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

                                  • Automatically Update Ticket Status in Zoho Desk Based on Actions in Zoho Projects

                                    Hi Zoho Desk Team, Hope you’re doing well. We’re using the Zoho Desk–Zoho Projects integration to manage tasks related to customer tickets, and it works well for linking and tracking progress. However, there are a few important automation capabilities
                                  • Print Tickets

                                    We have field engineers who visit customers. We would like the option to print a job sheet with full details of the job and account/contact details.
                                  • Zoho Desk integration with Power BI

                                    Hi, I want to be able to create a Power BI report which has live updates of ticket data from zoho desk, is this possile at all? Thanks Jack
                                  • Ability to Attach Images When Reporting Issues to Zoho Projects from Zoho Desk

                                    Hi Zoho Desk Team, Hope you’re doing well. We’re using the Zoho Desk–Zoho Projects integration to report bugs directly from support tickets into the Zoho Projects issue tracker. This integration is extremely useful and helps us maintain smooth coordination
                                  • Ability to Choose Task List and Add Subtasks When Creating Tasks from Zoho Desk

                                    Hi Zoho Desk Team, Hope you’re doing well. We’re using the Zoho Desk–Zoho Projects integration to seamlessly connect customer tickets with project tasks. While the integration works great overall, we noticed two important limitations that affect our workflow
                                  • Sync Task Status from Zoho Projects to Zoho Desk

                                    Hi Zoho Desk Team, Hope you’re doing well. We’re actively using the Zoho Desk–Zoho Projects integration, which helps our support and project teams stay aligned. However, we noticed that when we change a task’s status in Zoho Projects, the change is not
                                  • Default/Private Departments in Zoho Desk

                                    1) How does one configure a department to be private? 2) Also, how does one change the default department? 1) On the list of my company's Zoho Departments, I see that we have a default department, but I am unable to choose which department should be default. 2) From the Zoho documentation I see that in order to create a private department, one should uncheck "Display in customer portal" on the Add Department screen. However, is there a way to change this setting after the department has been created?
                                  • Retainer invoice in Zoho Finance modlue

                                    Hello, Is there a way of creating retainer invoices in the Zoho Finance module? If not can I request this is considered for future updates please.
                                  • Limited layout rules in a module

                                    There is a limit of 10 layout rules per module. Is there a way to get that functionality through different customization or workflow + custom function (easily accessible), etc. Having just 10 is limiting especially if module contains a lot of data. Are
                                  • Can we do Image swatches for color variants?

                                    We want to do something like the attached screenshot on our new zoho store. We need image swatches instead of normal text selection. We want to user to select an image as color option. Is this doable? I don't see any option on zoho backend. Please h
                                  • How Zoho Desk contributes to the art of savings

                                    Remember the first time your grandmother gave you cash for a birthday or New Year's gift, Christmas gift, or any special day? You probably tucked that money safely into a piggy bank, waiting for the day you could buy something precious or something you
                                  • Zoho CRM IP Addresses to Whitelist

                                    We were told to whitelist IP addresses from Zoho CRM.  (CRM, not Zoho Mail.) What is the current list of IP Addresses to whitelist for outbound mail? Is there a website where these IP addresses are published and updated?  Everything I could find is over
                                  • Color of Text Box Changes

                                    Sometimes I find the color of text boxes changed to a different color. This seems to happen when I reopen the same slide deck later. In the image that I am attaching, you see that the colors of the whole "virus," the "irology" part of "virology," and
                                  • The difference between Zoho Marketing Automation and Zoho Campaigns

                                    Greetings Marketers! This post aims to differentiate between Zoho Marketing Automation and Zoho Campaigns. By the time you get to the end of the post, you will be able to choose a product that objectively suits you. What is Zoho Marketing Automation?
                                  • Ability to Link Reported Issues from Zoho Desk to Specific Tasks or Subtasks in Zoho Projects

                                    Hi Zoho Desk Team, Hope you're doing well. When reporting a bug from Zoho Desk to Zoho Projects, we’ve noticed that it’s currently not possible to select an existing task or subtask to associate the issue with. However, when working directly inside Zoho
                                  • When moments in customer support get "spooky"

                                    It’s Halloween again! Halloween is celebrated with spooky symbols and meanings based on history and traditions, with each region adding its own special touch. While we were kids, we would dress up in costumes along with friends, attend parties, and enjoy
                                  • How to use Rollup Summary in a Formula Field?

