and email,

      • Feature Request - Make Available "Alias Name" Field In Item List View

        Hi Zoho Inventory Team, I have noticed that the "Alias Name" field does not appear on the list of selectable columns in the Customise Columns feature in the Items module. This would be very useful to see for businesses who are using the Alias Name field

      • product name field issue-n8n

        Hey guys, I have a question. I want to create a new product using the workflow. The problem is with the product name field; I don't know how to fill it in. The workflow starts with retrieving information from the leads table, retrieving links to scrape

      • How to filter Packages in zoho inventory api

        Hi Team, I want to perform some tasks in a schedular on the packages which are in "Shipped" state. I tried to use filter_by in my api call but in return I get response as {"code":-1,"message":"Given filter is not configured"} My Api request is as follows

      • CRM

        Is anyone else experiencing this issue? Our company is not moving out of using Gmail's web app. It just has more features and is a better email program than Zoho Mail. Gmail has an extension (Zoho CRM for Gmail) that we're using but we've found some serious

      • Syncing with Google calendar, Tasks and Events

        Is it possible to sync Zoho CRM calendar, task and events with Google Calendar's tasks and events. With the increasing adoption by many major tool suppliers to sync seamlessly with Google's offerings (for instance I use the excellent Any.do task planning

      • How can i view "Child" Accounts?

        It can be very useful in our field of business to know the parent-child account relationship. However, there seems to be a shortcoming in the parent account view: no child account list. How can we view the child accounts per each account?

      • Easily perform calculations using dates with the new DATEDIF function

        Hey Zoho Writer users! We've enhanced Zoho Writer's formula capabilities with the new DATEDIF function. This allows you to calculate the difference between dates in days, months, and years. Function syntax: =DATEDIF(start_date, end_date, unit) Inputs:

      • Adding Comments Using Workflows - How to Change User Attributed

        We have worklflows in Desk where a comment is added to a ticket based on certain criteria. It seems that the comment added is always attributed to the user who last edited the workflow. This does not make sense for us because: - It's misleading to other

      • Add Attachment Support to Zoho Flow Mailhook / Email Trigger Module

        Dear Zoho Support Team, We hope you are well. We would like to kindly request a feature enhancement for the Mailhook module in Zoho Flow. Currently, the email trigger in Zoho Flow provides access to the message body, subject, from address, and to address,

      • Conect chat of salesiq with zoho cliq

        Is there any way to answer from zoho cliq the chat of salesiq initiated by customers?

      • Les dernières avancées en saisie de données et collaboration

        Après une année dédiée à la recherche et au développement, notre équipe est prête à dévoiler des améliorations majeures pour Zoho Sheet. Ces nouveautés seront lancées par étapes afin d’en assurer une prise en main optimale. Nous commençons avec des fonctionnalités

      • Rich Text For Notes in Zoho CRM

        Hello everyone, As you know, notes are essential for recording information and ensuring smooth communication across your records. With our latest update, you can now use Rich Text formatting to organize and structure your notes more efficiently. By using

      • Implement Meeting Polls in Zoho Bookings

        Dear Zoho Bookings Support Team, We'd like to propose a feature enhancement related to appointment scheduling within Zoho Bookings. Current Functionality: Zoho Bookings excels at streamlining individual appointment scheduling. Users can set availability

      • Service Account Admin for API Calls and System Actions

        Hello, I would like to request the addition of a Service Account Admin option in Zoho product. This feature would allow API calls and system actions to be performed on behalf of the system, rather than an active user. Current Issue: At present, API calls

      • Please can the open tasks be shown in each customer account at the top.

        Hi there This has happened before, where the open tasks are no longer visible at the top of the page for each customer in the CRM. They have gone missing previously and were reinstated when I asked so I think it's just after an update that this feature

      • How to Customize Task Creation to Send a Custom Alert Using JavaScript in Zoho CRM?

        Hello Zoho CRM Community, I’m looking to customize Zoho CRM to send a custom alert whenever a task is created. I understand that Zoho CRM supports client scripts using JavaScript, and I would like to leverage this feature to implement the alert functionality.

