Announcing DataPrep 2.0 Beta!

Announcing DataPrep 2.0 Beta!



Being data-driven is an important end goal for all organizations, because when businesses can manage, analyze, and make actionable decisions based on data, they have a competitive advantage.
With that said, how confident are you in making business decisions based on your business data? How clean is your CRM data? Or how much time is spent on manual data cleansing and preparation? 

To help you solve these problems, we're pleased to announce the release of the DataPrep 2.0 public beta! With this new version, it's now even easier to build an end-to-end pipeline and have complete control over the quality and movement of your data.

What's new in 2.0?



Visual pipeline builder 

The all-new pipeline canvas lets you design a seamless end-to-end data flow. Earlier, you were limited to working with a single dataset at a time—but now data can be fetched from multiple sources, more than one dataset can be prepared and used simultaneously, and the data can be exported to multiple destinations. This helps businesses visualize data flows better, simplify complex workflows, and work with data with more confidence.

Unified scheduling of end-to-end pipelines

A massive upgrade has been made to our scheduling feature. In DataPrep 1.0, the sources and destinations had separate schedules which had to be manually managed by staggering the schedule timing, which was hard. But with 2.0, the scheduling can now be set up at the pipeline level. A single unified schedule can be used to manage imports, processing, and exports for all sources and destinations within the pipeline.

Monitor jobs with ease

With automated pipelines, data transfer happens around the clock. Sometimes, there can be issues with fetching data, and the data transfer can fail. But with jobs, you can easily monitor failed jobs with granular details and identify the points of failure. This ensures your organization doesn't miss out on any valuable data. 

Comprehensive version history

Maintain a complete audit trail with version history. Working with data can be challenging; but with the help of this feature, you can easily track changes and run experiments to get more out of your data. Not happy with your experimental changes to data? Easily switch back to the previously published version with the click of a button. 

Backfill your data effortlessly

There can be outages in the data pipeline, this can be due to source or destination failure, changes in the data or model requiring changes in the preparation steps, and can take a while to be restored. However there is no easy way to catch up on processing the data during the outage, to solve this we are now introducing the Backfill feature. The backfill feature can be used to fetch data and simulate a scheduled process for a selected period of time. For example, if there was an outage of 2 days on a pipeline that was setup to run every hour. With backfill, you can now create a configuration to process all that data by simulating the schedule process for the missed two days, this will create 48 new jobs that will run in sequence and process the missed data for two days.

Efficient row processing with incremental fetch

In every scheduled run, choosing the incremental fetch option fetches only the new and updated data from the source for processing.  This was available for few sources in 1.0, but we're expanding the support to all data sources in 2.0. Incremental fetch job runs faster, compared to full fetch as only the newly added rows are processed, also making it more cost effective. 



Transforms made simple with OpenAI 

Our new transforms, powered by OpenAI, help generate complex formulas based on logic written in simple English or transform data based on the sample output given. This simplifies the data preparation process and makes Zoho DataPrep more accessible, even for organizations that don't have a dedicated data analyst team. 



Create instant pipelines with templates 

We built DataPrep with a vision of helping businesses, big or small, have better access to all their business data—but we understand that the data game can be tricky when you're starting out.
To keep our vision alive and to help everyone start using their business data better, we've built a template gallery based on various business use cases that can easily be used to create a pipeline architecture. Just click on the template to add the formula instantly and transforms needed for the data workflow.

You can also save your own data pipelines as templates to make recreating pipelines easier or to apply the data pipeline over a different set of data. You can also share the data pipelines with your organisation or export them as files to share across different organisations.




New dashboard showcasing your pipeline status

Our new and improved dashboard shows the status of all your pipelines instantly. Easily monitor your scheduled runs, identify failed jobs, and ensure your data is up-to-date in your system. 

​

Make data movement easier with other business applications


We are expanding the list of data connectors supported in Zoho DataPrep and as a start we have released the Zoho Creator integration. 




Migrating data into Zoho Creator, as well as seamlessly moving data between various modules within your custom Creator app, has been made easy with DataPrep. 

As more organizations are adopting SaaS products in their tech stack, in order to make data more available, we're opening up integrations with HubSpot, Salesforce, and SurveyMonkey, as well as many more Zoho products, in the next couple of months. Stay tuned for more data connectors in Zoho DataPrep!

Can't wait to try DataPrep 2.0?
All our existing customers can access the Beta version right from within their DataPrep home page. The Beta is not available for Zoho One users yet, but if you want to try out the Beta on a standalone account, contact us at customersuccess@zohodataprep.com 

Zoho DataPrep is designed to make data preparation and movement easy. With DataPrep 2.0, we have completely revamped our product with the new pipeline builder, unified schedules, pipeline templates and universal incremental fetch that lets you easily manage complex data preparation jobs and data movement.  We've also included 50+ other updates to help you clean, prepare, and monitor your business data effortlessly. 

Check out all updates in 2.0

    • Recent Topics

    • Can I write a check in Zoho Books with no associated bill?

