Levenshtein Distance in Zoho Deluge (Because Why Not?)

Levenshtein Distance in Zoho Deluge (Because Why Not?)

Ever wanted to run a Levenshtein Distance algorithm inside Zoho Deluge? No? Me neither, but I did it anyway.

I built a fully functional fuzzy matching system inside Zoho, brute-forcing a dynamic programming solution using Maps and recursive list generation.

  • Does it scale? Not really.
  • Does it work? Absolutely.
  • Did I need to do this? Not at all, but it was fun.

I don’t even use this anymore because I found a better way around fuzzy matching for my needs, but hey, if you ever need a low volume Levenshtein calculator inside Zoho, now you have one. 🤷‍♂️

How It Works

The function computes Levenshtein Distance, a metric for fuzzy string similarity, by calculating the number of insertions, deletions, and substitutions needed to convert one string into another.

This method is commonly used in spell-checking, DNA sequencing, and fuzzy search algorithms—so obviously, I decided to implement it inside Zoho, because why not?

🔹 The Challenge: Zoho doesn’t support 2D arrays natively.
🔹 The Solution: I brute-forced it using Map-of-Maps as a manual matrix.
🔹 Bonus: I even used recursion to generate number sequences (which is completely unnecessary but kinda cool).

Code & Example Usage

Main Function: standalone.levenshteinDistance

📌 Input: {"s": "kitten", "t": "sitting"}
📌 Output: "3"

Code:

string standalone.levenshteinDistance(Map args)
{
// Retrieve input strings.
s = args.get("s");
t = args.get("t");
m = s.length();
n = t.length();
// If one string is empty, return the length of the other.
if(m == 0)
{
return n.toString();
}
if(n == 0)
{
return m.toString();
}
//info "Length of s: " + m.toString() + ", Length of t: " + n.toString();
// ------------------------------
// Get index lists via the helper function.
// The helper function standalone.UtilitygetListOfLength returns a comma-separated string.
// For example, if (m+1) is 5, it returns "0,1,2,3,4".
// ------------------------------
indices_m_str = standalone.UtilitygetListOfLength({"myLength":m + 1});
indices_n_str = standalone.UtilitygetListOfLength({"myLength":n + 1});
//info "indices_m_str: " + indices_m_str;
//info "indices_n_str: " + indices_n_str;
// Convert these comma-separated strings into lists of long values.
indices_m = list();
numList_m = indices_m_str.toList(",");
for each  numStr in numList_m
{
if(numStr.trim() != "")
{
indices_m.add(numStr.trim().toLong());
}
}
indices_n = list();
numList_n = indices_n_str.toList(",");
for each  numStr in numList_n
{
if(numStr.trim() != "")
{
indices_n.add(numStr.trim().toLong());
}
}
//info "indices_m list: " + indices_m.toString();
//info "indices_n list: " + indices_n.toString();
// ------------------------------
// Initialize matrix as a map-of-maps.
// Each row is a map keyed by the column index.
// ------------------------------
matrix = Map();
for each  i in indices_m
{
rowMap = Map();
for each  j in indices_n
{
rowMap.put(j,0);
}
matrix.put(i,rowMap);
}
// Set up the first column: matrix[i][0] = i.
for each  i in indices_m
{
rowMap = matrix.get(i);
rowMap.put(0,i);
}
// Set up the first row: matrix[0][j] = j.
firstRow = matrix.get(0);
for each  j in indices_n
{
firstRow.put(j,j);
}
// ------------------------------
// Compute Levenshtein distances.
// ------------------------------
for each  i in indices_m
{
if(i == 0)
{
continue;
}
for each  j in indices_n
{
if(j == 0)
{
continue;
}
// Determine cost: 0 if characters are the same, otherwise 1.
if(s.subString(i - 1,i) == t.subString(j - 1,j))
{
cost = 0;
}
else
{
cost = 1;
}
deletion = matrix.get(i - 1).get(j) + 1;
insertion = matrix.get(i).get(j - 1) + 1;
substitution = matrix.get(i - 1).get(j - 1) + cost;
minValue = deletion;
if(insertion < minValue)
{
minValue = insertion;
}
if(substitution < minValue)
{
minValue = substitution;
}
rowMap = matrix.get(i);
rowMap.put(j,minValue);
}
}
result = matrix.get(m).get(n);
//info "Levenshtein distance: " + result.toString();
return result.toString();
}