      • Send Whatsapp with API including custom placeholders

        Is is possible to initiate a session on whatsapp IM channel with a template that includes params (placeholders) that are passed on the API call? This is very usefull to send a Utility message for a transactional notification including an order number

      • ZO25: The refreshed, more unified, and intelligent OS for business

        Hello all, Greetings from Zoho One! 2025 has been a remarkable year, packed with new features that will take your Zoho One experience to the next level! From sleek, customizable dashboards to an all-new action panel for instant task management, we’ve

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

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

      • [Product Update] Locations module migration in Zoho Books integration with Zoho Analytics

        Dear Customers, As Zoho Books are starting to support an advance version of the Branches/Warehouses module called the Locations module, users who choose to migrate to the Locations module in Zoho Books will also be migrated in Zoho Analytics-Zoho Books

      • Introducing Schedules for smarter availability management

        Greetings from the Zoho Bookings team! We’re excited to introduce Schedules, a powerful enhancement to manage availability across your workspace. Schedules are reusable working-hour templates that help you define and maintain consistent availability across

      • Why Zoho Contracts Prefers Structured Approvals Over Ad-hoc Approvals

        Approvals are one of the most important stages in a contract’s lifecycle. They determine whether a contract moves forward, gets revised, or needs further discussion. The approval process also defines accountability within the organization. Zoho Contracts

      • Whatsapp Connection Status still "Pending" after migration

        Hello, I migrated my WhatsApp API to Zoho from another provider a day ago. So far the connection status is still “Pending”. There is a problem? How long does it usually take?

      • Kaizen #226: Using ZRC in Client Script

        Hello everyone! Welcome to another week of Kaizen. In today's post, lets see what is ZRC (Zoho Request Client) and how we can use ZRC methods in Client Script to get inputs from a Salesperson and update the Lead status with a single button click. In this

      • How to Filter timewise question to check uploaded one month or two months before in these community question ?

        i want to find the question that is asked some month or before any particular year, so how can i filter it ?

      • Proposal for Creating a Unique "Address" Entity in Zoho FSM

        The "Address" entity is one of the most critical components for a service-oriented company. While homeowners may change and servicing companies may vary, the address itself remains constant. This constancy is essential for subsequent services, as it provides

      • Workflow Down/Bug

        We have a workflow that sends an email to one of our internal departments 10 minutes after a record is created in a custom module. The workflow actually works correctly. However, we have now noticed that on January 8, between 3:55 p.m. and 4:33 p.m.,

      • Service Locations: Designed for Shared Sites and Changing Customers

        Managing service addresses sounds simple—until it isn’t. Large facilities, shared sites, and frequently changing customers can quickly turn address management into an operational bottleneck. This is where Service Locations deliver clarity and control.

      • Can I re-send the Customer Satisfaction Survey after a ticket closure?

        Hello, Some customers does not answer the survey right after closure, is it possible to re-send after a few days or weeks? Best Regards!

      • Is the app being developed?

        Hi, is this app being developed/improved? Or is it just another app started and let go like others (market automation, campaign, etc)?

      • Filter contacts based on selected category in Zoho Desk ticket

        Hello community, I’m setting up the Tickets module in Zoho Desk and I need help implementing the following: When a category is selected in a ticket, I want the Contact field to be filtered so that it only displays contacts that are related to that category.

      • Profile Page View Customization

        I need to change the fields, sections from the profile view of an emplyoyee.

      • Zoho Desk Android app update: Filter, Sort and Saved filters Enhancements

        Hello everyone! We are excited to introduce the below features on the Android version Zoho Desk mobile app: 1. Filter & Sort support has been introduced for the Contacts and Accounts modules. 2. Sort options is now available in Custom Modules as well.

      • Accessing shared mailboxes through Trident (Windows)

        Hi, I have a created a couple of shared mailboxes. The mailboxes are showing up on the browser based Zoho workplace, but I cannot seem to figure out how to access my shared inboxes through Trident (Windows). Am I missing something or is this feature not

      • filtering lookup field options based on information in another module.

        In our CRM system. We have the standard Accounts and Deals modules. We would like to introduce the ability to classify Accounts by Sector. Our desired functionality is to have a global list of all sectors that an Account can select, with the ability to

      • Next Page