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 - 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

    • Zoholics Europe 2025: Your Ultimate Data Analysis (Zoho Analytics) Workshop Experience

      Why should you attend? This year, Zoholics Europe 2025 is putting data analysis centre stage. With a dedicated workshop designed to answer all your data-related questions, you’ll gain practical skills, real-time solutions, and expert insights that you

      • Recent Topics

      • The Social Wall: October 2025

        Hello everyone, As we head toward the end of the year, we’re bringing you a few updates to help give your social media efforts a strong finish. This month, we’re rolling out new enhancements across both the web and mobile app. Post Preview Have you ever

      • Show price book list price

        When using price books, once you add products to the price book in the Products related list you can display the Unit price which is the default list price; however, there is no option to show the price book list price. To see the price book list price

      • Zoho CRM - Scheduled Reports Which Contain Chart

        Hi Zoho CRM Team, I'm requesting that the Report Export and Scheduling feature be enhanced to include a chart, if one has been created on a report. At the moment I have a report which shows Sales This Week by Deal Owner and a pie chart at the top of the

      • Cliq File Upload

        While uploading large file like 500MB, it takes time, that fines. But if you resize window or move window in other screen, that uploading disappears. After upload complete & sent it will be visible

      • Unable to Add Asset to Work Order Due to Different Contact and Company

        Hello Zoho Team, I’m facing an issue in our environment related to asset linking in Work Orders. Here’s the situation: When our engineers go for field activities, they initially create the Work Order using the salesperson’s contact details. After completing

      • Resizing a Record Template Background Inage

        Hi everyone, I have an issue which I can't seem to resolve: Basically, I'm designing a record template in certificate form. I've specified A5 landscape. I've set my background image the same dimensions with total pixels at 443,520. Whatever I try, when

      • Analytics : How to share to an external client ?

        We have a use case where a client wants a portal so that several of his users can view dashboards that we have created for them in Zoho Analytics. They are not part of our company or Zoho One account. The clients want the ability to have user specific,

      • How to copy value from a single line field into a picklist field within a module's subform?

        Hello there, I have a single line field in a module's subform. I would like the value in the field to automatically update a picklist field within the same subform (both have items with the same names). Is this possible via function? Unfortunately, workflows

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

        Hello everyone, Workflows got a notch better with AI-based actions. Actions such as field extraction, prediction, auto reply, and content generation facilitate quick execution with improved speed and accuracy. Zia can intercept useful details in newly

      • Constant color of a legend value

        It would be nice if we can set a constant color/pattern to a value when creating a chart. We would often use the same value in different graph options and I always have to copy the color that we've set to a certain value from a previous graph to make

      • What's New in Zoho POS - October 2025

        Hello everyone, Welcome to Zoho POS's monthly updates, where we share our latest feature updates, releases, changes, and more. Let’s take a look at how October went. Process returns for refunds, exchanges, or offer store credit Returns and exchanges can

      • Is it really true that I can't set the default 'deposit to' account in 2025?

        I've been using Books for 7 years and the default account has never been a problem. I usually manually reconcile invoices and have never had a thought about which account. It has always been my account. However, I recently noticed that for the past 4

      • Loan and purchase

        My husband is lending me mobey to buy a vehicle intersst free ... I need to know how to record the cash receipt and how I pay it back... the money is for a vehicle do I just post the invoice for that as I normally would usung the loan money to pay for

      • Zoho Connect Module in Zoho Trident

        Hi I really like where Zoho Trident is going. Having Mail and Cliq in one place is especially powerful. However, Zoho Connect really needs to be included to make this a true communication and collaboration hub. I would like to request that Zoho Connect

      • Zoho FSM API Delete Record

        Hi FSM Team, It would be great if you could delete a record via API. Thank you,

      • Feature enhancement: Highlight rows based on a cell value

        Hello Sheet users, We're excited to announce a new feature enhacement, shaped directly by your valuable feedback! As you might know, conditional formatting is a great tool for anyone dealing with large data sets. Previously, if you’ve ever wanted to draw

      • File Field Validation

        Hello all, We are tracking our customer NDA agreements in our CRM and have created 2 fields to do so, an execution date field and a file upload field. I want to create a validation rule to ensure that when the execution date field is populated that the

      • 100 record view limitation

        I have just migrated from another CRM and am starting in ZOHOcrm with over 5000 contacts. It seems that my searches and sorts are limited to 100 live records....or am I missing something. This seems to be very limiting...in a lot of scenarios (mass email,

      • Fillable template with dynamic tables?

