A Behind the Scenes Look at Zoho Creator

A Behind the Scenes Look at Zoho Creator

In this post, I want to provide a behind-the-scenes look at Zoho Creator, a sense of what all of our engineers are doing.

First, to step back, Zoho Creator was born of an idea I had way back in 2002. I sketched out the underpinning of a programming language, with some strongly held convictions born of my own experience. In the beginning, that language had no syntax at all - it was living purely as a set of database tables. In programming language parlance, I had defined the "abstract syntax" of the language, without bothering to define a concrete syntax. In a way, the Deluge language had soul, but no body yet.  I started an experimental project some time around 2003-2004. Zoho Creator itself was launched in 2006. 

Unlike competing systems born at that time, Zoho Creator was not simply a form/view builder. It always had more power than that, as expressed by Deluge, which is why it has endured and thrived. 

The most important aspect of evolution over the years has been in the runtime environment. Deluge has evolved from an interpreter to a just-in-time compiler, which was essential in achieving decent runtime performance. This took a fairly substantial effort, many many staff-years of R&D. We still want to speed it up much more, and there is ongoing R&D work in caching, scheduling and so on to speed things up further.

Scalability is another major area where we have spent a substantial amount of effort, consuming the majority of our team's time. Originally Deluge ran only on an SQL database. Today, it uses many different kinds of storage systems underneath, using each for what it does best. Distributed file systems, NoSQL systems, caching systems and of course SQL databases all play a role. We have also done integration with Zoho Reports, which uses is own engine underneath.

Now consider these two big items: moving from an interpreter to a just-in-time environment, and expanding beyond SQL database to multiple forms of storage. Normally these would have been highly disruptive to application developers, because we are basically doing brain surgery on the core system. The changes are essential because that was the only way we could keep the environment scaling and offering acceptable performance, while keeping our infrastructure costs reasonable so we can continue to be affordable to our growing user base.

We have pulled these off without major disruptions. I acknowledge we have had disruptions but I think the vast majority of our users, certainly any fair-minded observer, would agree they have been minor, and they were fixed fairly quickly.  While any disruption is painful to our user community, and we take our responsibility of running this platform seriously, I want to emphasize that this whole cloud platform technology is still evolving rapidly, and a lot of R&D effort is going into it to make it really bullet-proof.  This is true not just in Zoho, but across the industry. 

Now what is ahead over the next few years? I am personally working on what I call Deluge NG - the next generation of Deluge that I hope would offer much more expressive power, while at the same time being as accessible as Deluge today. My goal is to empower the "casual programmer" or even power user to get a lot more done, without having to get a Computer Science degree. It is still early days on Deluge NG, but as it matures, I will post a series of articles on it. We will offer an experimental version of it online, running on a separate instance from the present Creator, so people can get a taste of what is coming. 

For those technically inclined, the driving theme of Deluge, present in an underlying, unexposed form in the present version, but fully brought to the surface in Deluge NG, is the idea of a fully queryable type system. Basically every type, every piece of data, in your program is fully queryable in Deluge, using a very expressive query syntax. The vision behind this queryable type system is that most of what you express in loops should really be queries on your data, and it is the lack of query power in languages that forces you to build explicit loops. For a variety of reasons that I won't get into here, explicit loops are a major design smell in my world, and I want our Deluge developers to be able to avoid them as much as possible. 

I will conclude this post with one thing: Zoho Creator is the most important, most challenging piece of technology developed by Zoho. I have personally spent a decade of my technical life on it. It still has a long way to go to fulfill my original vision, but programming language platforms are hard. We have taken up this challenge because we have deeply held convictions on this subject, a near-religious belief that we can redefine the way we create world-class business applications. As with any religious belief, faith is needed; without that faith, nothing worthwhile is possible.

