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

    Access your files securely from anywhere

        All-in-one knowledge management and training platform for your employees and customers.








                              Zoho Developer Community



                                  Bootcamp
                                  Community
                                  Pricing
                                  Webinars
                                  What's New
                                  Integrations
                                  Contact Support
                                  Contact Sales
                                    Zoho Survey Resources
                                      Features
                                      Survey Templates
                                      Integrations
                                      Community
                                      iOS Mobile Surveys
                                      Pricing
                                      Android Mobile Surveys
                                      Insurvey Blogs
                                      Insight Blogs
                                      Tips & Tricks





                                                  Latest Feature Updates

                                                    • Desk Community Learning Series


                                                    • Digest


                                                    • Functions


                                                    • Meetups


                                                    • Kbase


                                                    • Resources


                                                    • Glossary


                                                    • Desk Marketplace


                                                    • MVP Corner


                                                    • Word of the Day


                                                    • Ask the Experts




                                                        Zoho SalesIQ Resources


                                                              Manage your brands on social media
                                                              Access Zoho Social

                                                                Zoho Pagesense Resources


                                                                    Zoho TeamInbox Resources

                                                                      Zoho DataPrep Resources


                                                                        Zoho CRM Plus Resources

                                                                          Zoho Books Resources


                                                                            Zoho Subscriptions Resources

                                                                              Zoho Projects Resources


                                                                                Zoho Sprints Resources


                                                                                  Qntrl Resources


                                                                                    Zoho Creator Resources



                                                                                        Zoho CRM Resources

                                                                                        • CRM Community Learning Series

                                                                                          CRM Community Learning Series


                                                                                        • Kaizen

                                                                                          Kaizen

                                                                                        • Functions

                                                                                          Functions

                                                                                        • Meetups

                                                                                          Meetups

                                                                                        • Kbase

                                                                                          Kbase

                                                                                        • Resources

                                                                                          Resources

                                                                                        • Digest

                                                                                          Digest

                                                                                        • CRM Marketplace

                                                                                          CRM Marketplace

                                                                                        • MVP Corner

                                                                                          MVP Corner









                                                                                            Design. Discuss. Deliver.

                                                                                            Create visually engaging stories with Zoho Show.

                                                                                            Get Started Now


                                                                                              Zoho Show Resources

                                                                                                Zoho Writer

                                                                                                Get Started. Write Away!

                                                                                                Writer is a powerful online word processor, designed for collaborative work.

                                                                                                  Zoho CRM コンテンツ



                                                                                                    Nederlandse Hulpbronnen


                                                                                                        ご検討中の方




                                                                                                                • Recent Topics

                                                                                                                • Is anyone using Zoho Flow with airtable?

                                                                                                                  I need to build a flow that collects data from airtable and uses some of that data to create folders and files in google drive. I have fully function version of this in zapier and want to migrate to zoho. I am trying to perform a very basic fetch from

                                                                                                                • AI in Zoho Workplace: A Sneak Peek into What’s Coming!

                                                                                                                  Hello everyone, We’re super excited to share something we’ve been working on and we want you to be part of it! You may have seen our announcement blog post introducing a major evolution in how AI works within Zoho Workplace. Want to be among the first

                                                                                                                • Best way to share/download presentation files in Zoho without losing formatting?

                                                                                                                  Hello Zoho Community, I often work with PPT/PDF files in Zoho Docs and share them with colleagues. While PDFs usually give a direct download option, I’ve noticed that PPT/PPTX files sometimes only open in the viewer without a clear download link. Is there

                                                                                                                • Workflow Failure - Notifications

                                                                                                                  Good afternoon, I have just experienced an error whereby a Workflow failed, for a reason currently unknown. The problem is that one of my users had to flag this manually (thankfully he's very thorough) and this otherwise would have flown under the radar.

                                                                                                                • Introducing Bin Locations In Zoho Inventory

                                                                                                                  Hello users, We are excited to let you know that your wait for the Bin Locations feature has now come to an end! Yes, you heard us right! We are here to introduce the much-awaited Bin Locations now in Zoho Inventory. But before we dive into the feature

                                                                                                                • Error "Invalid client task found corresponding properties" only when triggered from workflow ?

                                                                                                                  Hi All, I am facing an error message I never encountered previously: Error in executing On Add - On Load script Error in executing thisapp.get_all_projects_api_call function. Line:(2) Error in executing thisapp.getAccessTokenFromRefreshToken function.

