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

    • Preserve Ticket Issue Mapping When Migrating from Jira to Zoho Projects

      Hello Zoho Projects Team, We hope you are doing well. We are currently exploring a full migration from Jira to Zoho Projects, and we identified a critical limitation during the migration process involving Zoho Desk integration. Current Situation: We use
    • Recording Shopify/Amazon fees in Zoho Books - Zoho Inventory

      We are currently flushing out the connections between Shopify/Amazon and Zoho Inventory. For other users of Zoho Books - Zoho Inventory, where and at what point do you record the merchant fees associated with theses channels? I have gotten mixed responses
    • Pre-fill webforms in Recruit

      I don't want to use the career site portal (as I have my own already), but I would like to direct users to the application forms for each role, from my website job pages. Is there a way to pre-fill fields in Recruit application forms, so that I only have
    • Function #8: Add additional charges to invoices

      Here goes one of the highly sought-after custom functions in Zoho Books. If you find yourself needing to apply additional charges to customers on their invoices (say credit card surcharges, or fuel charges applicable to customers from a certain region,
    • Taxes Payable Adjustment

      I am from Canada and I need to make an adjustment to my Taxes Payable (HST) account.  Basically I need to take a portion of the amount within Taxes Payable and expense that portion to another account.  The adjusting entry would like like the following:
    • ASAP Widget Not showing "My Tickets"ed

      Hello Team, I have created a ZOHO ASAP Widget and embedded to my portal app.clearvuiq.com , widget renders ok and I can open tickets from widget. However I want my opened tickets to be visible in the widget. How can I achieve that?
    • Bug Causing Major Sync & SO Access Failures in Zoho POS

      We are experiencing critical and recurring issues in Zoho POS that all trace back to role-permission handling defects in the latest POS app version. These issues directly affect syncing, login ability, and Sales Order access for role-restricted users
    • Add Zoho Forms to Zoho CRM Plus bundle

      Great Zoho apps like CRM and Desk have very limited form builders when it comes to form and field rules, design, integration and deployment options. Many of my clients who use Zoho CRM Plus often hit limitations with the built in forms in CRM or Desk and are then disappointed to hear that they have to additionally pay for Zoho Forms to get all these great forms functionalities. Please consider adding Zoho Forms in the Zoho CRM Plus bundle. Best regards, Mladen Svraka Zoho Certified Consultant and
    • How to view CRM Sales Orders in Desk

      What's the usual way to view all CRM sales orders linked to a contact, when viewing a ticket in Desk? I don't want to have to open a new tab to see the order in CRM. And the Desk CRM sidebar doesn't seem to be configurable. Would I have to use an extension
    • Kaizen #219: Actions API - Webhooks APIs - Part 1

      Hello all!! Welcome back to a fresh Kaizen week. In the previous weeks, we covered Workflow Rules APIs, Actions APIs - Email Notification APIs, Tasks Update API, and Field Update API. This week, we will continue with another Actions API - Webhooks API
    • Zoho Books Extension: What Happens If Custom Fields Already Exist?

      When developing Zoho Books extensions, what happens if the target Zoho Books organization already has a custom field with the same API name as one defined in the extension? I’m asking because we originally created an on-Books version of this functionality,
    • Pricing Strategies: #3 Services never Stop with just Plans

      "Hey, while you're here, could you also take a look at the vegetable patch?" Aaron hears that line almost every week. He runs a small gardening service, the kind where customers subscribe to a simple monthly plan that includes basic maintenance, mowing,
    • Cropping Photos for Zoho Sites

      Hi, I'm wondering if there is a built in crop tool for zoho sites for my photos so I can crop them and see what the crop looks like on the site?
    • bulk edit records and run internal logic

      hi there is few logics in manner "it this than that" logics work well when i edit entry openning it one by one (via workflow "on add/edit - on success" , for custom field "on update/on user input") but when i try bulk edit records - logic does not work.  how can i turn on logic to work as programmed - for mass editing records via bulk edit?
    • WebDAV / FTP / SFTP protocols for syncing

      I believe the Zoho for Desktop app is built using a proprietary protocol. For the growing number of people using services such as odrive to sync multiple accounts from various providers (Google, Dropbox, Box, OneDrive, etc.) it would be really helpful
    • Possible for first Signer of Sign Form to specify the next signer in the sequence

      We have many use cases where multiple signers need sign the same document. We'd love to be able to use sign forms, where the a signer who uses the Sign Form link can specify the name and email address for the next person in the sequence.
    • BUG: Can't copy-paste data outside Sheet

      Currently I can't paste data copied from inside any of my Zoho Sheet files to any other app. Copy-paste works inside the sheet It does NOT work between two different sheets These sheets are built from automation templates Everything works fine if I create
    • Zoho CRM Community Digest - November 2025 | Part 1

      Hello Everyone! Here’s what came through in the first half of November: new updates and a few helpful community discussions with real, notable solutions. Product Updates: Android App Update: Inctroducing Swipe Actions You can now swipe left or right on
    • Upload own Background Image and set Camera to 16:9