Sridhar



    • Sticky Posts

    • Zoho Creator - 2023 Release Projection 1

      Hello everyone! A very Happy New Year to you and your family. Hope you're all good and having a great time using Zoho Creator to make your lives easier and your businesses prosper. 2022 was an action-packed year for us at Creator, and we hope to continue
    • Zoho Creator User Group meetups in a city near you! - Oct - Nov, 2023

      Greetings from the Zoho Creator team! We're hosting a series of Zoho Creator meetups in various cities across the globe, and we'd love to meet you there! Our meetups are a great opportunity to network with industry peers, exchange ideas and best practices,
    • Zoho Creator - 2023 Release Projection 2

      Hello everyone! Time truly flies when you're having an incredible journey, and today we mark the completion of an eventful and action-packed six months. It feels like just yesterday when we embarked on this adventure together with the launch of our new
    • Upcoming Updates - August 2022

      Hi all, Greetings from the Zoho Creator team! Today we've got news for you on some exciting updates. And rest assured— there’s more to come! In this post, we'll be going over the upcoming features and improvements for this month as mentioned below. A
    • Introducing Zoho Creator's v2 APIs

      Hello App Creators, Welcome to Zoho Creator's v2 APIs! This post will serve as the central point for migrating implementations of Creator's current APIs (v1) to v2. Improvements that v2 brings OAuth-based authentication, which is more secure than the
    • Recent Topics

    • 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
    • Blueprint Issue - Being able to set a subform field as mandatory

      I'm creating a blueprint. My record involves a subform which is only shown once field is set but the field gets set in step two of the process. My problem - I can't save the record as the subform field is set to mandatory - If I unset the mandatory field,
    • Blueprint - Mandatory file upload field

      Hi, File upload (as we as image upload) field cannot be set as mandatory during a blueprint transition. Is there a workaround? Setting attachments as mandatory doesn't solve this need as we have no control over which attachments are added, nor can we
    • Zoho Books - Include Quote Status in Workflow Field Triggers

      Hi Zoho Books team, I recently tried to create a Workflow rule based on when a Quote is Accepted by the customer. This is something which I thought would be very easy to do, however I discovered that Status is not listed as a field which can be monitored
    • Zoho Books - Show Related Sales Orders on Quotes

      Hi Books team, I've noticed that the Quotes don't show show the related Sales Order. My feature request is to also show related Sales Orders above the Quote so it's easy to follow the thread of records in the sales and fulfilment process. Below screenshot
    • Add VAT/Tax line to bank adjustments

      When categorising transactions and matching bank feeds with transactions such as customer payments, we use the "Add Adjustment" to add things like fees/bank fees. It would be useful to choose a VAT/Tax rate here. Whilst there is a bank charges option when adding a payment, this goes into the default bank charges account. We use the adjustments so that we can choose the account and separate our fees. We use different card providers and Worldpay charges VAT so we are stuck. We cannot integrate with
    • New Menu Layout Feedback

      I'd really like to see the banking item back on the top of the menu. I'm sure part of it is just because that's what I'm accustomed to. However, for a bookkeeping program, I think there's a logic to having banking be on top. Not a giant issue, but something
    • How to use Rollup Summary in a Formula Field?

      I created a Rollup Summary (Decimal) field in my module, and it shows values correctly. When I try to reference it in a Formula Field (e.g. ${Deals.Partners_Requested} - ${Deals.Partners_Paid}), I get the error that the field can’t be found. Is it possible
    • Cannot schedule report delivery

      The only 'send option' available when exporting reports is 'immediately' The option to schedule the report is missing.
    • adding attachment in sendmail script where attachment is in a CRM field

      Hi all, I have a custom field of type 'File Upload' in one of my modules in my CRM. I want to include the file in that field as an attachment to an email - which is done from a button on  the 'Results' module. I have created a script and a button to initiate an email from that module. The Deluge scripting window has allowed me to add arguments for all the fields I need to use except for the one file upload type field. My script currently looks like the below (content of the email omitted). As you
    • Signature field is showing black

