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

    • DKIM (Marketing emails) UNVERIFIED (Zoho One)

      I'm having a problem with Zoho One verifying my Marketing Email DKIM Record for MYFINISHERPHOTOS.COM. I have removed and re-entered the ownership, DKIM (Transactional emails), SPF and Marketing DKIM and all of them come back verified except the DKIM (Marketing

    • Zoho Recruit Community Meet-up - India

      Namaste, India. 🙏🏼 The Zoho Recruit team is hitting the road—and we 're absolutely excited behind the scenes. Join us for the Zoho Recruit India Meet-up 2026, a morning designed to make your recruiting life easier (and a lot more effective). Date City

    • Generate a Zoho Sign link

      From time to time I get a response "I never received your you e-document for electronic signature" is there a way to generate a Zoho Sign link to share.

    • Is it possible to create a word cloud chart in ZoHo Analystics?

      Hi there, I have a volume of transaction text that I would like to analyse using word cloud (or other approcah to detect and present word frequency in a dataset). For example, I have 50,000 records describing menu items in restaurants. I want to be able

    • How to Fix the Corrupted Outlook 2019 .pst file on Windows safely?

      There are multiple reasons to get corrupted PST files (due to a power failure, system crash, or forced shutdown) and several other reasons. If You are using this ScanePST.EXE Microsoft inbuilt recovery tool, it only supports the minor corruption issue

    • [Webinar] A recap of Zoho Writer in 2025

      Hi Zoho Writer users, We're excited to announce Zoho Writer's webinar for January 2026: A recap of Zoho Writer in 2025. This webinar will provide a recap of the features and enhancements we added in 2025 to enhance your productivity. Choose your preferred

    • How to drag row(s) or column(s)?

      Hi. Selecting a row or column and then dragging it to a new position does not seem to work. Am i missing something or this is just not possible in Zoho Sheet? Cheers, Jay

    • Building Toppings #5 - Creating and configuring custom service connections in Bigin Toppings

      Hello Biginners, Integrating Bigin with external applications extends its capabilities and enables customized functionalities. In our last post, we saw how to create a default service connection. Today, we'll see how to create a custom service connection

    • Optimising CRM-Projects workflows to manage requests, using Forms as an intermediary

      Is it possible to create a workflow between three apps with traceability between them all? We send information from Zoho CRM Deals over to Zoho Projects for project management and execution. We have used a lookup of sorts to create tasks in the past,

    • Conditional fields when converting a Lead and creating a Deal

      Hi, On my Deal page I have a field which has a rule against it. Depending on the value entered, depends on which further fields are displayed. When I convert a Lead and select for a Deal to be created as well, all fields are shown, regardless of the value

    • ATE Session on Payment Gateways: Our experts are live now. Post your questions now!

      Hello everyone, Our experts are all excited to answer all your questions related to payment workflows. Please feel free to join this session and learn more about this topic. If you have a query at anytime, please post them here.

    • Upload data deleted all Zoho form data that we manage

      Good morning. Let me introduce myself, I'm Iky from Indonesia. I'm experiencing an error or problem using Zoho Forms. I manage Zoho Forms, but I previously encountered an error when I misclicked the delete button in the upload format. It apparently deleted

    • ZOHO FORMにURL表示ができない

      初心者です。 ZOHO FORM で宿泊者名簿を作っています。 ゲストが、URLをクリックするとStripeで支払いができるようにURLを表示をしたいのですが、 上手くできません。 やり方が分かる方、ぜひ教えてください。

    • Custom module - change from autonumber to name

      I fear I know the answer to this already, but thought I'd ask the question. I created a custom module and instead of having a name as being the primary field, I changed it to an auto-number. I didn't realise that all searches would only show this reference.

    • No Automatic Spacing on the Notebook App?

      When I'm adding to notes on the app, I have to add spaces between words myself, rather than it automatically doing it. All my other apps add spacing, so it must be something with Zoho. Is there a setting I need to change, or something else I can do so

    • Holidays - Cannot Enter Two Holidays on Same Day

      I have a fairly common setup, where part-time employees receive 1/2 day's pay on a holiday and full-time employees receive a full day's pay. Historically, I've been able to accommodate this by entering two separate holidays, one that covers full-time

    • Campaigns set up and execution assistance

      Hello Community, Can someone recommend a professional who can assist with the completion of my set up and deployment of Campaigns? Looking for a person or company that is not going to ask for big dollars up-front without a guarantee of performance to

    • Kaizen #223 - File Manager in CRM Widget Using ZRC Methods

      Hello, CRM Wizards! Here is what we are improving this week with Kaizen. we will explore the new ZRC (Zoho Request Client) introduced in Widget SDK v1.5, and learn how to use it to build a Related List Widget that integrates with Zoho WorkDrive. It helps

    • Remove Powered by Zoho at the footer

      Hi, I've read two past tickets regarding this but it seems that the instructions given are outdated. I assume the layout keeps on changing, which makes it frustrating for me to search high and low. Please let me know how exactly do I do this now? Th

    • Using email "importance" as workflow-criteria

      I'd like to set up a workflow that triggers if an incoming email has been flagged as "high importance" but I'm not seeing any way to do that. Hopefully I'm just missing something obvious...?