      This currently does not seem possible, and I have a client that desperately needs this function if I am able to convert them with Quickbooks. Thank you in advance for your reply. 

    • ISO 3166-2 Compliant Country and Regions

      Zoho should consider implementing ISO 3166-2 standards for countries and regions in address dropdowns. It adds a lot of noise in the data when items added programmatically conform to ISO 3166-2 (e.g., TX for Texas, CA for Canada, etc.), but the few items

    • US State abbreviations in Address fields

      In regards to all Address fields within Zoho, Is there a way to change the State field to be the 2 letter abbreviation vs the full spelled out US State name? Example: "Washington" should be WA. I am able to type in the abbreviated state, but it's not

    • Zoho Booking - TIN vs ATIN & ITIN

      Zoho Booking Vendors allows for TAX ID values of SSN, EIN, ATIN an ITIN. There is no option for TIN. What is the method to properly add TIN to the list of taxable values for companies? For reference: Social Security Numbers (SSN) Individual Taxpayer Identification

    • How to see Statement Details Shown in Unclassified Transactions in All Transactions?

      All, The list of Unclassified Transactions show the Statement Details and Descriptions. What is the method to see that column in the All Transactions list? -Thanks!

    • Add Reauthentication Option for Zoho Bug Tracker Integration in Zoho Desk

      Hello Zoho Desk Team, We hope you're doing well. We would like to request an enhancement to the Zoho Bug Tracker integration within Zoho Desk. Current Limitation: At the moment, there is no option to reauthenticate the Zoho Bug Tracker integration in

    • Automation #3 - Auto-sync email attachments to tickets

      This is a monthly series where we pick some common use cases that have been either discussed or most asked about in our community and explain how they can be achieved using one of the automation capabilities in Zoho Desk. Most of our customers use email

    • Zoho Books | Product updates | October 2025

      Hello users, We’ve rolled out new features and enhancements in Zoho Books. From iOS 26 updates to viewing reports as charts, explore the updates designed to enhance your bookkeeping experience. Zoho Books Updates for Apple Devices At WWDC 2025, Apple

    • Bill sent for Payment Approval

      Zoho Books currently supports three levels of transaction approval for bills: Draft, Submit, and Approved. We are looking to add a layer of approval like a bill marked for payment before initiating payment requests through HSBC Bank. Can you please guide

    • Ask the Experts - Live Q&A webinar

      Hello Community, We’re excited to host our very first Ask the Experts session! Join us on 7 April 2026 from 11 a.m. to 12 p.m. (IST) for this live webinar Q&A session, where you will have an opportunity to connect directly with our product experts, gain

    • All new Address Field in Zoho CRM: maintain structured and accurate address inputs

      Availability Update: 29 September 2025: It's currently available for all new sign-ups and for existing Zoho CRM orgs which are in the Professional edition exclusively for IN DC users. 2 March 2026: Available to users in all DCs except US and EU DC. 24

    • Kaizen #235 - Automating record restoration using Recycle Bin APIs in Zoho CRM

      Welcome to another Kaizen week. Here's a question that came up in our developer forum: "I'm working on a piece of software to automate conversion of Leads into Deals based on order status from my company's website. There are some cases where a previously

    • Open PDFs using Zoho PDF Editor

      Hello users, In this article, we will be exploring the open PDF capability in Zoho PDF Editor to collaboratively edit PDFs, insert text and images, add fillable and e-signature fields, and more. You can upload PDFs upto 50 MB or 150 pages. Password-protected

    • One Contact with Multiple Accounts with Portal enabled

      I have a contact that manages different accounts, so he needs to see the invoices of all the companies he manage in Portal but I found it not possible.. any idea? I tried to set different customers with the same email contact with the portal enabled and

    • Bank Feeds Breaking Constantly

      Hey Everyone, I have already reached out to support about this issue but I am wondering if anyone else is having the same issue. My bank feeds keep breaking within days of me fixing them by updating the credentials. Its been happening for a while and

    • Zoho Campaigns - Feature Request - Re-Send Existing Email Action in Automations/Journeys

      Hi Zoho Campaigns and Zoho Marketing Automation teams, I would like to suggest a feature that would make building and managing complex automations significantly easier. The Feature Introduce a “Re-Send” or “Send Existing Email” action within Automations

    • Print Sales Orders, Purchase Orders or Invoices from API

      Hello, Is it possible to use the print option that is available in Sales Orders Purchase Orders and Invoices with the API?. I don't see any information in the docs about this. Thanks

    • Timed addition to segments

      Hi there - hoping you can help me figure out a graceful way of doing this: • I want to add contacts to a Segment in Campaigns based on a Stage pick-list field value X in CRM - that bit's fine. The problem is that I only want to add them to the Segment

    • Zoho Developer AI Agent = Claude AI + MCP Server + Zoho Ecosystem

      Hello Zoho Community 👋 I’m excited to share a recent integration we’ve worked on at Officehub Tech: ✅Claude + MCP Server + Zoho Creator Zoho Developer AI Agent – an AI-powered Zoho automation platform This solution connects Zoho applications with an

    • Dynamic Questions in Zoho Forms

      Is it possible to add dynamic questions (like displaying a user’s name) in Zoho Forms? I know this is possible in surveys, but can we implement similar functionality in Zoho Forms?