        Is there a way to build a fillable template so that users can add rows to a table? To describe what I'm trying to accomplish the table has 3 sections; a header row, some number of rows with custom information, and a summary row with totals. I can't figure

      • ZUG Meet-ups are back - Across India (December 2025)

        The Zoho User Group (ZUG) meet-ups are back, and this time, we’re travelling across India to reconnect with our amazing community! From Chennai to Delhi, Bengaluru to Mumbai, we can’t wait to meet you all in person and talk everything Zoho SalesIQ, automation,

      • Categorise Attachments

        We take ID, proof of address, right to work documentation and more.  I can upload a single file in to field, but we often receive multiple files for each category e.g. someone may send a separate file for the front and back of their national ID card.  My team don't have time to manipulate the files in order to upload them as a single file. The options, as far as I can tell, would be to create additional fields on attachments in order to categorise what the file is, or to be able to upload single

      • Send Whatsapp message from Whatsapp template with custom variables

        Hi, I'm trying to do some basic integration for sending WhatsApp messages from Zoho CRM using Zoho Desk whatsapp templates. When creating new whatsapp template in Zoho Desk we can choose ticket related fields as variables but it's not clear how to use

      • Scheduling a meeting for just a 1:1 phone call

        My business is B2C and many of my customer's don't want to engage in an online meeting for what can be handled in a regular phone call. I am trying to create a new meeting invitation, but there is no venue optoin for "phone call". How are other's handling

      • Need more details on API Usage Dashboard

        Hi Team, We have implemented Zoho Expense for a client and has done some integrations with well known third party ERP via api. Recently we have noticed a huge spike in the API consumption. But we couldn't get the root cause for the same. I accept there

      • Power of Automation:: Automating SLA Timelines for First Response & Resolution for Issues module.

        Hello Everyone, Ever wished SLAs could update automatically based on issue severity i.e no manual tracking, no missed timelines? That is exactly what one of our customers, Alex, wanted to achieve in the Issues module. So, we have setup a simple automation

      • Finding missing records

        I have a challenge and I am not really sure where to start with it. I can't find any similar threads on here, can anyone help: I have two forms, FormA and FormB. Both forms have records that contain a field called Job_Number. What I am trying to achieve

      • Power of Automation :: Quick way to associate your Projects with Zoho CRM

        A custom function is a software code that can be used to automate a process and this allows you to automate a notification, call a webhook, or perform logic immediately after a workflow rule is triggered. This feature helps to automate complex tasks and

      • Free webinar! Build smarter apps with Zoho Sign and Zoho Creator

        Hello, Bring the power of digital signatures to the apps you build in Zoho Creator! Connect Zoho Sign as a microservice and enable seamless e-signature workflows in your applications. This integration allows you to automate signing tasks using Deluge.

      • Tables improvement ideas / features

        Heya, I've been using Zoho Tables for a few months now and wanted to post some features that I think will be greatly beneficial for the tool: 1. Ability to delete a record in automation or move a record in automation. - Usecase: I move a record from one

      • Can I add Conditional merge tags on my Templates?

        Hi I was wondering if I can use Conditional Mail Merge tags inside my Email templates/Quotes etc within the CRM? In spanish and in our business we use gender and academic degree salutations , ie: Dr., Dra., Sr., Srta., so the beginning of an email / letter

      • Move orders scan ISBN

        Hi We have ISBN setup to be searched in items zoho but move orders dissent recognize the ISBN is there q missing configuration? regards, JS

      • What's New - October 2025 | Zoho Backstage

        Hey everyone! We’ve been busy rolling out a host of upgrades for Zoho Backstage. While some major features are still going through final rounds of testing to make your event experience smooth as butter, here’s what was new and improved in October 2025.

      • Zoho Analytics - Feature Request For Time Based Data Source Fetch

        Hi Analytics Team, I have a client using Zoho CRM and they want a weekly report at 4:30pm every Friday, emailed to the sales team showing a pie chart of Closed Won Deals for that week. This is easy to achieve in Analytics but not so easy to ensure the

      • Updating custom fields in Zoho Projects

        Hi I am wondering if anyone has experience with custom fields in Zoho Projects. I am struggling to update the field using either deluge or the api endpoint. My code is: //custom_Map = map(); custom_Map = {"UDF_DOUBLE_1":"0.27"}; update_Map = map(); update_Map.put("custom_fields",custom_Map.toList());

      • Issue in Zoho People Regularization – Incorrect Hour Calculation

        I have noticed that when applying attendance regularization in Zoho People for previous dates, the total working hours are not calculated correctly. For example, even if the check-in is 10:00 AM and check-out is 6:00 PM, the system shows an incorrect

      • Zoho People Attendance Regularization – Wrong Total Hours Displayed

        While using Zoho People, I observed that the attendance regularization is showing wrong total hours when applied to past dates. For example, if a check-in is added at 10:00 AM and check-out at 6:00 PM for a previous date, the system sometimes calculates

      • Add Flexible Recurrence Options for Meeting Scheduling in Zoho Cliq (e.g., Every 2 Weeks)

        Hello Zoho Cliq Team, We hope you are doing well. Currently, when scheduling a meeting inside Zoho Cliq, the recurrence options are limited to Daily, Weekly, Monthly, and Yearly. There is no ability to set a meeting to occur every X weeks — for example,

      • How do I see the total leads during a certain period?

        I understand I can get the count of leads and potentials but the total number of leads in a certain period should be equal to Leads+potentials because when we convert a lead it gets moved to potentials and no longer exists there. is there a way i could

      • AI generated meeting notes associated to Account or Deal

        As our organization works to improve efficiency we are looking for a solution to leverage AI to generate meeting notes and then add those notes to a CRM record such as an Account or Deal. I see Zoho has a Notebook AI offering that talks about the ability

      • Subform Disabled Fields Should Remain Disabled on Edit/View

        Currently, when we disable a subform field using on user input or on add new row, it works perfectly during the initial data entry. However, when the record is saved and reopened for viewing or editing, these disabled fields become editable again. This

      • Next Page