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

    • Zoho Developer - Feature Request Platform

      Zoho Developer is one of the most underatted platform in zoho ecosystem, however, it may just be what zoho needs to welcome more people to use Zoho Services. The more developers you have creating zoho creator applications and zoho extensions the more

    • Last/Previous month in relative date filter

      In the relative date filter, what is the difference between "Last 2 months" and "Previous 2 months"? So, if we are on 25-July, then is my understanding correct of the following: Last 2 months :=:      25-May~24 July Previous 2 months :=:     01-May~30-June Thanks.

    • Tags get removed from notes on mobile

      I don't know why this keeps happening even after all these app updates but if you log out and log back into the app or you reinstall it, all the tags you assigned to your notes get taken off, but if you go on the desktop version the tags are still there.

    • Show Zoom Link in Recipient's Calendar

      We set up meetings within a record, selecting the "Make this an online meeting".  We use Zoom. Most of the recipients go to their calendar (usually Gmail or Outlook, corporate) to join the Zoom meeting, but there is no Zoom link in the calendar. Can this

    • How to fetch custom fields for time entries in Zoho Project API v3

      In the previous Zoho Projects REST API, we were able to retrieve custom field details for time entries, including picklist options, using the endpoint: GET /restapi/portal/[PORTAL_ID]/timesheetcustomfields In the new Zoho Projects API v3, we tried using

    • VAT rates - exempt and out of scope

      Good Evening, UK based company here. I am a bit confused in respect of setting up VAT rates for exempt goods and services; at present I am simply leaving the VAT rate blank in the transactions in order to prevent any VAT appearing in the VAT return. When

    • Introducing Lead Capture: Empower exhibitors to capture leads effortlessly

      Events provide a great opportunity for exhibitors to generate awareness and engage with potential customers. Efficiently distributing attendee information to exhibitors through a seamless and secure way is of paramount importance. Introducing Lead Capture

    • Work Order Creation Issue

      Dear Team, I would like to inquire about the daily limit for Work Order creation in Zoho FSM. Yesterday (02/05/2025) at around 6:30 PM GST, I attempted to create a Work Order, but I have been unable to do so since then. Please find the attached image

    • 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

    • URGENT: ChatGPT Extension Failing With “gpt-3 Access Error” (Priority Support)

      Appreciate support reviewing this urgently. I am a Priority Support member and need immediate clarification on a recurring issue involving the ChatGPT extensions inside Zoho Desk. Both extensions — including the version created and published by Zoho —

    • Zoho Desk iOS update: Custom buttons, follow/ unfollow option on tickets

      Hello everyone! In the most recent Zoho Desk iOS app update, we have brought in support to access the custom buttons configured on web app(desk.zoho.com). Using custom buttons you can seamlessly execute predefined actions directly from their mobile devices,

    • Zoho pdf suit

      Pl. design products with following feature: 1. Please add all features given in Ilovepdf website to work on pdf files. It is mandatory to use pdf in court work. 2. Courts have prescribed New Times Roman, pl. add this font as well 3. Indexing, signature

    • Zoho Not Working

      Today Zoho not wokring

    • Dynamically autofill fields with URL parameters

      I have a zoho form embedded in my organization's WP website. Our users find their account with a search tool, and then can select to open this page with the embedded form. The URL of the page holds the parameter that I need, but I cannot figure out how

    • User Automation: User based workflow rules & webhooks

      User management is an undeniable part of project management and requires adequate monitoring. As teams grow and projects multiply, manual coordination for updating users & permissions becomes difficult and can give way to errors. User automation in Zoho

    • Integrate Projects for Desk KB article release tasks

      Could you please look into the possibility of integrating project tasks for Zoho Desk article release processes? We are looking for an internal integration between Zoho Projects and Zoho Desk's KB article drafting, reviewing and releasing tasks. We could

    • Issue in Annual Leave

      We created a policy to credit 21 days at the Start of the Year An employee has taken 16 days of leaves thought the year, so we expect to see 5 Leaves remaining right? But Zoho People is Showing 12 Days of Leave Balance Available If we check the Leave

    • Use the searchBy parameter to find user by email address

      I'm trying to find a user is Zoho Desk via the Api. In the documentation I see that there is the possibility to add a searchBy parameter in the request. But I can't find how the search values should be formatted. I've tried multiple things and get either

    • Zoho CRM Community Digest - September 2025 | Part 2

      Hello Everyone! Mid-September vibes: fresh tips, smart hacks, and practical Zoho CRM updates all in one place. Let’s dive in. Product Updates: The All-New Address Field! The new Address field type makes it easier to capture complete addresses in one structured

    • Zoho Vault API: Create new Secrets

      Hello, I attempt to Post Secrets to the vault, since the encrypted entries are almost impossible to decrypt, since there is no documentation on how to decrypt them. Like with the lack of documentation on how to descrypt, there are missing information regarding on how to create new secrets/post secrets. Source: https://www.zoho.com/vault/api/#create-a-new-secret When I try to send JSON Informationen as a POST-Request I only receive the error message: {     "operation": {         "result": {             "error_code": "",

