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

    • 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
    • Zoho Books emails suddenly going to Spam since 11 Nov 2025 (Gmail + now Outlook) — anyone else?

      Hi everyone, We migrated to Zoho Books in July 2025 and everything worked fine until 11 Nov 2025. Since then, Zoho Books system emails are landing in customers’ Spam (first Gmail, and now we’re seeing Outlook/Office 365 also starting to spam them). Impacted
    • 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.
    • search and Smart Bar both missing in Mail

      One of the users on my account does not have the search bar at the top right or the Smart Bar at the bottom left of the desktop Mail app. Any ideas how to get those back?
    • Let us add Lookup fields in the Blueprint Transitions

      We are unable to add Lookup Fields in the blueprint transitions in Zoho Desk, we wanted to make it a requirement for our workflow but since it's not available in the transition we cannot. The lookup field exists in the Layout: But it cannot be added/selected
    • Zoho Projects API Scope for Issue Attachments

      I try to download issue attachments via the API, unfortunately I always get the following error code when trying to download the file from the supplied URL: {"ERROR_MESSAGE":"INVALID_OAUTHSCOPE","ERROR_CODE":401} indicating an auth scope error. I've tried
    • How to fetch custom fields for time entries in Zoho Project API v3

      In the previous Zoho Projects REST API, we were able to retrieve custom field details for time entries, including picklist options, using the endpoint: GET /restapi/portal/[PORTAL_ID]/timesheetcustomfields In the new Zoho Projects API v3, we tried using
    • Zoho Survey Enhancements

      We love Survey. We use it a ton. It needs some enhancements. Maybe some of these are already on the roadmap? API - this is crucial. We have some complex surveys that take place and need to update records, trigger other functions/automations, etc. I would
    • Request for Assistance Regarding Email Sending Issue (554 5.1.8 - Email Outgoing Blocked)

      Dear Zoho Support Team, I hope this message finds you well. I am writing to request assistance with an issue we are currently facing regarding our Zoho Mail account. Our email account, admin@tuyensinhcanuoc.com, is encountering the following error when
    • Images Don't Display on Blog

      Hi, I've just posted a new blog entry, but regardless of format (png or jpeg) Images that display in Preview mode do not display on any browser in the published post.  I've not done anything different with this post than others regarding images, please advice. Thanks! Edit:  I've discovered that moving the image files from a my sub directory folder "Pics for Blog" to the top level of the "Files" folder on my site allows the images to display live.  This, even though my other blog posts are correctly
    • Checkbox Field Mapping Zoho Forms to Zoho Sign

      I have an application that will be filled out via Forms that I am mapping into a PDF Filler on Zoho Sign. I need to have a series of checkboxes mapped to the corresponding fields in Sign and I only see single checkboxes available via the mapping, though
    • Books P&L by Customer

      Lately, we have found that the Customer field filter for the Profit & Loss report in Zoho Books is no longer available. We have several projects with the same customer and look at the P&Ls by project AND by Customer (overall). Can you please add back in this field selection alongside the Project field to the P&L report filter? Thanks! -Gina
    • Sent mail sort by date disappeared

      Hello, We used to be able to sort the emails by date in the sent folder, but this feature has recently disappeared. Can we bring it back?
    • I cannot check out to Zoho People.

      When I tried to check out today, there's prompt that inhibits me to check out: To add entry in Attendance, log time for any of your jobs
    • Pricing Strategies: #2 Plan your Service Offerings using Plans

      Meet Harvey & Mia, hailing from the same Tech school, carrying the dream of setting up their own IT maintenance firm in their location. They drew up a clear business plan and put their business in motion on New Year's Eve. They had great reception right
    • Open a record to edit based on another form being edited

      Hi all, I am trying to edit a record based on another record being edited. It works out like this: When I create a Monthly_Update and then submit I open the Monthly_Levels form and pass the ID from the Monthly_Update to a field called mu. I want it to
    • Problem with signature on zoho survey

      Hello, I'm trying to export individual responses with signatures on zoho survey. But the signatures on some of my surveys are not exported as the original image, but as a generic image, same for all (screen joins). Is there a solution to have the signatures
    • Change in Zoho CRM API?

      Hello, I am using the Zoho API trough the PHP SDK v2.1 Since few days, I noticed that I have to change the way I pass the data to the API when I create, update, or upsert a record. Dates Before I was passing a PHP date object to "$record->addKeyValue(...)",
    • MTA - BAD IP reputation by outlook/hotmail

      Messages to Microsoft email servers are bouncing back due to poor reputation. Message: 4.7.650 The mail server [136.143.188.206] has been temporarily rate limited due to IP reputation. For e-mail delivery information see https://postmaster.live.com (S775)
    • Zoho Mail API returns empty inbox (0 messages) but webmail shows 37 unread emails

      Hello, I'm experiencing a discrepancy between Zoho Webmail and the Mail API (EU region). **Setup:** - Account: EU datacenter (mail.zoho.eu) - API: Self Client OAuth2 via api-console.zoho.eu - Scopes: ZohoMail.messages.READ, ZohoMail.messages.UPDATE, ZohoMail.folders.READ,
    • QuickBooks Extension for Zoho CRM - Advanced Features -2025

      Hello Everyone, We’re happy to announce the latest version of our QuickBooks Extension for Zoho CRM, now officially live on the Zoho Marketplace! This release introduces one-click data sync, a user-friendly UI, enhanced performance, and a powerful set
    • Changing Department often causes the Firefox tab to freeze

      Title, it doesn't seem to happen with neither Opera nor Chrome. And even in Firefox, sometimes it just lets me change the department I'm in no problem, even to All Departments which is probably the most, like, resource heavy? But most of the time, the
    • Need to integrate Zoho Mail Mobile app with Zoho Meeting Mobile App for Android and Apple

      Hello Zoho Team, Please bring integration of Zoho Mail Mobile app with Zoho Meeting for Android and Apple Thanks
    • ¡Muchas gracias por participar a los Meetups de Usuarios de Zoho! Y Novedades del ecosistema Zoho

      ¡Hola Comunidad de Zoho en Español! 👋 Después de un breve lapso de tiempo, volvemos con una nueva edición de nuestro Community Digest, donde te contamos las novedades de los productos de Zoho en los últimos meses. Estas mejoras se centran en nuestros
    • Merge Items

      Is there a work around for merging items? We currently have three names for one item, all have had a transaction associated so there is no deleting (just deactivating, which doesn't really help. It still appears so people are continuing to use it). I also can't assign inventory tracking to items used in past transactions, which I don't understand, this is an important feature moving forward.. It would be nice to merge into one item and be able to track inventory. Let me know if this is possible.
    • Next Page