      Hello, When customer signed the service form, it is showing as below picture Phone model: iPhone 16 Pro We tried delete and install application, but it not solved. This has on phone of a few person. There is any advice to solve this?
    • [Free Webinar] Learning Table Series - AI-Enhanced Insurance Claim Management in Zoho Creator

      Hello Everyone! We’re excited to invite you to another edition of Learning Table Series, where we showcase how Zoho Creator empowers industries with innovative and automated solutions. Struggling with lengthy claim processes, a lack of visibility into
    • How to update changed purchase account of item in invoice

      I have selected the wrong purchase account for various articles and created invoices. I had to adjust the purchase account in the article afterwards, but the old purchase account is still posted in the transaction-journal of the invoice. To adjust the
    • How can I see content of system generated mails from zBooks?

      System generated mails for offers or invices appear in the mail tab of the designated customer. How can I view the content? It also doesn't appear in zMail sent folder.
    • How can I see content of system generated mails from zBooks?

      System generated mails for offers or invices appear in the mail tab of the designated customer. How can I view the content? It also doesn't appear in zMail sent folder.
    • Zoho Suite is very slow

      Since today Zoho is incredibly slow over all applications! What's going on?
    • Not sure how to use credits to my account

      Hi I have a $50 credit to my account. I'm just wondering how I can apply that to either a current invoice or to try a new service. Any advice would be great, thanks. Kind Regards Chris
    • Control who sees Timeline and Interactions in Zoho CRM through Profiles

      The feature has been enabled for all DCs (except US, EU, and IN DCs). We will be rolling it out to the other DCs in the upcoming days. Dear All, In a CRM, not all users would require access to the history of a record. For instance, a Marketing Operations
    • Zoho Desk Integration - Add the option to send the estimate from the Zoho Desk Ticket Integration

      Hi, Currently in the Zoho Desk integration, the user is able to create an estimate from a ticket, once the estimate is created the user can see the estimate under the ticket (see screenshot below), but is not able to send that estimate from Zoho Desk.
    • Zoho Creator to Zoho CRM Images

      Right now, I am trying to setup a Notes form within Zoho Creator. This Notes will note the Note section under Accounts > Selected Account. Right now, I use Zoho Flow to push the notes and it works just fine, with text only. Images do not get sent (there
    • Utilisation de Zoho en conformité avec l’article 286 du Code général des impôts (CGI)

      Cher(e) client(e), Conformément à l’article 286 du Code général des impôts (CGI) impose aux entreprises assujetties à la TVA d’utiliser des systèmes de caisse ou de gestion commerciale certifiés lorsqu’elles enregistrent des ventes à des particuliers.
    • Issue showing too many consultations in my workspace link.

      Hi Team, I’ve set up two Workspaces to track meetings from different sources. So far, this has been working well, and the two Workspaces are differentiated without any issues. However, when I navigate to Consultations and share the link to my personal
    • Zoho CRM Plain Text Template: Line Breaks and Formatting Issue

      Hello, I'm following the instructions to create email templates in Zoho CRM, but I'm having a problem with the plain text version. https://help.zoho.com/portal/en/kb/zoho-sign/integrations/zoho-apps/zoho-crm/articles/zoho-crm-email-templates#Steps_to_create_a_custom_email_template
    • 👋 Welcome to the Zoho MCP Community

      Hello all, glad to have you here! This is your space for everything AI agents, MCP tools, and intelligent business apps. This community is for you — developers, partners, creators, and businesses exploring how agents can transform work. Whether you’re
    • CRM Validation Rules Support Only Single Condition

      Simply put, CRM validation rules support only a single condition for each field on "All Records". You also cannot specify additional validation rules on the same field because it has already been used in an existing validation rule. The ONLY solution
    • Unapproved Leaves are hard to distinguish in Attendance View

      This is a an unapproved leave request It appears in the Attendance view without any visual indicator if its approved or not For a whole day request this might be manageable but for hourly requests it gets very hard to know which are approved, which are
    • Performance Appraisal Probation Period