                                                                                                                • How to interpret Campaign report statistics - definitions/explanation

                                                                                                                  I am trying to make sure I understand the Campaign report correctly Do you have a list of definitions for: Delivered - it has reached the recipient's inbox Campaign reach - is this the number that have opened the campaign email? Unique Opens Clicks/Open

                                                                                                                • Schedule a Call by Date and Time when a specific lead status is selected

                                                                                                                  Hi Wanting to create a workflow where a call can be scheduled by date & time when a specific lead status is selected. Can only currently set the date by Due Date - Trigger Date - Plus 'x' day(s) Thanks

                                                                                                                • Zoho CRM's Copy Customization functionality now works across DCs, for customized accounts, and more

                                                                                                                  Availability This feature is available in Standard, Professional, Enterprise, and Ultimate editions. These changes have been rolled out to all users in all DCs. For more information, please refer to these help documents: Overview | Instructions Hello

                                                                                                                • How can I bold text on Zoho Forms submit buttons?

                                                                                                                  In the old theme builder, I could bold the text on a form's submit button. With the new theme builder, I can only change the text of the header or fields in the form, and not the button itself.

                                                                                                                • Hiding Pre-defined Views

                                                                                                                  You can enhance Zoho with custom views - but you cannot hide the pre-defined views. Most users focus on 4 or 5 views. Right now for EVERY user EVERY time they want to move to one of their 4 or 5 views - they have to scroll down past a long list of pre-defined views - we don't use ANY of the pre-defined views. Adding the feature to allow a predefined view to be hidden completely or only visible to certain users would be a big improvement in usability for Zoho CRM. This feature is already available

                                                                                                                • [Integration Edition] Deluge Learning Series – Third-Party Integrations with Deluge | October 2025

                                                                                                                  We’re excited to continue this three-month edition of the Deluge Learning Series: Session 1 – Integrating Zoho Apps with Deluge Using Built-In Integration Tasks Session 2 – Integrating Zoho Apps with Deluge Using invokeURL and invokeAPI Session 3 – Third-Party

                                                                                                                • Feature Request: Tag, Search, and Report on Individual Private Comments

                                                                                                                  Zoho Desk Team, First, I want to say that we are extensive users of Zoho Desk and it is a core part of our support operations. We rely heavily on the private comments feature for internal communication, knowledge sharing, and maintaining a clear history

                                                                                                                • Zoho CRM Community Digest - August 2025 | Part 2

                                                                                                                  Hello Everyone! Here's a quick round-up of handy tips, clever workarounds, and product updates from late August. Product Updates: Meeting Enhancements in Zoho CRM! Track whether a meeting is online, in-office, or at the client’s location using the new

                                                                                                                • Assistance Needed: Ticket Status Not Updating and Sorting by Last Customer Reply in Zoho Desk

                                                                                                                  Hello, I’m facing two issues in Zoho Desk that I’d like your guidance on: Ticket Status Not Updating: When a customer replies to a ticket, the status does not change to Reopened. Instead, it remains in Waiting on Customer, even after the customer’s response

                                                                                                                • Round robin

                                                                                                                  Hi, I'm trying to set up a round robin to automatically distribute tickets between agents in my team but only those tickets that are not otherwise distributed by other workflows or direct assignments. Is that possible and if so which criteria should I

                                                                                                                • Time Entry Notifications

                                                                                                                  Hi All - I have support staff who place notes of their work in the time entry section of Zoho Desk. Is there a specific workflow or setting I need to enable to have the ticket holder updated via email when an entry is saved?

                                                                                                                • Change text in help desk

                                                                                                                  Hi, Please let me know how can i change the this text, see screenshot.

                                                                                                                • Customer happiness customisation

                                                                                                                  Hi, I was wondering if it's possible to somehow customise to whom and when customer happiness request is sent? Can you enable it only for selected tickets for example based on workflow or any other criteria (customer name, tag or anything else)? Also

                                                                                                                • No Zoho Support Response in Months

                                                                                                                  I want to say that I love Zoho FSM, Books, and CRM, but the support is scary bad. About 2-3 months ago, I emailed Zoho FSM support with two specific issues I needed help with, and I have still not received one single response. I also submitted a support

                                                                                                                • Null

                                                                                                                  If a result is null how do I make it so that a custom error pops up instead of the default error? Can someone write an example as if I were using the script builder?

                                                                                                                • Format a "return" message

                                                                                                                  Good day, Is there a way to format the message of the "return" function in CRM deluge script?

                                                                                                                • Having Trouble Opening The Candidate Portal

                                                                                                                  Recently am having trouble opening the Candidate Portal. It keeps loading but cannot display any widgets. Tried Safari, Chrome and Edge. Non of them work. Please solve the problem ASAP.

