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

    • Zoho Mail Android app update: UI revamp

      Hello everyone! We are excited to share that the first phase of the Zoho Mail Android UI revamp is now live. In this update, we have redesigned navigation bar at the bottom to quickly access the Email, Calendar, Contacts, and Settings modules. Also, the
    • Add Support for Authenticator App MFA in Zoho Desk Help Center

      Hello Zoho Desk Team, We hope you are doing well. We would like to request an enhancement related to security for the Zoho Desk Help Center (customer portal). Currently, the Help Center supports MFA for portal users via SAML, JWT, SMS authentication,
    • 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
    • PDF's Give Unsupported Type Error Message

      Many of the pdf files I add to Notebook work fine but in some cases when I try to open them on the Android App I get a message saying "Unsupported Type. Psst! You are using an older version of the app which does not support this note format. Please update
    • Resubscribe with Zoho Campaigns

      Hi, I am new to Zoho Campaigns and sent a campaign to a contact list with only my email address. I wanted to see what the footer links did, so clicked unsubscribe and now can't include my email address into any more campaigns. I don't have a sign up form on my website to resubscribe and can't find how to resubscribe anywhere else. Can you help?
    • Add a way to connect Log360 Cloud logs with Zoho analytics

      Hi, Several month ago Log360 Cloud was added to zoho one - and this is great. But as far as I see there is no prebuilt way to connect Zoho analytics to the logs we have in Log360 Cloud. Please add a prebuilt connection like we have for so many other zoho
    • Dynamic Multi-Staff Selection for Ad-Hoc Bookings

      Summary Allow customers or internal schedulers to select specific staff members at the time of booking, with Zoho Bookings automatically surfacing only the time slots where all selected members are simultaneously available. Current Behaviour Zoho Bookings
    • Recurring event sync via Microsoft 365 Meetings

      I believe syncing Recurring through the Microsoft 365 Meetings integration is already in the works but I couldn't find a reference in the community to track the progress of this work.
    • Share Edit while in Workflow

      There are times that while a writer document is in the middle of a workflow the user that's responsible for that stage of the workflow needs to bring in other people to work on the document. Currently there is no way for the user to be able to allow other's
    • How can I use the API to add a drop-shipping address to a sales order for one-time use?

      I need to be able to add a drop-shipping address for one-time use to a sales order via the API. Adding every such address to the contact (customer), then feeding the shippingaddress_id into the sales order, is not an acceptable approach; we have some
    • Need to set workflow or journey wait time (time delay) in minutes, not hours

      Minimum wait time for both Campaigns workflows and Marketing Automation journeys is one hour. I need one or the other to be set to several minutes (fraction of the hour). I tried to solve this by entering a fraction but the wait time data type is an integer
    • Auto sync Photo storage

      Hello I am new to Zoho Workdrive and was wondering if the is a way of automatically syncing photos on my Android phone to my workdrive as want to move away from Google? Thanks
    • sending email with another account

      Hello there, i write there for an our costumer request. They want to send email from CRM with a different email (confirmed and added to zoho profile). For example they use account@zilium.com but with this account they want to send (not only with email
    • Major journey crash and not loading. Zoho Marketing Automation

      Hi all. Last night (19MAR, 2026) Marketing Automation for a specific journey completely crashed, and since the crash the specific journey has failed to load at all (blank journey canvas, no journey appears, no menu accessible) but other separate journey's
    • Izettle or Sumup Integration for Zoho Books.

      The Stripe & Square clearing works great in Zoho Books. Any further integrations planned in the future for Izettle or Sumup? These card processors are very common for taking payments with a card reader.
    • Is anyone experience missing functions in the new UI until hard refresh?

      The set of functions including search is almost always missing upon loading an app in the new UI. If you refresh, the functions return. (see second screenshot) Anyone else experiencing this?
    • Adding Images to a Quote in Zoho CRM

      We are currently preparing to use Quotes in Zoho CRM and we are building out our Quote templates.  We came across an issue of not being to add Images of the products to the Quote - specifically in the body of the Quote templates.   This is a problem,
    • Mail Search should allow grouping by conversation like Gmail.

      Having switched from gmail I have found the search function hard to use. Mostly because mail is not grouped by conversation in search. If I search for a word when looking for a conversation had with someone then sometimes 10 emails will come up from the
    • Server-based Appication API access for Social, Sites, Flow, Pages.