      Hello All,  Is there any possible way to create an appraisal cycle for new staff members, at the end of probation period? Many thanks!
    • Zoho Creatorの一括操作における処理の同期/非同期について

      現在、Creatorのレポート機能を利用して、複数のレコードに対して一括で処理を実行しようとしていますが、処理の実行順序について確認したいことがあります。 レポート内の複数レコードに一括で処理を実行した際、処理は同期的に行われるのでしょうか?それとも非同期的に行われるのでしょうか? 【同期処理の場合】 レコード①に対する処理が開始され、終了後にレコード②に対する処理が開始され、最後にレコード③に対する処理が実行されるように、処理が順番に行われる場合。 【非同期処理の場合】 レコード①、レコード②、レコード③の処理が一斉に開始され、それぞれ並行して処理が行われ、全処理が終了する場合。
    • Adding Chargebee as a Data Connector

      Is it possible to get Chargebee added as a Zoho Analytics data connector?
    • Need Easy Way to Update Item Prices in Bulk

      Hello Everyone, In Zoho Books, updating selling prices is taking too much time. Right now we have to either edit items one by one or do Excel export/import. It will be very useful if Zoho gives a simple option to: Select multiple items and update prices
    • Search Records returning different values than actually present

      Hey! I have this following line in my deluge script: accountSearch = zoho.crm.searchRecords("Accounts","(RS_Enroll_ID:equals:" + rsid + ")",1,200,{"cvid":864868001088693817}); info "Account search size: " + accountSearch.size(); listOfAccounts = zoho.crm.searchRecords("Accounts","(RS_Enroll_ID:equals:"
    • Delete commerce website

      I need to delete a commerce website, but the only option is to click on settings, REQUEST DELETE, choose an urgency notice, add a message....AND THEN nothing, no way to send the request. Why is nothing simple!?!?!  I just want to delete the store.  The
    • Adding external users to Zoho Social under Zoho ONE licence - how to best achieve this

      My client has a small business, and we are looking to implementing Zoho ONE with a single flexible user licence as that is all they really need and offers the best pricing for the range of modules we eventually wish to set them up with, one of which will
    • Has anyone built a custom AI support agent inside Zoho (SalesIQ/Zobot)?

      Hi all, I’ve been experimenting with building my own AI support assistant and wanted to see if anyone here has tackled something similar within Zoho. Right now, I’ve set up a Retrieval-Augmented Generation (RAG) pipeline outside of Zoho using FAISS. It
    • This mobile number has been marked spam. Please contact support.

      Problem Description: One of our sales agents in our organization is unable to sign in to Zoho Mail. When attempting to log in, the following message appears: This mobile number has been marked as spam. Please contact support at as@zohocorp.com @zohocorp
    • Print checks for owner's draw

      Hi.  Can I use Zoho check printing for draws to Owner's Equity?  This may be a specific case of the missing Pay expenses via Check feature.  If it's not available, are there plans to add this feature?
    • Zoho Books - Hide Convert to Sales Order if it can't be used.

      Hi Books team, I noticed that it is not possible to convert a Quote to a Sales Order when a Quote is not yet marked as accepted. My idea is to not show the Convert to Sales Order button when it is not possible to use it, or show it in a grey inactive
    • What’s New in Zoho Inventory | April 2025

      Hello users, April has been a big month in Zoho Inventory! We’ve rolled out powerful new features to help you streamline production, optimise stock management, and tailor your workflows. While several updates bring helpful enhancements, three major additions
    • Copy a Record Template from one Form to another

      I have a Creator application with several forms.  I developed a record template for one of the reports/forms but want to use most of it for another of the form/report combinations in the application. Is there a way to copy the template (code or otherwise) to another form?
    • Zoho Books - Quotes to Sales Order Automation

      Hi Books team, In the Quote settings there is an option to convert a Quote to an Invoice upon acceptance, but there is not feature to convert a Quote to a Sales Order (see screenshot below) For users selling products through Zoho Inventory, the workflow
    • Next Page