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 - 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

    • 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.

    • Recent Topics

    • JOB WISE INVOICE PROCESS

      I WANT TO ENABLE JOB WISE TRACKING OF ALL SALES AND PURCHASE

    • PDF Template have QTY as first column

      I want to have the QTY of an item on the sales orders and invoices to be the first column, then description, then pricing. Is there a way to change the order? I went to the Items tab in settings but don't see how to change the order of the columns on

    • RAG (Retrieval Augmented Generation) Type Q+A Environment with Zoho Learn

      Hi All, Given the ability of Zoho Learn to function as a knowledge base / document repository type solution and given the rapid advancements that Zoho is making with Zia LLM, agentic capabilities etc. (not to mention the rapid progress in the broader

    • In App Auto Refresh/Update Features

      Hi,    I am trying to use Zoho Creator for Restaurant management. While using the android apps, I reliased the apps would not auto refresh if there is new entries i.e new kitchen order ticket (KOT) from other users.   The apps does received notification but would not auto refresh, users required to refresh the apps manually in order to see the new KOT in the apps.    I am wondering why this features is not implemented? Or is this feature being considered to be implemented in the future? With the

    • IMAP mail after specify date

      Hi My customer's mail server is on premise and mail storage is very huge. So It never finish sync. and finally stop sync. Cloud CRM have a option like zoho mail sync mail after some date.

    • Claude + MCP Server + Zoho CRM Integration – AI-Powered Sales Automation

      Hello Zoho Community 👋 I’m excited to share a recent integration we’ve worked on at OfficehubTech: ✅ Claude + MCP Server + Zoho CRM This integration connects Zoho CRM with Claude AI through our custom MCP Server, enabling intelligent AI-driven responses

    • Search Bar positioning

      Why is the Search bar on the far right when everything is oriented towards the left?

    • Import Error: Empty values for mandatory fields - Closing Date

      Hello, I've tried multiple times to import a CVS Potential list from another Zoho account. But the error message I get is: Empty values for mandatory fields - Closing Date There are valid dates in this field, so I don't understand why this error messages

    • Feature Requests - Contact Coloured Picklist Visibility & Field Visibility During Ticket Creation

      Hi Desk Team, I have 2 feature requests for you. Since Coloured Picklists are now available in Desk, It would be great if the colours were visible on the Related Details (Contact Information) when creating a ticket. In the screenshot below, I have 2 fields

    • Accounts Receivable Balances Differs in Balance Sheet, Customer Balance Report, AR Ageing Summary, and AR Ageing Details.

      Hello Zoho Accounts Receivable Balances Differs in Balance Sheet, Customer Balance Report, AR Ageing Summary, and AR Ageing Details. Please clarify and fix the issues here. Thanks

    • How to integrate XML with Zoho CRM

      Hi, I have an eCom service provider that gives me a dynamic XML that contains order information, clients, shipments... The XML link is the only thing I have. No Oath or key, No API get... I want to integrate it into Zoho CRM. I am not a developer nor

    • Feature Request - Ability to Customise Contact Info Card on Ticket Details View

      Hi Desk Team, I've added a "Contact Priority" and "Account Prioirty" field and it would be very useful to agents if they could see that information in the Contact Info card on the Ticket Details view. It would be great if we could choose some fields to

    • Tax in Quote

      Each row item in a quote has a tax value. At the total numbers at the bottom, there is also a Tax entry. If you select tax in both of the (line item, and the total), the tax doubles. My assumption is that the Tax total should be totalling the tax from

    • Zoho Flow integration with Facebook Messenger and Whatsapp

      Hi there,  any plans of adding integrations with Facebook Messenger and Whatsapp into Zoho Flow? Seems that more and more business are delivering automated updates such as "your order is received",  "your order has been shipped" and so on via these two platforms. Not sure if Whatsapp has the API access needed i am pretty sure that Facebook Messenger has... Kind regards Bo Thygesen 

    • Campaigns unsubscribe/manage preferences links

      Hi, Where can I edit the unscubscribe and manage preferences link in the footer of the email. I would like it so that when you click 'manage preferences' an form opens up that allows the person to choose what type of emails they do and don't wish to

    • email address somehow still not verified (?!)

      L.S. After creating a new email template in CRM I was about to send a group email to my clients, then Zoho CRM announced that they would change the sender address to some kind of Zoho-e-ddress because my email address "has not been verified". Not only

    • Marketing Tip #17: Add credibility to your online store with Review Widgets

      One of the fastest ways to build trust in an online store is to show real customer feedback right where people are deciding to buy. Third-party widgets let you embed things like Google Reviews, Instagram feeds, or even a WhatsApp chat button. These add

    • adding several team members to an Opportunity

      How can we add several team members to one opportunity for collaboration? I have researched and only found something called Deal Team which I cannot find in my CRM to configure.

    • Bulk update Profile Permissions

      Dears, What should we do if we add new forms or reports and need to update more than 20 permissions? Updating them one by one feels pretty harsh, doesn’t it?