      Hello, I am trying to hook up API access for a number of apps and I have hit a wall trying to add these scopes to the API feed. We cannot find the correct way to list the scope for these Zoho apps; Social, Sites, Flow, Writer. Error on web-page comes
    • Zoho Landing Page "Something went wrong" Error

      Hello, Every time I try to create a new landing page, I receive a "Something went wrong" error with no explanation. I cannot create any new pages, which means we cannot use this application. I did create one landing page successfully over a month ago,
    • Sync desktop folders instantly with WorkDrive TrueSync (Beta)

      Keeping your important files backed up and accessible has never been easier! With WorkDrive desktop app (TrueSync), you can now automatically sync specific desktop folders to WorkDrive Web, ensuring seamless, real-time updates across devices. Important:
    • 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
    • Zoho → ShipStation Integration – Sales Order–Driven Fulfilment Workflow

      Hello All, I’m reaching out to explore the best way to integrate a shipping tool into our inventory which will speed our process up. We are looking to integrate ShipStation into our existing order-to-fulfilment workflow, as we’re keen to standardise on
    • Newby Questions - Vendors, Customers, and Income vs. Other Income Clarifications

      Q1. For Deposits, there does not seem to be an option for "Income". "Other Income" is an option however. What is the process to add the option to assign a deposit to type "Income"? Q2. In many cases Vendors and Customer are the same. Vendors may purchase
    • 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
    • Bank Feed shows redacted description numbers (xxxx)

      Hi All, Is there any way to change this behaviour? Either Zoho or Yodlee is redacting important numbers from the transaction description, preventing us from being able to easily recognise and reconcile transactions. For example, a transaction with a description
    • 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. 
    • Handling large product migrations in Zoho?

      Hi everyone, How do you usually manage large product catalog migrations (10K+ SKUs) into Zoho One? Main concerns I’m thinking about: Avoiding downtime Preventing data loss Keeping supplier and product relationships intact Do you prefer bulk imports or
    • Reassign Partially Saved Entries

      Hi, I would like to be able to go to Partially Saved Entries and like the option to delete them I would like the option to multi-select and be able to reassign them to another user to complete (Such as when a user has left the company). Thanks Dan
    • Preventing auto-redirect to Parent Record on Save...

      Our users often create records from the related list on th left side of the screen. They click the blue "plus" button to create the record. This is handy, but for some modules, or situations, they would like to remain on the record AFTER clicking "Save",
    • Introducing Version-3 APIs - Explore New APIs & Enhancements

      New Update - The end of life timeline for V2 APIs has now been extended to 30th June, 2026 Happy to announce the release of Version 3 (V3) APIs with an easy to use interface, new APIs, and more examples to help you understand and access the APIs better.
    • Correlated subqueries not supported in Zoho Analytics. This creates huge limitations

      Running into a major limitation in Zoho Analytics: correlated subqueries simply don’t work, even in completely standard SQL patterns inside a JOIN. Example: LEFT JOIN "Bills" b ON d."Id" = b."Deal ID" AND EXISTS ( SELECT 1 FROM "Bill
    • Unknown table or alias 'A1'

      I would like to create a subquery but i am getting the following error: Unknown table or alias 'A1' used in select query. This is the sql statement:  SELECT A1.active_paying_customers, A1.active_trial_customers, A1.new_paying_signup, date(A1.date_active_customers), 
    • Feature announcement - Introducing recipient authentication via Didit in Zoho Sign

      Hi everyone! Zoho Sign already integrates with trusted providers like IDology (US), eID Easy (EU), and Stripe Identity. Today, we're excited to add another powerful option: Didit. Some benefits of using Didit: Unified ID verification Streamlined eKYC
    • CRM x WorkDrive: File storage for new CRM signups is now powered by WorkDrive

      Availability Editions: All DCs: All Release plan: Released for new signups in all DCs. It will be enabled for existing users in a phased manner in the upcoming months. Help documentation: Documents in Zoho CRM Manage folders in Documents tab Manage files
    • Super Admin Logging in as another User

      How can a Super Admin login as another user. For example, I have a sales rep that is having issues with their Accounts and I want to view their Zoho Account with out having to do a GTM and sharing screens. Moderation Update (8th Aug 2025): We are working
    • What's New in Zoho POS - February 2026

      Hello everyone, Welcome to Zoho POS’s monthly updates, where we share our latest feature updates, enhancements, events, and more. Let’s take a look at how February went. Purchase and sell items on different units We have introduced a unit conversion functionality
    • Regarding the integration of Apollo.io with Zoho crm.

      I have been seeing for the last 3 months that your Apollo.io beta version is available in Zoho Flow, and this application has not gone live yet. We requested this 2 months ago, but you guys said that 'we are working on it,' and when we search on Google
    • Message as bot

      I would like to be able to send a Cliq message truly as a bot. the current implementation of this function, while it sends the message as a bot it sends that message inside a chat from the user how authenticated the flow cliq connection instead of directly
    • 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
    • Next Page