Recursive Helper Function: standalone.UtilitygetListOfLength

📌 Input: {"myLength": 6}
📌 Output: "0,1,2,3,4,5"

Code:

string standalone.UtilitygetListOfLength(Map args)
{
myLength = args.get("myLength");
//info "Input myLength: " + myLength;
if(myLength == null || myLength <= 0)
{
//info "Base case reached (myLength <= 0). Returning empty string.";
return "";
}
else
{
// Recursively get the string for (myLength - 1)
prevStr = standalone.UtilitygetListOfLength({"myLength":myLength - 1});
//info "Previous string returned for myLength " + (myLength - 1).toString() + ": " + prevStr;
if(prevStr.equals(""))
{
result = "0";
}
else
{
result = prevStr + "," + (myLength - 1).toString();
}
//info "Returning result for myLength " + myLength.toString() + ": " + result;
return result;
}
}

This helper function is completely unnecessary, but I made it anyway. Instead of just looping, it recursively builds a CSV string of numbers—which is both inefficient and hilarious. 😆

Why Did I Do This?

Because it wasn't supposed to work—but it does.

  • Zoho doesn’t support Levenshtein distance? I built it anyway.
  • Zoho doesn’t have fuzzy matching? Now it does.
  • Zoho doesn’t support 2D arrays? I brute-forced a matrix using Maps.
  • Does this scale for massive data? Nope, but it’s perfect for low-volume cases.

Thoughts? Ideas? Have you ever done something in Zoho just because you wanted to see if it was possible? Let me know. 😆

TL;DR:

📌 I brute-forced Levenshtein Distance into Zoho
📌 Zoho wasn’t built for this, but I made it work anyway
📌 Does it scale? No. Does it work? Yes.
📌 Do I use it? Nope. Was it fun? Absolutely.

Let me know what you think! 🚀


    • Recent Topics

    • Billing Management: #6 Usage Billing in SaaS

      Imagine a customer shuffling across multiple subscriptions, a streaming service, a music app, cloud storage, and a design tool. Each one charges a flat monthly fee, regardless of how much or how little they use. Some months, the customer barely opens

    • Is there anyone who has been experiencing issues regarding the Zoho Creator Certification Website in the past 2 weeks?

      Dear all , I just wanted to ask is there anyone who was planning on taking the Zoho Creator Developer Certification Test in the past 2 weeks and have been facing errors stating that the website is under maintennance and also not allowed to access the

    • Directly Edit, Filter, and Sort Subforms on the Details Page

      Hello everyone, As you know, subforms allow you to associate multiple line items with a single record, greatly enhancing your data organization. For example, a sales order subform neatly lists all products, their quantities, amounts, and other relevant

    • GST Slabs Redefined: Stay Compliant Using Zoho Books!

      Hello Everyone! The Government of India is rolling out new GST rates, a major reform aimed at simplifying the current tax structure starting 22 September 2025. GST will move from four slabs (5%, 12%, 18%, 28%) to two main slabs (5% and 18%), plus a special

    • Allow syncing Activities from other applications

      Marketing Automation could be a much more powerful platform if you were able to sync activities into the platform (e.g. purchase, donation, etc) outside of a user doing something on your website. I'd love it if you could sync Custom CRM Modules as activities,

    • Create static subforms in Zoho CRM: streamline data entry with pre-defined values

      Last modified on (9 July, 2025): This feature was available in early access and is currently being rolled out to customers in phases. Currently available for users in the the AU, CA, and SA DCs. It will be enabled for the remaining DCs in the next couple

    • Global Sets for Multi-Select pick lists

      When is this feature coming to Zoho CRM? It would be very useful now we have got used to having it for the normal pick lists.

