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

      • Run a workflow after record merge

        Hello, We are wondering if there is a way to trigger a workflow after two records are merged? We have a sms service that use to text back and forth with Prospects and Contacts. To make it easy for our users, we automatically create them in this other
      • Live webinar | The Evolution of Zoho Show: 2025 Feature Recap

        2025 has been a year of exciting updates and features for Zoho Show. From advanced design and formatting tools to smarter presentation delivery, enhanced collaboration, and AI-powered features—along with the launch of our desktop apps, Show has continued
      • Batch Tracking custom function

        Hi fellow zoho users, We have our ecommerce site setup to shopify. I have some products I want to add batch tracking too, my only issue is that it breaks our shopify workflow (create sales order, invoice, payment, package) because it requires us to manually
      • Include Suggested Articles in New Ticket Email

        When someone creates a new ticket, is there any way to include recommended knowledge base articles (like the ones Zia Suggests) in the email notification to the user? When they're waiting for a reply, it would be nice to have sent them some recommended
      • Zoho Flow + QuickBooks Estimates – Line items not created from CRM subform

        Hi everyone, I’m trying to create QuickBooks Estimates from Zoho CRM Quotes using Zoho Flow. I’m aware that Zoho Flow’s native “Create Estimate” action does not support multiple line items, so I followed the community guidance for Invoices using a custom
      • SAP S/4 HANA Integration via ZOHO Flow

        Hi How do I change the SAP Client ID while creating a new connection ? MY client ID is 421. I believe the client id should be an input field for length 3 numbers rather then a drop down to select from a fixed set of values. Thanks
      • VLOOKUP FUNCTION PROBLEM

           Hello, i have a problem with the VLOOKUP  function in my sheet http://public.sheet.zoho.com/public/tonimoreno/indicemasacorporal2 in cell D2. This function doesn't work correctly and always returns the last content of the range. Can you help me?
      • Zoho Flow Completely Broken?

        Since December 13th, 100% of our flows have stopped working completely. Nothing is working or triggering??? I called support & sat on the line with them for 2 HOURS until they finally concluded it was a back-end problem on their end?? Now i'm calling
      • Print / Export full Dashboard page

        Hello Zoho team, It is currently only possible to print/export one component of a dashboard at a time. Requesting the option to print/export a full dashboard page with all components to a pdf or picture. Doing through the browser doesn't give good results.
      • emails duplicated in my outlook client

        Hello I am just new here and I have a litle problem that I do not find how to solve. I sumarise here after. Your help would be very appreciated. I have just recently contracted this zoho mail servicesservices as an initial evaluation yesterday night. I then:   - opened a free account  - created 1 initial email address ..........@domain.com  - created a second email address ..........@domain.com - proceeded with the config instructions (checking the ownership of my domain, changing MX etc... ) as
      • How to check task starting time in zoho mobile app?

        I am using the Zoho mobile app on my iPhone, and I am not able to see the task's starting and finishing times. When opening the Task information / Details, I can only see the Task start date and due date, but not the time. Is there any way to check a
      • Creating an extension in Sigma: Zoho CRM isn't selectable as a service

        I have 2 Zoho accounts which are part of 2 different workplaces. One workplace is able to select 'Zoho CRM' as a service option when creating a new extension, the other one is not. I'm not sure what the exact differences are between them. What do I need
      • List of packaged components and if they are upgradable

        Hello, In reference to the article Components and Packaging in Zoho Vertical Studio, can you provide an overview of what these are. Can you also please provide a list of of components that are considered Packaged and also whether they are Upgradable?
      • RouteIQ for Zoho FSM

        Beste, Zou wel top zijn dat we een RouteIQ hebben voor FSM aangezien we constant moeten zien wat de beste route is voor onze monteurs. Nu moeten we een speciale aparte programma hebben om de beste route te berrekenen voor onze monteurs aangezien de planning
      • Export Tickets from the Help Center

        Hello everyone! We are now allowing end users to export tickets directly from the help center. The ticket export allows users to: Filter tickets by Department, Priority, and Account before exporting. Download files from Export History (Setup > Data administration
      • Is it possible to remove filtering options?

        My CRM has a lot of custom fields that should not be used in filters or views. Fields that are automated and exist only to store temporary values that get used in functions. These create a lot of noise in the list of fields to filter. Isn't there any
      • Function #18: Associate invoice templates automatically based on customer language

        For businesses dealing with a diverse linguistic clientele, it becomes crucial to send out invoices in the customer's preferred language to ensure effective communication. This requirement can be handled in Zoho Books by creating invoice templates in
      • Changing field types

        Question im a Zoho CRM user and curious, if I change a flied type from single or multi line text to a URL field type will i lose the data in the field or will it be converted to website link automatically. Thanks
      • Quote PDF – Header image stopped rendering suddenly

        Hello Zoho Support Team, We are facing an issue with Quote PDF templates in Zoho Books. Previously, images added inside the Quote header HTML were rendering correctly. However, recently the header image is no longer appearing, while header text still
      • Changing Default PDF Name

        Is it possible to change the default name of a PDF? As of right now, all of my quotes are named 'QT_$QuoteNumber' (i,e: 'QT_19803471298374) - would it be possible to change this to: '$CompanyName - $AccountName - $QuoteNumber' for instance?
      • Tip 2: Recursive functions in Deluge: How to dynamically run a function for a specified number of times.