                                                                                                                • Tip of the Week - Spot Risky Sales with Conditional Formatting

                                                                                                                  In Zoho Analytics, small tweaks can lead to big insights. One such feature is Conditional formatting based on other columns, your key to instantly spotting where sales success is overshadowed by product returns. Our tip this week shows you how to apply

                                                                                                                • How do I duplicate / copy a campaign

                                                                                                                  I am evaluation Zoho Campaigns and sent an email to one of my personal email accounts from Zoho Campaigns.  It went into my junk file in Hotmail. I want to duplicate that same (1-page) campaign and send it to another of my personal accounts to try to

                                                                                                                • For a Bill, can "Pay via Check" - Can we also "Pay via Check" when documenting refund for payment?

                                                                                                                  We really like when we have a Bill in Zoho Books that we can record payment by selecting "Pay via Check" and that will cut the check for us from Zoho Books. However, when we have to write checks as a result of invoice overpayment, we can not select "Pay

                                                                                                                • Creator Change History: Ways to improve

                                                                                                                  Hi Everyone, Recently been working in developing this change history(an idea from Zoho Forms) - unlike forms that you can this with a click but using Creator, we can use "old" keyword. The concept I come up with is to put the result in a table however,

                                                                                                                • Suitability of Zoho One (Single User License) for Multi-State GST Compliance & Cost Analysis

                                                                                                                  Hello Zoho Team, I am an e-commerce business owner selling on platforms like Amazon, Flipkart, and Meesho, and I'm currently using their fulfillment warehouses. I have two GSTIN registrations and am planning to register for an additional 2-3 to expand

                                                                                                                • add employees and customiz

                                                                                                                  I want a Zoho software to track employees record. I logged in a demo so now I tried adding employee, first thing when I click on add employee it takes me to a page where it says add user maximum 10 users, my first doubt why users I don't want employees

                                                                                                                • Inactive User Auto Response

                                                                                                                  We use Zoho One, and we have a couple employees that are no longer with us, but people are still attempting to email them. I'd like an autoresponder to let them no the person is no longer here, and how they can reach us going forward. I saw a similar

                                                                                                                • Zoho People Attendance Module - Split Shifts

                                                                                                                  Hello, Our business employs a number of college students who often split their workdays between work hours and class schedules, resulting in split shifts. For example: Employee 1 works 9am to 11:30am and then leaves for class, returning to work at 3pm

                                                                                                                • Zoho One subscription

                                                                                                                  we have got Zoho CRM for 3 users and we paid for the app , and we have still 9 months to go , but if we join Zoho one , does it mean the payment for that subscription would be a waste? Please help. Thanks.

                                                                                                                • How Zoho CRM Can Enhance Your Faucets Accessories Business Operations?

                                                                                                                  In today's competitive market, having a reliable CRM system is crucial for managing customer relationships and streamlining business operations. For businesses in the faucets accessories niche, Zoho CRM offers powerful tools to help manage everything

                                                                                                                • Dashboard

                                                                                                                  I’m currently working on a project using the Zoho IoT Cloud with an ESP32 and MQTT. I’ve successfully connected the ESP32 to Wi-Fi and MQTT, and the data from the ESP32 is displayed in the telemetry section of the cloud. However, when I try to create

                                                                                                                • Can i connect 2 instagram accounts to 1 brand?

                                                                                                                  Can i connect 2 instagram accounts to 1 brand? Or Do i need to create 2 brands for that? also under what subscription package will this apply?

                                                                                                                • Zoho Forms - Improved Sub-Forms

                                                                                                                  Hi Forms team, I'm helping a client move from JotForms to Zoho Forms and I've found another opportunity for improvement. In the below screenshot, JotForm left and Zoho Forms right. The Zoho Forms Sub-Form is quite a poor visually. There is no way to make

                                                                                                                • What's New in Zoho Billing | Q3 2025

                                                                                                                  Hello everyone, We are excited to share the latest set of updates and enhancements made to Zoho Billing in Q3 2025. From the latest GST updates to multi-level discounting, Zia-powered report summaries, and customizable web forms, these updates are designed

                                                                                                                • How to Delete Personal Account Linked with My Mobile Number in past or by someone else

                                                                                                                  How to Delete Account Created with My Mobile Number in past or by someone else This is creating issues in making or sync with my credentials mobile and email address..

                                                                                                                • WhatsApp Business Calling API

                                                                                                                  Dear Zoho SalesIQ Team, I would like to request a feature that allows users to call WhatsApp numbers directly via Zoho SalesIQ. This integration would enable sending and receiving calls to and from WhatsApp numbers over the internet, without the need

                                                                                                                • Does Zoho Learn integrate with Zoho Connect,People,Workdrive,Project,Desk?

                                                                                                                  Can we propose Zoho LEarn as a centralised Knowledge Portal tool that can get synched with the other Zoho products and serve as a central Knowledge repository?

                                                                                                                • Next Page