    • Introducing Profile Summary: Faster Candidate Insights with Zia

      We’re excited to launch Profile Summary, a powerful new feature in Zoho Recruit that transforms how you review candidate profiles. What used to take minutes of resume scanning can now be assessed in seconds—thanks to Zia. A Quick Example Say you’re hiring

    • Integración Books para cumplir la ley Crea y Crece y Ley Antifraude (VeriFactu)

      Hola: En principio, en julio de 2025, entra en vigor la ley Crea y Crece y Ley Antifraude (VeriFactu). ¿Sabéis si Zoho va a cumplir con la ley para cumplir con la facturación electrónica conectada a Hacienda? Gracias

    • Ask the Experts #1

      Hello everyone! It’s time to transform how you manage projects. Define the processes. Automate the tasks. Streamline the workflows. Let us dive into automation in Zoho Projects — from configuring workflows and custom functions to building triggers, using

    • How to overcome Zoho Deluge's time limit?

      I have built a function according to the following scheme: pages = {1,2,3,4,5,6,7,8,9,10}; for each page in pages { entriesPerPage = zoho.crm.getRecords("Accounts",page,200); for each entry in entriesPerPage { … } } Unfortunately, we have too many entries

    • Zoho Sheet - Printing - Page Breaks and Printing Customization

      I think the title is descriptive enough in that I cannot find help documentation on a simple task of adding in page brakes for separating pages on print. Thanks

    • Checking if Creator has Change History

      Like zForms - whenever an entry was updated there's an option to attached change history to email notif. Trigger -> Successful form submission

    • Zoho sites header

      Good day, Im stuck with this situation. I choose a template for my website creation. I have tweaked every instance of the visual editor, regarding the header, I have created created customize fonts presets... I have followed every single step. and my

    • Your bot just got smarter: AI-Powered routing that reads between the lines

      What if your bot could tell the difference? Between a visitor who just needs a quick answer, someone actively comparing options, and a frustrated customer one click away from leaving? Most bots can't. They deliver the same response to everyone, missing

    • Unable to create embed code for resource of workdrive using API

      Hello Team, I am trying to create embed code for a resource using workdrive api in powershell, however facing some issues with injecting data in body. Followed Doc: https://workdrive.zoho.com/apidocs/v1/filefoldersharing/shareeveryone Please help, below

    • how to use validation rules in subform

      Is it possible to use validation rules for subforms? I tried the following code: entityMap = crmAPIRequest.toMap().get("record"); sum = 0; direct_billing = entityMap.get("direct_billing_details"); response = Map(); for each i in direct_billing { if(i.get("type")

    • Adding contact role to a specific deal js sdk malfunctioning

      i was trying to add the contact role to a specific deal contact but repeatedly i am getting this error: { "code": "SUCCESS", "details": { "statusMessage": { "code": "INVALID_DATA", "details": { "expected_data_type": "jsonobject" }, "message": "body",

    • Q3 Updates from Bigin!

      Hey Biginners, Hope you’re doing great! As we approach the end of 2025, we truly hope Bigin has been a part of helping you build your dream business this year! We've been busy working behind the scenes to bring you features that make running your business

    • New Series Announcement - Ecommerce Marketing Tips

      Running an online business is more than just having a website. It’s about getting the right customers to discover you, trust you, and keep coming back. To support your growth journey, we’re launching a weekly Marketing Tips series right here on Zoho Commerce

    • Client Script | Update - Introducing Subform Events and Actions

      Are you making the most of your subforms in Zoho CRM? Do you wish you could automate subform interactions and enhance user experience effortlessly? What if you had Client APIs and events specifically designed for subforms? We are thrilled to introduce

