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


      Zoho Campaigns Resources


        • Desk Community Learning Series


        • Digest


        • Functions


        • Meetups


        • Kbase


        • Resources


        • Glossary


        • Desk Marketplace


        • MVP Corner


        • Word of the Day


        • Ask the Experts


          Zoho CRM Plus Resources

            Zoho Books Resources


              Zoho Subscriptions Resources

                Zoho Projects Resources


                  Zoho Sprints Resources


                    Zoho Orchestly Resources


                      Zoho Creator Resources


                        Zoho WorkDrive Resources



                          Zoho CRM Resources

                          • CRM Community Learning Series

                            CRM Community Learning Series


                          • Tips

                            Tips

                          • Functions

                            Functions

                          • Meetups

                            Meetups

                          • Kbase

                            Kbase

                          • Resources

                            Resources

                          • Digest

                            Digest

                          • CRM Marketplace

                            CRM Marketplace

                          • MVP Corner

                            MVP Corner




                            Zoho Writer Writer

                            Get Started. Write Away!

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

                              Zoho CRM コンテンツ






                                ご検討中の方

                                  • Recent Topics

                                  • Unable to send message;Reason:554 5.1.8 Email Outgoing Blocked.

                                    My email account is unable to send emails, and I urgently need to use it. How can I resolve this?If there is anything we have done wrong, please let us know in advance so we can actively cooperate to improve. User ID: 850482493
                                  • URGENT: Email stopped workin - can't access admin panel

                                    For some reason email sending stopped working. When I try to send an email it fails with "Unable to send message;Reason:451 4.7.1 Temporary system error" I can receive email just fine I see in my notifications some errors about the MX records, however
                                  • Can I associate an invoice to a Project after the fact?

                                    We have generated an invoice but would like to assoicate it to a Zoho Project after the fact.  Is there any way to accomplish that? Thanks, Scott
                                  • Emails I send as a cc or bcc NEVER GO THROUGH TO THA RECEIVER !!

                                    every time i send a cc or bcc copy of an email to anyone when I’m using my zohomail.com email - no one ever gets the cc of bcc copy if the email: why???? And i triple check that the email addresses are correct; then i get back an email message (EVERYTIME)
                                  • Cannot see correct DNS config for mail after moving domain to another provider

                                    I have moved my domain from one provider to another and after that zoho mail stopped working (expected). Problem is, zoho mail admin panel still shows (10 hours after move) that all records are correct while I haven't changed anything in my domain DNS
                                  • 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,
                                  • How to unlink a SAML user from the existing Zoho Desk user (domain change case)

                                    Hi everyone, I’m trying to understand how to handle a situation where a customer changes their company domain. In our setup, users authenticate via SAML, so when the domain changes, the SAML system treats them as a new user. However, in Zoho Desk, I’d
                                  • Price Managment

                                    I have been in discussions with Zoho for some time and not getting what I need. Maybe someone can help explain the logic behind this for me as I fail to understand. When creating an item, you input a sales rate and purchase rate. These rates are just
                                  • Related to zoho survey

                                    Hi team. I want to know something regarding zoho survey question builder. I have two questions each of dropdown (One answer) - question type. In the first question, there are 16 answer choices and in the second question, there are 3 answer choices. For
                                  • 60 Days Into Zoho - Tiktok Branding Startup -7 Questions?!

                                    Wsp Everybody I co-own a TikTok Branding / Consulting Startup & have been using Zoho for the past 60 days - Am now looking to make our overall operations & processes more Efficient & Effective! Curious to know how others are using the platform & what's
                                  • Text Message

                                    When trying to sent a text message, it says its an error i should contact a zoho agent
                                  • Zoho POS is now available for Canadian retailers

                                    Hey everyone, We're excited to introduce the all-new Canadian edition of Zoho POS, which helps retail businesses simplify and manage their end-to-end business operations. Start by signing up and exploring the 15-day free trial. Sign up now How does Zoho
                                  • Payroll In Canada

                                    Hi, When can we expect to have payroll in Canada with books 
                                  • Mass update to change or shift all project dates and keep project structure + shift all sub-tasks dates with main tasks

                                    Most users would expect that if they change the start date of their project then that will be reflected inside the actual project and any project structure would be retained.  Additionally if a task list with associated sub-tasks is moved, most users would expect that those sub-tasks would also be moved along with their parent task.  This is not the case. For a total Project shift of dates: * the start and end date from > "Edit Project" page can have a radio button added to "shift all project tasks
                                  • Closing Accounting Periods - Invoice/Posting dates

                                    Hi, I have seen in another thread but I'm unsure on how the 'transaction locking' works with regards to new and old transactions. When producing monthly accounts if I close December 24 accounts on 8th Jan 25 will transaction locking prevent me from posting
                                  • In-person ZUG Meetups for Real Estate Professionals - US Q1 2026

                                    The Real Estate Zoho User Group is going on a multi-city, in-person meetup tour across the US, and we’d love to see you there! These meetups are a great opportunity to: Connect with fellow real estate professionals using Zoho Share challenges and discover
                                  • Zoho CRM custom fields not showing in zoho creator

                                    Hi Team, I have created a Products form with Zoho CRM integration and connected it to Products module of CRM. But when I see the reports of Products in Zoho creator then I am not able to see custom fields of Products module. Only standard fields of Products
                                  • Sending email notifications based on language

                                    Hello. I would like to know how we can bypass the default notifications (which are just in English) for when a ticket is created/replied to/closed, to be in other languages, based on the language field in the ticket? I can create other email templates,
                                  • Error AS101 when adding new email alias

