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 – 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

    • [Webinar] Evolving BI & Analytics in the Age of AI

      Artificial intelligence is redefining how data is collected, analyzed, and leveraged across industries. As businesses strive to become more agile and insight-driven, traditional BI and analytics must transform to meet new demands. AI-first organizations

    • Recent Topics

    • Workdrive 5.0 / API Documentation Workflows

      Hi Zoho, When will the API documentation of the workflows be published? We are interested in using it to trigger manual workflows from an external application. Greetings, Justin

    • How to keep track of bags, cans, drums of inventory?

      We buy and sell products that are packaged in bags 🛍️, cans🥫, drums🛢️, etc. with batch numbers. When we get a shipment of one of the products, how do we track we received (say) 10 cans each of 5L of a product and maybe we received 10 cans of another

    • Zoho Error: This Operation has been restricted. Please contact support-as@zohocorp.com for further details

      Hello There, l tried to verify my domain (florindagoreti.com.br) and its shows this error: This Operation has been restricted. Please contact support-as@zohocorp.com for further details. Screenshot Given Below -  please check what went wrong. Thanks

    • How many ZOHO-Sites does the ZOHO-One Suite allow for?

      The free version of ZOHO-Sites allows for two sites, but it seems that the professional version (which is included in the ZOHO-One Suite) only allows for two websites. Is that correct? How many sites can I have within one ZOHO-One account?

    • Replace Lookup fields ID value with their actual name and adding inormation from subforms

      Hi everyone,  I wanted to see if someone smarter than me has managed to find any solutions to two problems we have. I will explain both below.  To start we are syncing data from Zoho CRM to Zoho Analytics and I will use the Sales Order module when giving

    • Webhook from Zobot to Zoho Flow fails

      I'm trying to connect from zobot to zoho flow. When testing in zflow, I am receiving all entered data from the connector correctly. The SalesIQ connector's "outputreaction" is {} (is this normal or is there a problem?). But as soon as I try my chat bot

    • Transition from Sole Proprietorship to GmbH (Limited Liability Company) – Best Approach in Zoho Books / Zoho One

      Hello everyone, I am currently operating under a Zoho One plan with a sole proprietorship in Switzerland. As of January 1st, 2026, I will be incorporating a new legal entity – a GmbH (Swiss equivalent of a Limited Liability Company). While the business

    • Best way to display complex Bookings Consultation Descriptions on Zoho Site?

      I am a new user so apologies if this has been asked before. I couldn't find any answers in the forum. We offer 18 complex Consultations to our subscribers. Our current platform lets me put detail on these Consultations thoroughly (200-300 words) during

    • DKIM cannot be enabled for the domain as no verified default selector present

      Hi Support Team, For Domain DKIM record trying to enable status. but showing error "DKIM cannot be enabled for the domain as no verified default selector present" So, please resolve the issue. Thank you.

    • Issue Connecting My Domain to Zoho Sites Despite Purchasing It from Zoho

      Hello, I am facing an issue connecting my domain to my website on Zoho Sites. Details of the issue: I purchased the domain directly from Zoho. I am already using the same domain successfully with Zoho Mail. However, when I try to assign this domain to

    • Insert auto number from main form into subform rows

      Hello. I'm trying to take from my main form "order number" which i have setup as an auto generated number into every line created in my subform. So when a row is created in my subform i want the "order number " from the main form to be inserted automatically.

    • Dark Mode - Font Colors Don't Work

      When editing a document in Dark Mode and selecting font colors, they don't show up on screen.  Viewing/editing the same document in Light Mode shows them just fine.

    • Integrate Bunq with ZOHO Bookes

      We are new users of ZOHO Books, and our bank (BUNQ, in the Netherlands) isn't listed on the bank integrations. Is there a way to handle this?

    • Cliq iOS can't see shared screen

      Hello, I had this morning a video call with a colleague. She is using Cliq Desktop MacOS and wanted to share her screen with me. I'm on iPad. I noticed, while she shared her screen, I could only see her video, but not the shared screen... Does Cliq iOS is able to display shared screen, or is it somewhere else to be found ? Regards

    • Access Denied

      I am iOS Developer and updating our clients project and shifted ZohoDeskPortalCore SDKs from cocoapods to SPM and changed few lines of code but now i am get access denied, the help center app is unavailable. please contact administrator.

    • Using Zoho Desk to support ISMS process

      Hi, I am evaluating using Zoho Desk for security incident management. This seems to be aligned with Zoho Desk purpose as its just another type of incident. However in security incident management, ideally I can link incidents (tickets) with a risk from

    • Bin Locations

      Dear all, I am wondering if someone has the ability to develop the bin locations option for zoho inventory (integrated with zoho books) Regards, Ryan

    • TaxJar vs Avalara

      Hi, I'm evaluating adoption of a sales-tax service for US based business. Anyone else have experience with TaxJar and Zoho Books? I am a Zoho One subscriber so anticipate needing to use Flow to make this work. It seems like Avalara are simply too expensive

    • How to check Leads with no Task (open activity)

      Hi everyone, I was wondering if there’s a way to view leads that don’t have any tasks assigned or open activities linked to them.