    • Filter in fields from Jira extension

      We have installed the Jira extension so we can maken Jira issues from Zoho desk. In Zoho desk I can also see the Jira issue status for example but I can not filter on this field. I would like to setup an filter showing me the closed Jira issues. How can

    • Zoho Creator customer portal limitation | Zoho One

      I'm asking you all for any feedback as to the logic or reasoning behind drastically limiting portal users when Zoho already meters based on number of records. I'm a single-seat, Zoho One Enterprise license holder. If my portal users are going to add records, wouldn't that increase revenue for Zoho as that is how Creator is monetized? Why limit my customer portal to only THREE external users when more users would equate to more records being entered into the database?!? (See help ticket reply below.)

    • Add Reporting feature to display variance/change columns when comparing periods

      When running reports to compare periods (for example, Profit and Loss comparing current year to previous), I would like to be able to display variance columns in both (a) amount or (b) percentage.

    • Link Contacts to Billed Accounts

      Hello, I want to do a survey on all my customers of 2025. For that I want to select all contacts linked to accounts who where billed in 2025. How to I create this link to I can then use Zoho Survey with this database of contacts?

    • Pre-Zoho Sales Info - Best Way to Add to Desk / CRM

      My company has been using Zoho One since 2021, with sales data going back through 2020. However, we have been in business much longer, and we have historical sales information that we want to have at our fingertips when talking with customers (usually

    • CRM function REST API response format

      Is there a way to control the JSON response returned by the CRM function REST API? If I call a function using either OAuth or an API key it returns a 200 OK response with a string in the format shown below. I am using a particular feature of an external

    • Using MPN across multiple SKUs and inventory tracking

      I have several different SKU's that share a common MPN and would like to track inventory by MPN. SKU1 has MPN1 assigned SKU2 has MPN1 assigned Here is an example If I start with 5 of MPN 1 in stock I want each SKU1 and SKU2 to show as 5 in stock, If I

    • Unable to Access Application:

      Whenever I try to access my application from the desktop, say I am editing it and want to test something in the desktop environment I get: An error has occurred. An internal error has occurred. Please check the URL , or try refreshing the page I can edit

    • Evernote (ENEX) import limitations

      I have been with Evernote since 2010, but the latest price increase is ridiculous. I am currently testing Zoho Notebook as a replacement. I am impressed so far - if it were not for critical need to import legacy Evernote notes, I would 100% migrate to

    • Cannot see Application from Lookup field

      Hi all, I am trying to access data for an application on our account via a lookup field; however, the application doesn't appear in the dropdown at all. Can anyone shed any light on this, please? I have asked Zoho support; however, they're just as confused,

    • Zoho CRM Meetings Module Issues

      We have a use-case that is very common in today's world, but won't work in Zoho CRM. We have an SDR (Sales Development Rep) who makes many calls per day to Leads and Contacts, and schedules meetings for our primary Sales Reps. He does this by logging

    • Zoho Books integration sync from Zoho CRM does not work

      Hi Zoho Community & Zoho Support We just tried to get a sync some products into Zoho Books from CRM using the native sync and we're getting an error: "It looks like some mandatory fields you're trying to map are empty. Please provide valid field names

    • Disable Auto Send Email Notification in Invoice Creation

      Here is what I am facing Make payment via Razor Pay (All Good) Capture payload data on my webapp Send this data, along with other data to Zoho books to create the invoice However in this step - An email goes to the client + The Invoice remains as draft

    • P & L Sub-categorized accounts

      How can I show sub-categorized Income and Expense accounts on the P & L report?

    • Report showing Bill Details with Project and Sales Invoice Number

      Hi There, I am hoping that someone can help, I am looking for report that can show the bill and expense details along with project its as assigned to and the invoice number that the sales has been raised in. The goal is I can filter a customer/project

    • Advanced Payment for Inventory Items with serial numbers

      Hello, We sell equipment that we track the unique serial numbers on using Sales Orders. We can charge the customers an advanced payment, then the balance on delivery. We cannot figure out a way to do this in Books/Inventory: - Cannot part invoice a SO

    • Is it possible to restrict ZCRM user to see only custom views created by administrator

      I have segmented data in my CRM and I want to allow different users to be able to see only parts of it based on some criteria. I've tried to create and share a custom view, but then there is always an option for user to see all open lead for example.

    • Issues Logging into ZOHO

      Hello, one of my coworkers is having issues logging into ZOHO, she has requested a code when entering and the email is correct but she has not received the code. can you help us with this?

    • Google Fonts Integration in Pagesense Popup Editor

      Hello Zoho Pagesense Team, We hope you're doing well. We’d like to submit a feature request to enhance Zoho Pagesense’s popup editor with Google Fonts support. Current Limitation: Currently, Pagesense offers a limited set of default fonts. Google Fonts

    • Add Popup Rejection Metrics to Reports

      Hello Zoho PageSense Team, We would like to request improved reporting for popup interactions. Current Limitation: PageSense currently provides conversion data, but there is no clear visibility into: Popup rejections Popup closes (✕ button clicks) Dismissals

    • Ability to Reset / Reinitialize Popup Cookies

      Hello Zoho PageSense Team, We would like to request the ability to manually reset popup cookies. Current Limitation: At the moment, it is not possible to initiate a new popup cookie from the our side. Visitors who rejected or closed a popup will not see

    • Next Page