                                    Hi, I am trying to add apple@(mydomain).com The error AS101 is shown while I try to add the alias.
                                  • Zoho Error: This Operation has been restricted. Please contact support-as@zohocorp.com for further details

                                    Hello There, l tried to verify my domain (florindagoreti.com.br) and its shows this error: This Operation has been restricted. Please contact support-as@zohocorp.com for further details. Screenshot Given Below -  please check what went wrong. Thanks
                                  • Download a file from within a zoho creator widget

                                    I have a widget running in Zoho Creator , it displays uploaded documents in a table file, and I have added a download link in the view. ( The widget is created with html, css and javascript). I do not succeed in getting the download working. Do I have
                                  • 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
                                  • Zoho / Outlook Calendar sync

                                    The current Marketplace -> Microsoft -> Meetings integration needs 2 changes. 1. The current language for the Two-Way sync option should be changed. It currently states, "Sync both your Zoho CRM Calendar and Office 365 Calendar meetings with each other."
                                  • Email content just contain 'OK' ,not what we expect

                                    create campaign API URL: https://campaigns.zoho.com/api/v1.1/createCampaign req params: {'campaignname': 'General_Outreach_d0cfc415-43aa-4b96-bb09-558e76a3dda3_50_20251117_214806_660', 'from_email': 'admin@allinmedia.ai', 'subject': 'ALL IN MEDIA', 'list_details':
                                  • Introducing the all-new email parser!

                                    Greetings, We are pleased to introduce to you, a brand-new, upgraded version of the Zoho CRM Email Parser, which is packed with fresh features and has been completely redesigned to meet latest customers needs and their business requirements. On that note,
                                  • Possible to connect Zoho CRM's Sandbox with Zoho Creator's Sandbox?

                                    We are making some big changes on our CRM so we are testing it out in CRM's Sandbox. We also have a Zoho Creator app that we need to test. Is it possible to connect Zoho CRM's Sandbox to Zoho Creator's Sandbox so that I can perform those tests?
                                  • Reopen ticket

                                    Hello! Can I reopen a ticket just using the API ticket/sendReply ? What's the rules to do it? I'm trying but it doesn't reopen the ticket, it just send the reply
                                  • Allow Admins to Transfer Ownership of Their Own Files & Folders

                                    Hi Zoho WorkDrive Team, Hope you are doing well. We would like to request an important enhancement to the ownership-transfer functionality in Zoho WorkDrive, specifically regarding administrator capabilities. As administrators, we have the ability to
                                  • Tip#46: Capture accurate log hours

                                    Hello everyone, Use the newly introduced timer settings that will streamline the usage of timers and help admins or workspace owners to manage the time entries of the workspace users better. Check out the below mentioned timer settings added to the Timesheet
                                  • Moving to app-specific authentication for Google integrations

                                    Hello everyone, We’re making an important change to how Google integrations work in our platform. Until now, we used a common Google project across Zoho to enable integrations like Google Drive, Calendar, and more. Going forward, we’ll be moving to an
                                  • Lost the ability to sort by ticket owner

                                    Hi all, in the last week or so, we have lost the ability to sort tickets by Ticket Owner. Unlike the other columns which we can hover over and click on to sort, Ticket Owner is no longer clickable. Is it just us, or are other customers seeing this too?
                                  • Using a CRM Client Script Button to create a Books Invoice

                                    Hello, I need help handling error messages returned to my client script from a function. The scenario I have setup a client script button which is available from each Deal. This CS executes a crm function, which in turn creates an invoice based on the
                                  • How Can i put a form in Zobot

                                    Hi,how can i integrate a form which has a multiple options to choose from.the form should be opened or displayed by zobot after it meets a requirement in the conversation. Thanks in advance !
                                  • Has Anyone successfully integrated Zoho and Sage Intact?

                                    Hey all, We’re evaluating Zoho One + Sage Intacct and I’m trying to connect with anyone who has actually implemented the two together.Specifically, I’d love to know: -- Which functions you kept in Zoho vs. Intacct (e.g., Product Catalog, AR/AP, invoicing,
                                  • Playback and Management Enhancements for Zoho Quartz Recordings

                                    Hello Zoho Team, We hope you're all doing well. We would like to submit a feature request related to Zoho Quartz, the tool used to record and share browser sessions with Zoho Support. 🎯 Current Functionality As of now, Zoho Quartz allows users to record
                                  • Zoho Analytics - Feature Request For Time Based Data Source Fetch

                                    Hi Analytics Team, I have a client using Zoho CRM and they want a weekly report at 4:30pm every Friday, emailed to the sales team showing a pie chart of Closed Won Deals for that week. This is easy to achieve in Analytics but not so easy to ensure the
                                  • Which user's capacity is used for Shared Mailbox storage?

                                    We use shared mailboxes at our company, and their size is increasing daily. Which user(s)'s total mailbox limit is being used up by this space?
                                  • Inserting the current date / time

                                    I'd like to use Zoho Notebook as a log - so it would be great to be able to insert the current date and time at the beginning (or end) of each my log/journal entries - or wherever I want. Something simple, like pressing a button/icon to insert it wherever my text cursor is. It could be formatted like "Mon Dec 11, 2017 - 11:43p". 
                                  • Migrate data from old to new account

                                    Hy, Have one Old Zoho Notebook Account with Data , want to migrate that whole Data to New Zoho Notebook Account which is in Zoho One . Is that possible ? If Yes then how?
                                  • Campaign editor overrides href value

                                    I've been trying to insert a deep link in an email campaign so recipients can directly open a native app on their device. My deep link looks something like "myapp://". The options to insert links in the campaign editor are limited to strict urls, emails,
                                  • Next Page