    • {"errors":[{"id":"500","title":"Servlet execution threw an exception"}]}

      Here's the call to move a file to trash. The resource_id is accurate and the file is present. header = Map(); header.put("Accept","application/vnd.api+json"); data = Map(); data_param1 = Map(); att_param1 = Map(); att_param1.put("status",51); data_param1.put("attributes",att_param1);

    • Converting Sales Order to Invoice via API; Problem with decimal places tax

      We are having problems converting a Sales Order to an Invoice via API Call. The cause of the issue is, that the Tax value in a Sales Order is sometimes calculated with up to 16 decimal places (e.g. 0.8730000000000001). The max decimal places allowed in

    • Zoho Canvas - Custom templates for related lists

      Hi, I see that the example pages load always one of our related lists in a custom template, but I dont know how to work with that:  1) How can i make my own custom templates for related lists?  2) Where and how can i check out existing custom templates?

    • Kaizen #147 - Frequently Asked Questions on Zoho CRM Widgets

      Heya! It's Kaizen time again, folks! This week, we aim to address common queries about Zoho CRM Widgets through frequently asked questions from our developer forum. Take a quick glance at these FAQs and learn from your peers' inquiries. 1. Where can I

    • open word file in zoho writer desktop version

      "How can I open a Microsoft Word (.doc or .docx) file in Zoho Writer if I only have the file saved on my computer and Zoho Writer doesn't appear as an option when I try 'Open with'? Is there a way to directly open the .doc file in Zoho Writer?"

    • How to invite friends on other social media platforms to one of my group chats in arattai?

      Hello, I have formed chat groups in arattai. I want to invite my friends on other social media platforms like WhatsApp/ FB to one of my groups. Different friends would be invited to different groups. How to share an invite link of one of my groups to

    • Zoho PDF editor has a lot of issues.

      Zoho PDF editor needs a lot of work. It hangs and glitches a lot. Deletes annotations and clearings randomly.

    • Zohom mail

      Plz resolve the problem . I hope u understand .

    • Clients not receiving emails

      I've been informed that my emails are not being received. Is there anything that I should look into to rectify this? Many thanks!

    • stock

      bom/bse : stock details or price =STOCK(C14;"price") not showing issue is #N/A! kindly resolve this problem

    • Zoho sheet desktop version

      Hi Zoho team Where can I access desktop version of zoho sheets? It is important as web version is slow and requires one to be online all the time to do even basic work. If it is available, please guide me to the same.

    • ZOHO SHEETS

      Where can I access desktop version of zoho sheets? It is important to do basic work If it is available, please guide me to the same

    • Zoho Books - France

      L’équipe de Zoho France reçoit régulièrement des questions sur la conformité de ses applications de finances (Zoho Books/ Zoho Invoice) pour le marché français. Voici quelques points pour clarifier la question : Zoho Books est un logiciel de comptabilité

    • Using Zoho Flow to create sales orders from won deal in Zoho CRM

      Hi there, We are using Zoho Flow to create sales orders automatically when a deal is won in Zoho CRM. However, the sales order requires "Product Details" to be passed in "jsonobject", and is resulting in this error: Zoho CRM says "Invalid input for invalid

    • Is Zoho Sheet available for Linux ?

      Is Zoho Sheet available for Linux ?

    • Bharat

      a

    • how to disable staff selection Zoho Booking integrated to SalesIQ?

      currently there is only one Consultant in my Zoho Bookings like this I integrate Zoho Bookings into Zoho SalesIQ to create a chatbot. Unfortunately, even though I only have one consultant for a consultation, the user have to pick the consultant. It will

    • Zoho Bookings No Sync with Outlook

      Zoho Bookings appointments are showing on my Outlook Calendar but Outlook events are not showing on Zoho Bookings. How do I fix this?

    • End Date in Zoho Bookings

      When I give my appointments a 30 minutes time I would expect the software not to even show the End Time.  But it actually makes the user pick an End Time.  Did I just miss a setting?  

    • Next Page