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

    • Changing the Default Search Criteria for Finding Duplicates

      Hey everyone, is it possible to adjust the default search criteria for finding and merging duplicate records? Right now, CRM uses some (in my opinion nonsensical) fields as search criteria for duplicate records which do nothing except dilute the results.

    • Is there a way to create a desktop shortcut for a website course portal?

      Hello everyone, I recently got a laptop and bought an online course from a website, Skillwint.com, which I visit regularly. I open that site many times a day and want to create a desktop shortcut so I can open it directly instead of searching in the browser

    • SalesIQ Tip for Admins: Your Safety Net for Data Recovery

      Ever clicked 'Delete' in your SalesIQ and then realized it was the wrong item? Maybe it was a prospect's chat that held important context you needed to refer to later on. Or, maybe you deleted an elaborate Zobot that you were still testing or planning

    • Depreciated mergeAndStore Function Help!

      Hello, I have a function designed to create a PDF containing information from the fields in a Deals record. There is a Writer Mail Merge template in WorkDrive that is populated via Deluge code, and a copy of the resulting PDF is then attached to the record.

    • Can I execute two 'functions' when completing a mail merge from CRM?

      Hi, I have set up a mail merge from CRM Deals to a template. I want a copy of this to be saved in Workdrive, and then a copy also saved back into the deal record from which the merge occurred. I can do both independent of each other, and managed to get

    • External Share > Edit: Cannot Create Zoho Files

      Hi Zoho, When we create an external share link with Edit permission, our external users are unable to create a Zoho file (Zoho Writer, Zoho Sheet and Zoho Show). They can only upload files. They can edit the Zoho files if we create them internally and

    • Zoho Mail iOS app update - RTL languages support and access emails using permalink and universal link, image upload resolution

      Hello everyone! In the most recent version of the Zoho Mail iOS app update, we have brought in support for RTL languages(Arabic and Urudu), providing a seamless reading experience with proper text alignment and layout throughout the app. We have also

    • Why are emails sending with @viazohocrm.com ?

      I just sent out mass emails from CRM. They are sending from the email below and people cannot reply, and they are getting this message: Address not found Your message wasn't delivered to sales.XXXXXXXX.com.au@viazohocrm.com because the address couldn't

    • Duplicating and referencing datasets

      I am moving from PowerBI to Zoho Analytics and while I find Zoho easier to use in many ways, there is one function that I use in PowerBI that I have not been able to find in Zoho.   I have several data sets that I need to modify in different ways to get

    • Zoho Inventory Now Supports VeriFactu for Businesses in Spain

      Starting from January 1, 2026, Spain requires real-time invoice reporting for all B2B transactions. From July 2026, this requirement will extend to B2C transactions as well. All reporting must be carried out through the VeriFactu to AEAT (Agencia Estatal

    • Enhancements to Zoho Map integration tasks

      Hello everyone, We're excited to announce enhancements to the Zoho Map integration tasks in Deluge, which will boost its performance. This post will walk you through the upcoming changes, explain why we're making them, and detail the steps you need to

    • Let’s Talk Recruit: Meet Zia, your all-in-one AI assistant (Part-3)

      Welcome back to the Let’s Talk Recruit series. In the part 2 post, we explored how Zia has evolved with smarter summaries and seamless AI-assisted content creation. This time, we’re diving into the latest upgrades that take productivity even further —

    • Announcing Early Access to "Zoho CRM for Everyone" — A new and exciting update to Zoho CRM

      Update : Zoho CRM For Everyone's Nextgen Interface gets an upgrade! Hello everyone, We’ve updated the Zoho CRM for Everyone Nextgen interface based on your feedback. The UI is now simpler with a unified sidebar, a more visible global search and features

    • Unable to verify domain for Zoho People

      I have added TXT records in my DNS (GoDaddy) [screenshot attached], but unable to verify even after 12 hours after adding. On checking the console, it shows some errors [screenshot attached]. It appears that the verification flow is broken - please provide

    • Zoho Invoice Now Supports VeriFactu for Businesses in Spain

      Starting from January 1, 2026, Spain requires real-time invoice reporting for all B2B transactions. From July 2026, this requirement will extend to B2C transactions as well. All reporting must be carried out through the VeriFactu to AEAT (Agencia Estatal

    • Zoho Billing Now Supports VeriFactu for Businesses in Spain

      Starting from January 1, 2026, Spain requires real-time invoice reporting for all B2B transactions. From July 2026, this requirement will extend to B2C transactions as well. All reporting must be carried out through the VeriFactu to AEAT (Agencia Estatal

    • Weekly Tips : Make your email content error free with Spell check in Zoho Mail

      As someone who writes multiple emails a day, we are bound to make both grammatical and spelling errors. Most of them we may not even notice, and even if we do, we may not have the time to correct each one individually when we are in a hurry. So how do

    • Introducing Enhanced Storage Management

      We’re excited to roll out two new enhancements in Zoho Recruit, Subscription Information and Storage Management — designed to give admins complete visibility into subscription details, feature limits, and storage consumption — all from one place inside

    • how to download all my files

      We are in the middle of zoho docs to zoho workdrive migration. I can not access my zoho docs page. I get redirected immediately to a zoho workdrive page. I would like to download all my files so that I have a backup in case something goes wrong with the

    • Convert Zoho Books SalesOrder - Invoice

      Converting a Zoho Books Sales Order into an Invoice Using the SalesOrder Convert API Hello Zoho Developers, Today, we are sharing a simple and effective solution to convert a Zoho Books Sales Order into a Zoho Books Invoice using the SalesOrder Convert