    • 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

    • Google Fonts Integration in Pagesense Popup Editor

      Hello Zoho Pagesense Team, We hope you're doing well. We’d like to submit a feature request to enhance Zoho Pagesense’s popup editor with Google Fonts support. Current Limitation: Currently, Pagesense offers a limited set of default fonts. Google Fonts

    • CRM

      How do I build an email funnel of 10 emails with decision tree ie; if yes use this email if no use this email. Also I cannot figure out how to add more groups or see my whole groups. I've set up different groups like attorneys is one group of companies/people

    • WebDAV support

      I need WebDAV support so that I can upload/download (and modify) documents from my local file system. Is anything planned in his direction?

    • Replying from same domain as a catch-all?

      I have 2 domains setup on Zoho, both with associated email addresses. They look something like this: john@example.com (primary address) john@test.com (this domain also has a catch-all setup) I use the catch-all for test.com as a public-facing email address

    • Is there a way to show contact emails in the Account?

      I know I can see the emails I have sent and received on a Contact detail view, but I want to be able to see all the emails that have been sent and received between all an Accounts Contacts on the Account Detail view. That way when I see the Account detail

    • Internal Fillable Contract with Zoho Writer (Before Sending to Client)

      Hi everyone, I’m trying to automate the following process in Zoho CRM and would appreciate some guidance. Process: When a Deal moves to a specific stage, CRM triggers an automation. CRM sends a contract template to an internal team member so they can

    • Standard practice rerun updated deluge function over existing recordes

      Hi folks, we have a function which is triggered via webhook from a third-party solution which then calls another api with a contact-id and gets a json payload back and then parses that data to custom fields in our CRM to the record id. As requirements

    • Using a custom single line External ID form as merge fields in templates

      Hey everyone, We're looking to integrate a few external systems better with our Zoho CRM, and we had hoped to use external fields for this purpose. In this case, it would mean being able to use our own inoice system's invoice numbers are a direct id compatible

    • Introducing parent-child ticketing in Zoho Desk [Early access]

      Hello Zoho Desk users! We have introduced the parent-child ticketing system to help customer service teams ensure efficient resolution of issues involving multiple, related tickets. You can now combine repetitive and interconnected tickets into parent-child

    • can change deal colors in bigin?

      can be super useful if we can change colors deals process  any way to do it?

    • Import Quote from CRM into document in Writer?

      Hi, I created a quote for a proposal in the Zoho CRM and was wondering if there is a way to embed the quote into a document in Zoho Writer so I can make our sales proposals look a little nicer. Is that possible?

    • Zoho Sheet for Desktop

      Does Zoho plans to develop a Desktop version of Sheet that installs on the computer like was done with Writer?

    • Can I convert MSG to HTML on Mac?

      Yes, you can convert MSG files to HTML on a Mac using software Aryson MSG file Converter. This tool allows you to convert Outlook MSG emails into multiple formats, including HTML, PDF, EML, PST, and more. It preserves all email content, attachments, metadata,

    • Duplicate Leads Notification Help!

      Hello! I have several web forms that have a duplicate lead notification that are being sent to the creator of the web form. I understand how to change the form entry notification, but I am specifically looking to change the recipient of the "Duplicate Lead" notification. Any help you can offer is greatly appreciated! TIA, ~ Jenn

    • Adding Calendar Display to Home Page

      I would like to display my calendar in a module on the Zoho CRM Home Page. I can't figure out a way to do this.  Is it possible to display the CRM Calendar on the Home Page?  

    • Schedule a Call by Date and Time when a specific lead status is selected

      Hi Wanting to create a workflow where a call can be scheduled by date & time when a specific lead status is selected. Can only currently set the date by Due Date - Trigger Date - Plus 'x' day(s) Thanks

    • Incoming email replies not automatically associating with Deals/Opportunities - Is this possible in Zoho CRM?

      Hello Zoho Community, I'm running a travel agency (B2B and B2C) and we've been struggling with what seems like a basic functionality that we cannot get to work properly. Our use case: We send emails to suppliers (hotels, transportation companies) and

    • Duplicate Leads Concerns with Round Robin and Lead Approval Process

      It is great to have the Duplicate Lead Approval Process, there are a few issues with the process that I would greatly appreciate taken consideration in enhancing. It appears that A Lead comes in Lead owner assigned by the Round Robin Check for Duplicate,

    • Private email threads

      When sending a Private email or receiving a response once the email thread has been marked as 'Private'- is there a way to trigger the system to "restart the clock"? I am finding that when someone responds to a 'Private' thread that it is opening the

    • Next Page