    • CRM and Finance Tab - Add Invoice "Subject " Column

      When On a contact in CRM, and you click the Zoho Finace tab, how can I put in the invoice subject line? Or even a custom field for this.  We need to see what that invoice is for, without opening it.   If we have tons of invoices we need a way to quick

    • Collections Management: #4 Before, During & After Payment Processing

      "Mark, I think the payment link isn't working. Can you send it again?" Staring at a message, Mark got on his phone. This was the third time the same customer had asked him that week. A few minutes later, another message came, "Hey, the invoice total seems

    • Account name not populating when importing contacts

      When importing a csv file to add contacts the account name is blank? Every other filed gets mapped and imported correctly, i.e contact name, phone number. However not the account name which I have mapped to "company" field in my csv file

    • Suggestion to improve zoho writer

      I am using your product, I believe it is very useful, however, i was writing a note and I needed to draw an arrow in different angles to explain a point and I couldn't. it would be helpful, to add draw functions to the zoho writer. thanks

    • webhook basic authentication

      II want to use a webhook to send out a SMS. Unfortunately Twilio does not use an authToken but basic authentication. I created the webhook as POST and get this url: https://{username}:{password}@api.twilio.com/2010-04-01/Accounts/{account}/Messages?body=<BODY>&to=+155555555&from=+1555555555

    • Custom function return type

      Hi, How do I create a custom deluge function in Zoho CRM that returns a string? e.g. Setup->Workflow->Custom Functions->Configure->Write own During create or edit of the function I don't see a way to change the default 'void' to anything else. Adding

    • Issue with Hour Calculation in Zoho People Attendance Module

      I have noticed an issue in the attendance regularization feature of Zoho People. When trying to regularize past dates, the total working hours are not calculated correctly. For example, if I enter a check-in and check-out time for a previous day, the

    • Push Notification for New Bookings in Zoho Bookings App

      when a someone schedules an appointment through the booking page, is there any option to receive a push notification in the mobile app?

    • Automation in Zoho Sprints

      Hi. I have a Sprints board with the following statuses: ToDo, InProgress, CodeReview, Testing, Preprod, Live When a ticket is moved from e.g. Testing to Preprod, the following tags should be modified: remove 'tested OK' remove 'ready for Preprod' add

    • Export Purchase orders as Excel

      Is it possible to export purchase orders as excel rather than PDF? Our suppliers don't want orders made in PDF, they need it to be excel

    • Draft & Schedule Emails Directly in Bigin

      Greetings, I hope all of you are doing well. We're happy to announce a few recent enhancements we've made to email in Bigin. We'll go over each one in detail, but here's a quick overview: Previously, you couldn't draft or schedule emails in Bigin, but

    • Create CRM Deal from Books Quote and Auto Update Deal Stage

      I want to set up an automation where, whenever a Quote is created in Zoho Books, a Deal is automatically created in Zoho CRM with the Quote amount, customer details, and some custom fields from Zoho Books. Additionally, when the Sales Order is converted

    • Send email template "permission denied to access the api"

      Hello, Per the title, I'm trying to send a Zoho CRM Email template based on the advice given here: https://help.zoho.com/portal/en/community/topic/specify-an-email-template-when-sending-emails-in-custom-functions (I'd prefer to send right from Deluge

    • Zia’s AI Assist now helps you write clearer notes — in seconds

      After helping recruiters craft job descriptions, emails, and assessments, Zia’s AI Assist is now stepping in to make note-taking effortless too. Whether you’re recording feedback after an interview or sharing quick updates with your team, you can now

    • Shortcut to fill a range of cells

      Good evening: I'm writing because I haven't been able to find a feature that allows you to select a range of cells, type in one of them, and then use a key combination to type in all of them. In Excel, the keyboard shortcut is Ctrl+Enter. I haven't found

    • Introducing Dark Mode / Light Mode : A New Look For Your CRM

      Hello Users, We are excited to announce a highly anticipated feature - the launch of Day, Night and Auto Mode implementation in Zoho CRM's NextGen user interface! This feature is designed to provide a visually appealing and comfortable experience for

    • Object required error

      Hi, I am getting an 'Object required' error on the line Call HideColumnsOutsideRange(ws, startOfWeek, endOfWeek) when I run the ShowCurrentWeek macro but not when I run the ShowCurrentMonth macro. Any ideas? Regards, GW Option Explicit Sub HideColumnsOutsideRange(ws

    • Zoho CRM - Rename "Estimates" in CRM Finance Suite Integration to "Quotes"

      I'm not sure if it's been 2 or 3 years now since Zoho Books renamed Estimates to Quotes. I still see "Estimates" in the Zoho CRM integration. Could this be added to Translation settings so that some customisation could be made on an account by account

    • Its 2022, can our customers log into CRM on their mobiles? Zoho Response: Maybe Later

      I am a long time Zoho CRM user. I have just started using the client portal feature. On the plus side I have found it very fast and very easy (for someone used to the CRM config) to set up a subset of module views that make a potentially extremely useful

    • All new Address Field in Zoho CRM: maintain structured and accurate address inputs

      The address field will be available exclusively for IN DC users. We'll keep you updated on the DC-specific rollout soon. It's currently available for all new sign-ups and for existing Zoho CRM orgs which are in the Professional edition. Latest update

    • Next Page