    • Zoho Expense - Report Templates

      Hi Expense Team, I do a recurring trip once every week which has the same cost: Per diem Milage Toll Payment It would be great if there was a feature which allowed me to clone a previously submitted report or create a template reports. This would save

    • How to add tabular data when execute Add Record API

      Hi everyone! I was send api updateRecord follow by this request url : https://people.zoho.com/people/api/forms/json/<formLinkName>/updateRecord with parameters "inputData", "tabularData", "recordId". Ex picture below And response success: But. When I

    • Tip #51- Centralized Contact Management for Better Remote Support- 'Insider Insights'

      For our final topic of November, we’re diving into one of the most helpful features in Zoho Assist, the Contacts section on Zoho Assist;s dashboard. Whether you’re managing multiple clients, tracking past sessions, or simply looking to streamline your

    • Using gift vouchers

      We would like to be able to offer a limited number of gift vouchers, of varying values, to our customers, and are looking for the best way to do this. We have looked at Coupons and Gift Certificates, but neither seem to fit the bill perfectly. Coupons:

    • Say Hello to Telephony in Zoho FSM

      Zoho FSM now brings complete telephony support so your team can manage inbound and outbound calls without switching tabs. Faster responses, smarter routing, and total call visibility—all in one place. Choose the telephony setup that works for you Zoho’s

    • E-Invoicing in Belgium with Zoho Inventory

      Starting January 1, 2026, Belgium is introducing mandatory electronic invoices (e-invoicing) for all B2B transactions between VAT-registered businesses. Invoices and credits notes must be exchanged in a prescribed digital format. How E-Invoicing Works

    • Employee ID is not correct in get records api V2 for leave

      Hi Team, We are facing an issue when calling the Get Records API V2. The employee.id returned in the response is not the actual employee record ID in Zoho People. As a result, our integration is forced to make an additional Get Record API call for every

    • Formatting Mailing Labels

      I want to use the "Print Mailing Labels" function on the drop down list, but I am not seeing a way to change the formatting on the mailing labels. At the moment, the information that appears on the mailing labels ARE NOT mailing addresses, but random

    • Zoho People. Updating TabularData

      I am trying to update tabular data in the record. I always have the same response. I have checked many times. Section ID is correct. May be something wrong with request structure itself. Can someone help me. Body content type: form urlencoded query params

    • Canvas View - Print

      What is the best way to accomplish a print to PDF of the canvas view? Latest update (27th November 2025): We are excited to announce that the Canvas Print View is now available! We encourage you all to try it out and share your feedback with us. Learn

    • Zia Conversation Summary: Context at a glance for every customer interaction

      Hello everyone! Every customer conversation tells a story—but in CRM, that story is rarely in one place. A sales rep moving between multiple leads has to reopen long email threads, check call remarks, and revisit meeting notes just to remember what was

    • How to set a fixed width of column/cells

      Is there a way to set a 'fixed' width for cells in zoho sheet?   I know how to adjust the size of the colums.... but after I past a large block of text into a cell, it expands the cell size again. (yes, I have turned off word wrap)   How can I set a fixed width so the cells don't change size each time I add data to a cell?   Thanks.

    • Workdrive Oauth2 Token Isn't Refreshing

      I have set up oauth for a bunch of zoho apis and have never had a problem with oauth. With workdrive i am using the exact same template i usually use for the other zoho apps and it is not working. All requests will work for the first hour then stops so

    • Single Portal for Multiple Apps

      Hello, I'm just getting started with Zoho and I'm very overwhelmed. I am currently using the free trial of Zoho One, but if I can figure it out, I intend to upgrade to the paid version. Zoho One, of course, gives me  access to an entire suite of services/applications. One of the things I'd like to do is have a single place for clients (customers?) to log in and view current projects, invoices, contact information, etc. A single login for my clients. A single portal. I've come across documentation

    • 【開催報告】 大阪 ユーザー交流会 2025/11/20（木）Zoho CRM Plus 活用のアイデアとデータの“見える化”

      皆さま、こんにちは。コミュニティチームの中野です。 11/20（木）に、大阪 ユーザー交流会を開催しました。本投稿では、その様子をお届けします。 当日の登壇資料などもこちらに共有しますので、参加できなかった皆さまもご参照ください。 （Zoho 社員セッションの登壇資料については、11/28(金)に開催予定の東京回の開催報告で共有いたします） 今年2回目の開催となる大阪 ユーザー交流会では、株式会社KDDIウェブコミュニケーションズ 山田さんによる Zoho CRM Plus の事例セッションのほか、「Zoho

    • Every rating counts: Shaping customer experience

      We are back to that beautiful time of the year. It is the season to reflect, be thankful, and appreciate everything that has happened throughout the year. Thanksgiving is a time we connect with our family, friends, and relatives to strengthen relationships,

    • How to remove duplicate contacts

    • Custom Field for Subscription

      Hi, I can't find a way to add a custom field (to contain a license key generated from our software) against a subscription? Is the only place to add this information in the Invoice module (as custom field for invoice)? When a customer views his subscription via the customer portal, there appears no way to display a license key for them? The invoice is not the natural place to store a license key for a particular subscription, so where else can this be stored and displayed?

    • Custom View and Custom Fields on Zoho Books

      Hi, I have some custom fields on Estimates and Invoices. I also use Custom Views so I can have a lot of information at a glance. I want to include my custom fields as columns in my custom views of estimates / invoice, but it looks like is not possible.

    • Dropdown data depends on filters in another field.

      In my quote form I have a lookup field called Reseller that pulls from Accounts. I would like it to pull from Accounts, but only those accounts with an account field 'Type' where that is 'Reseller'. Does anyone know a way to do this? Similarly, I'd like

    • Next Page