        Hi folks, As part of the Zoho Creator - Tips and Tricks series every fortnight, we are back today with a new tip on Recursive functions.  Let us first quickly understand what Recursive functions are: A function that calls itself one or more times is known as a Recursive function. That is, you can execute a function to perform a particular action a specific number of times. And, at the end of each iteration, a new output is generated. Recursive functions are commonly used by programmers as it enables
      • Function #48: Manage fixed installment payments using Zoho Books

        Hello everyone, and welcome back to our series! Businesses offer installment payment options to their customers, particularly for expensive purchases, to ease the financial burden on them. By breaking down the total cost into smaller, more manageable
      • Spotlight series #6: The Show app for Android TV has a new look!

        Hello everyone! We are delighted to introduce our revamped and redesigned Show app for Android TV.  Smart TVs are exploding in popularity. Android TV alone has over 110 million active monthly devices. Zoho Show, as part of a constant effort to improve
      • Can’t create alias “Email alias already exists”

        Hi, I’m trying to create the following alias for my domain email. contact@ personal@ private@ But I get a email alias already exists. I had a soho account previously which I deleted which I suspect is causing the issue. Can someone assist? Kind Rega
      • Appraisals - Order of Previous Reviews Should Be Newest to Oldest

        The new Zoho People layout generally does a decent job at providing the necessary information for performing appraisals of employee performance. One example of this is the Previous Reviews section: This information is helpful when conducting a review.
      • Paging through API results. a major gap in your documentation.

        There is no way for me. to get all of my data through a single API call. Typically REST APis have mechanisms for paging through API results. But the documentation for the API I am using: https://desk.zoho.com/DeskAPIDocument#Introduction Has no mention
      • Recurring invoices were generated with old template...

        I have recurring invoices setup. Ones generated on 10.20.2025 used the modified template I had used. But for some reason, on the ones created on 11/20/2025, it seems the invoices created reverted to the previous version of the invoice template. Notably,
      • Tip #54- Exploring the Files Icon in Zoho Assist- 'Insider Insights'

        As we’re already in mid-December, it’s a good time to take a closer look at one of the most useful options in the Zoho Assist remote support dashboard—the Files icon. To get started, log in to Zoho Assist using your credentials. Once you’re in, navigate
      • Tip#47: Estimation planner

        Sprint planning becomes easier, smoother, more collaborative and more accurate with the Estimation Planner extension. Most work items involve multiple users, and each user's role and effort vary. To provide an unbiased and fair estimation point to the
      • Time Tracking on Iphone doesn't stop

        When I start a time tracking session the timer starts as expected. However when I hit stop, the timer remains on that project. The only buttons available are discard and start. Start runs the timer more and discard says it will throw away the data from
      • Zoho Sign - Zoho CRM extension upgrade

        Hi everyone, We've updated Zoho Sign extension for Zoho CRM with significant internal changes. Impact on existing Zoho Sign extension users Users using the extension without customization If you are using the integration without implementing Zoho Sign's
      • Group by Owner/ Owner Kanban /Group by Custom Field

        Hi, We are missing the option of viewing Tasks grouped by their owner, as it is an essential function for us to manage our employees' working tasks. We find it hard to inspect what are the tasks that our employees are working on.  We are seeking an option
      • Flow using way too many tasks

        I built a flow that is using way too many tasks for what it is doing. I reached out to support a week ago but never heard back so hoping the community can help. Does a filter count as a task? I am seeing tons of records filtered with < 1 Sec Time Taken
      • 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
      • Start Workflow from Deluge Script

        I have developed a customized process from our CRM that leverages a deluge script to create a statement of work document. Once the document has been created via the merge and store function, I would like the ability to start a workdrive review & approve
      • Saved Sections?

        In sites editor, the + button reveals options to add a section, element, etc. It includes Saved Sections, but I can find no way to save a section I've already created. Otherwise, is there a way to copy a section from one page to another?
      • Marketer's Space: Unable to select a sender address? Here's the fix

        Hello Marketers, Welcome back to yet another post! So you've added a sender address in Zoho Campaigns and later found that you're not able to select it while creating an email campaign. Has this ever happened to you? If so, don't worry—you're not alone.
      • Loading Project Balances in ZOHO Books for each project

        Hello, What is the best method for loading project balances actual and budget into ZOHO books to provide tracking to our project managers. We have projects and federal awards (also treated as projects) which span multiple years. We are converting from
      • Scale up your writing style with content analysis tool in Knowledge Base

        Hello everyone, Sometimes writers may have strong knowledge about the subject but may find it challenging to articulate clearly or produce comprehensible, jargon free content. To make the process easier and to ensure consistent, high-quality articles,
      • Zoho Books "Update" Trigger for Zapier?

        Hi Zoho Team, I've been in talks with Zapier about using their services to connect my Zoho Books account to various apps, but I require an additional trigger beyond the "New" trigger. I require an "Update" trigger, which will allow me to filter and create Zaps only when certain conditions are fulfilled on the Zoho Books end before I automate a separate app. Specifically this will help me create invoices in QuickBooks Online only when payments are recorded in Zoho Books, rather than when a new invoice
      • Next Page