    • What is Resolution Time in Business Hours

      HI, What is the formula used to find the total time spent by an agent on a particular ticket? How is Resolution Time in Business Hours calculated in Zohodesk? As we need to find out the time spent on the ticket's solution by an agent we seek your assistance

    • Check & Unchecked Task Segregation in Export

      It must have a feature to represent checked and unchecked tasks as [ ] and [✅] respectively when exporting it to Arratai or WhatsApp ; as Keep Notes by Google contains…

    • WorkDrive Download Issue

      My client has been sending me files via WorkDrive, which generally has worked fine. Recently files won't download at all. If you try and individually select and download a file, a popup will appear in the bottom right saying it's preparing and then it

    • Resolution Time Report

      From data to decisions: A deep dive into ticketing system reports What are time-based reports? Time-based reports are valuable tools that help us understand how well things are going by breaking down key metrics over specific periods. By tracking, measuring,

    • Add RTL (Right-to-Left) Text Direction Button in Zoho Cliq

      Greetings Zoho Team, We would like to request the addition of an RTL (Right-to-Left) text direction button in Zoho Cliq, similar to what is already available in other Zoho apps like Zoho Desk. Currently, while using Zoho Cliq with the English interface,

    • Enable Backgrounds and Video Filters for 1:1 Cliq Calls Across All Zoho Entry

      Hello Zoho Cliq Team, We hope you are doing well. We would like to request an enhancement related specifically to 1:1 video calls in Zoho Cliq. Current Behavior Zoho Cliq currently provides background and video filter options in the following scenarios:

    • Zoho Flow: Stripe a Zoho Marketing Automation

      Hola! Quiero hacer un flujo con Zoho Flow, para que cuando se haga un pago en Stripe, añada el lead en Zoho Marketing Automation. Lo he configurado, configurando el disparador como "Payment created" y mapeando el campo de Stripe "Receipt email address".

    • Zoho email

      I need a list of email addresses of all contacts on my zoho

    • Shift-Centric View for Assigning and Managing Shifts in Zoho People

      Hello Zoho People Product Team, Greetings and hope you are doing well. This feature request is related to Zoho People - please don't move it to zoho one! We would like to submit a feature request regarding the shift assignment and management view in Zoho

    • Add Ticket button in Home view

      When I go to the My Tickets or the Knowledge Base view in our Help Centre, the Add Ticket button is available, but not in the Home view. I would really like for it to be displayed in the Home view as well. Is this possible? Thanks.

    • Problem using Zoho Desk API

      Goodmorning, I am trying to use the Zoho Desk API to create a dashboard in Grafana, but I am having a problem. Following the instructions in the API documentation, I created the API Console application (server-based application). Then I created the string

    • How to print a label from zoho creator app?

      Hello, I would like to print a label from zoho creator app record similar to attached one. Size 74mm x 102mm. I tried record template. It leaves plenty of space around the content and also I couldn't set the height of the page. So it is not printing properly. Could someone please direct me to right direction for this requirement?

    • City field suggestion in Zoho Books

      Hi team, We are using Customers module in Zoho Books. In the Address section, we want to understand whether the City field can show suggestions while typing using any API or built-in feature. For example, if a user types “Mum”, can the system suggest

    • Non-responsive views in Mobile Browser (iPad)

      Has anyone noticed that the creator applications when viewed in a mobile browser (iPad) lost its responsiveness? It now appears very small font size and need to zoom into to read contents. Obviously this make use by field staff quite difficult. This is not at all a good move, as lots of my users are depending on accessing the app in mobile devices (iPads), and very challenging and frustrating. 

    • How can I check all announce?

      Hiii, May I ask how can I check all the announce based on broadcast date instead of reply date based So that I will not will miss out any new function

    • What are the create bill API line item requiered fields

      While the following documentation says that the line items array is requiered it doesn't say what if any files are requiered in the array. Does anyone know? API documentation: https://www.zoho.com/inventory/api/v1/bills/#create-a-bill I'm trying to add

    • Cannot connect to imap.zoho.eu on iOS26

      Hey, I recently migrated to another iPhone and since then use iOS26. Every since then, I was not able to connect to "imap.zoho.eu" from Apple Mail. I tried deleting the account and adding it again, did not work. I tried creating an app password, didn't

    • Personalize your booking pages with Custom CSS

      Greetings from the Zoho Bookings team! We’re introducing Custom CSS for Zoho Bookings, designed to give you complete control over the look and feel of your booking pages. With this new feature, you can upload your own CSS file to customize colors, fonts,

    • Marketer's Space: Plan smarter with Zoho Campaigns' Calendar

      Hello Marketers, Welcome to another post! Today, we'll talk about a discreet yet significant feature that's neatly tucked inside Zoho Campaigns: the calendar. It might look like an optional but somewhat unnecessary feature that you can use occasionally,

    • Accounting for Territories

      We have different territories i.e. Europe and US and although we can manage the sales process for each and allocate different currencies in the CRM - we want to keep the accounting separate for each territory as there are different reporting and accounting requirements - is there any way to do this?   We want to avoid having two separate instances of zoho.

    • Next Page