      Hi, in all known online meeting tools, I can set up a background image reflecting our corporate design. This doesn't work in Cliq. Additionally, Cliq detects our cameras as 4:3, showing black bars on the right and left sides during the meeting. Where
    • Truesync for Linux

      Is Truesync available on linux ?
    • Hidding/excluding specific picklist options from filter

      Hi. Is it possible to hide/exclude specific picklist options from this filter? I don't want them to be shown when someone tries to filter in the leads module
    • Subforms to Capture Multi-Row Data in Job Sheets

      Subforms transform your job sheets from simple checklists to powerful, data-rich forms. In field service work — whether maintenance, inspection, installation, or repair — a single job can involve multiple repeatable entries: readings, parts used, activities
    • Add "Fetch Composite Item" Action for Inventory

      I want to make a Flow that uses information returned in the GET call for Composite Items, and it's not currently available in Zoho Flow. Please consider adding this functionality.
    • Adress Labels for sending of the oder und barcode

      We want to print with my address labels to stick on the order of the ware can. there are these options?
    • printing individual labels - Dymo LabelWriter

      I am trying to print individual labels to my Dymo LabelWriter - has anyone done this? Latest Update (December 2025): The Canvas Print View is now available! We encourage you all to try it out and share your feedback with us. Learn more here: Zoho CRM
    • Zoho Creator for Agriculture

      Greetings, I am starting to work on  Zoho Creator specifically for the agricultural field, any recommendations, tips or ideas that might be helpful ? Also, if you are interested by any means in working on such project, kindly contact me. The project is
    • Custom Print Layout

      I would like to create a custom print layout of a Lead or Contact. Is there a way to do that? What I mean is that if I'm viewing a specific lead or contact I'd like to be able to print or export that lead/contact and only print and/or export certain information.
    • Print View

      Nothing happens when I'm in a module , ie; Contacts, and I hit the Print View Button. Even when it does come up and say "loading", nothing loads
    • Get Holiday ready with Zoho Mail's Offline mode

      With the holiday season right around the corner, this is the perfect time to get ready to unplug, relax, and enjoy a well-deserved break. In addition to preparing yourself, you can also make sure your organization members are set for their time away from
    • Solution to Import PST File into Office 365.

      MailsDaddy OST to Office 365 Migration Tool is an outstanding solution to recover OST files and migrate them into Office 365 without any hassle. Using this software users can multiple OST files into Office 365 with complete data security. It offers users
    • Zoho CRM Kiosk issues

      Firstly this is for a system on the AU servers if that makes a difference. Issues are as follows (For Kiosk): 1. Re-ordering fields in the screen builder is broken. The fields seem to be re-ordering themselves, unless you order everything by moving the
    • Email Template Edits Not Saving

      I can make an edit, click save, and see the blue bar annimation at the top, but the edits don't actually save. Important, because my email templates are now broken and clients are receiving bad emails. Tried on Chrome, Firefox and IE.
    • Default Ticket View - Table?

      Guys, We mostly use the table view to queue tickets. Maybe I am missing it - but how can I set that view as 'default" for all our agents? Thanks JV
    • Can I have different users see different pick list values for Potential Stage?

      We have some users focusing on new business and others focusing on existing business, and they follow different sales processes/cycles, so we would like them to see different pick list values for Stage (eventually leading up to Closed Won/Lost in both cases).   And just to keep it interesting - some of these users will of course do a combination, so would need to see one pick list for their New business potentials and a different pick list for their Existing business ones.   Salesforce does this
    • Tracking Snippet not working in Zoho Marketing Automation!

      First off, the fact that you have to wait about 12-24 hours for every response is terrible. How are we supposed to conduct business? Second, we have been trying for several days to get the Tracking Code Snippet in marketing automation to work, to no avail.
    • Is there any way to send an Excel received by email to Dataprep?

      Every day I receive an email alert with an Excel file that I want to process through a Dataprep pipeline. To do this, I need to: -Save the file to disk -Open the pipeline -Run the pipeline -Update the source -Several clicks to select and open the saved
    • Read webpage - MSXML2.ServerXMLHTTP

      I have the following VBA script, put together from various sources (mainly zoho forum/help/support, so it once worked, I guess): private Sub GetListOfSheets() Dim url As String Dim xmlhttp As Object Dim parameters As String Dim html As String range("B1").value
    • Zoho Creator Form Search

      I'm new to Zoho Creator and so far i do like it but im shocked there seems to be no easy way to add a search function and/or navigation to there forms as this readily available in every platform i have used in the past. Anyway i have a form which i have
    • How to setup DKIM / SPF in Zoho Mail

      Hello there! I'm having a hard time understanding how to setup the TXT records for SPF and DKIM with Zoho Mail. I'm following the instructions here: https://www.zoho.com/campaigns/help/setup-spf-dkim.html Specifically, when it comes to the value for the
    • Mass update cant trigger a workflow?

      Hello there, Is this a normal Creator behaviour? In a report, if I manually edit each data row, it will pass those changes to all other reports. However, if I perform a Mass Update on a few data rows at once, the new data is not pushed to other reports.
    • Next Page