    • What can we do on our end to improve the Answer bot answers?

      Hi, I'm using the Answer bot card in the Codeless bot builder. I've input several questions and their answers in the FAQ section to feed the Answer bot. The text is all in French, as this is the language our customers communicate in. I've tried testing

    • Taxes for EU B2B Transactions

      Currently, ZC doesn't seem to have a procedure for validating VAT numbers of businesses purchasing in another EU state, and removing local VAT is valid.  This is essential for all inter EU B2B trade.

    • How to upload file to Connect using API?

      Hi there. I looked at the API documentation and nowhere did it mention how to use the API method to upload a file even though it is mentioned that it is possible to be done so. Please help.

    • Items Landed Cost and Profit?

      Hello, we recently went live with Zoho Inventory, and I have a question about the Landed Cost feature. The FAQ reads: "Tracking the landed cost helps determine the overall cost incurred in procuring the product. This, in turn, helps you to decide the

    • Group Tax in Service Line Items

      Hi FSM Team! I noticed that when you update a tax in the service line item the group tax is not showing up as an option. Let me know what can be done thank you!

    • FSM Improvement Idea - Show an Import button when there is no data

      I am setting up FSM for a client and I noticed that there is no option to import data, see screenshot below. Even when you click Create Contact there is only an option to Import from Zoho Invoice. It is only after you add at lease 1 record that the Import

    • Zoho FSM API Delete Record

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

    • OAUTH_SCOPE_MISMATCH Error for Marketing Automation APIs with CRM Plus Account

      I'm trying to integrate Marketing Automation journey triggering via API but getting OAUTH_SCOPE_MISMATCH errors. I need clarification on API access for CRM Plus users.

    • Access token generate from the refresh token not working for API

      Dear Sir/Madam, When I use my refresh token to obtain new access_token, that token return INVALID_TOKEN when the same API is called. I made sure that my api site is correct and match the auth web site. However the original access_token work fine.

    • Function #4: Schedule Customer Statements

      Regularly sending statements to customers is an imperative part of many business processes as it helps foster strong customer relationships and provides timely guidance on payments. While you can generate the statement of accounts and have it sent over

    • Limiting search or dependencies with an asterisk "*".

      I have a form with several dependency fields with options still developing for each field. Since these options were developing and not yet ready to be a selection in the field, I placed a filter for the dropdown field. In this filter, I selected fields

    • Improved RingCentral Integration

      We’d like to request an enhancement to the current RingCentral integration with Zoho. RingCentral now automatically generates call transcripts and AI-based call summaries (AI Notes) for each call, which are extremely helpful for support and sales teams.

    • Cross Data Center Support for 1:1 Chats with External Users

      Hello Zoho Cliq Team, We hope you're doing well. We appreciate the recent enhancement that enables cross data center collaboration in external channels, which has already improved communication across distributed teams. However, we’ve noticed that this

    • Support Bots and Automations in External Channels

      Hello Zoho Cliq Team, How are you? We actively use Zoho Cliq for collaboration, including with our external developers. For this purpose, external channels are a key tool since they work seamlessly within the same interface as all of our other channels

    • Answer Bot and Personalized Questions

      Hi there, I have the same problem using the SalesIQ Answer Bot and the Zoho Desk Answer Bot (which really need different names, to be honest, in order to avoid confusion...) Customers that visit our website ask questions in the form of "What do you do?"

    • Handling Greetings/Small Talk at the Beginning of a Zobot Conversation

      Hello everyone, I’m currently configuring a **Zobot** in Zoho SalesIQ and everything is working as expected, except for one specific scenario at the very beginning of the conversation. My target audience has the habit of starting with a **greeting or

    • Regex in Zoho Mail custom filters is not supported - but it works!

      I recently asked Zoho for help using regex in Zoho Mail custom filters and was told it was NOT supported. This was surprising (and frustrating) as regex in Zoho Mail certainly works, although it does have some quirks* To encourage others, here are 3 regex

    • Importing a new list into campaigns

      I'm in the middle of switching my email platform to campaigns. I have a list that I want to import, and it overlaps with my existing Zoho CRM list. The fields in my Zoho CTM are more robust. Will this new list that I upload into my campaigns overwrite

    • when I email a invoice how can i see it was sent and also were i can go to see all emails sent

      when I email a invoice how can i see it was sent and also were i can go to see all emails sent?

    • Export Invoices to XML file

      Namaste! ZOHO suite of Apps is awesome and we as Partner, would like to use and implement the app´s from the Financial suite like ZOHO Invoice, but, in Portugal, we can only use certified Invoice Software and for this reason, we need to develop/customize on top of ZOHO Invoice to create an XML file with specific information and after this, go to the government and certified the software. As soon as we have for example, ZOHO CRM integrated with ZOHO Invoice up and running, our business opportunities

    • Showing description in timesheet and timelogs.

      I am wondering if it’s possible in version 5 of Zoho People to have the description show by default or with a manipulation on the user’s part. Let me show you what I mean. As you can see this is the view for the users. Now if they want to see the full

    • Next Page