                                    I created a Rollup Summary (Decimal) field in my module, and it shows values correctly. When I try to reference it in a Formula Field (e.g. ${Deals.Partners_Requested} - ${Deals.Partners_Paid}), I get the error that the field can’t be found. Is it possible
                                  • Zoho Mail Android app update - View emails shared via Permalink on the app.

                                    Hello everyone! In the latest version(v2.8.2) of the Zoho Mail Android app update, we have brought in support to access the emails shared via permalink within the app. Earlier, when you click the permalink of an email, you'll be redirected to a mobile
                                  • Let us view and export the full price books data from CRM

                                    I quote out of CRM, some of my clients have specialised pricing for specific products - therefore we use Price Books to manage these special prices. I can only see the breakdown of the products listed in the price book and the specialised pricing for
                                  • Weekly Tips: Manage External Images in Zoho Mail

                                    When you receive emails every day, whether from clients, newsletters, or services, many of them contain external images that automatically load when you open the message. While this can make emails look more engaging, it can also impact your privacy and
                                  • Empowered Custom Views: Cross-Module Criteria Now Supported in Zoho CRM

                                    Hello everyone, We’re excited to introduce cross-module criteria support in custom views! Custom views provide personalized perspectives on your data and that you can save for future use. You can share these views with all users or specific individuals
                                  • How to display Motivator components in Zoho CRM home page ?

                                    Hello, I created KPI's, games and so but I want to be able to see my KPI's and my tasks at the same time. Is this possible to display Motivator components in Zoho CRM home page ? Has someone any idea ? Thanks for your help.
                                  • Introducing Record Summary: smarter insights at your fingertips

                                    Hello everyone, We’re excited to introduce the Record Summary feature. This powerful addition makes use of Zia to simplify how you interact with your CRM data, providing a seamless, consolidated view of critical record information. Scrolling through the
                                  • Account in Quick View Filter

                                    I have a report that I often run against a specific Account. Every time, I have to go into the edit menu and change the Advanced Filter. I would prefer to use the Quick View Filter, but it does not allow me to use the one and only field that makes any
                                  • Insert Cookie Policy in Zoho Sites

                                    Hello, i need to insert a banner on my site because i'm in Italy so i have to respect EU laws for Cookie Policy and Privacy Policy. I see that i need to insert a code in <head> section of my site to show a banner/popup with cookie info. How i can do this? Thank you Luca
                                  • Cliq iOS can't see shared screen

                                    Hello, I had this morning a video call with a colleague. She is using Cliq Desktop MacOS and wanted to share her screen with me. I'm on iPad. I noticed, while she shared her screen, I could only see her video, but not the shared screen... Does Cliq iOS is able to display shared screen, or is it somewhere else to be found ? Regards
                                  • Unable to confirm Super Admin assignment — confirmation button not working

                                    I’m trying to change the roles within my organization. I am currently a super admin and would like to add another user as a super admin. When I attempt to confirm the action, a screen appears asking for my password to verify my identity. However, when
                                  • Delegates should be able to delete expenses

                                    I understand the data integrity of this request. It would be nice if there was a toggle switch in the Policy setting that would allow a delegate to delete expenses from their managers account. Some managers here never touch their expense reports, and
                                  • Let's Talk Recruit: Meet Zia, your all-in-one AI assistant (Part-2)

                                    Welcome back to Let’s Talk Recruit series. In Part 1, we introduced Zia and how AI is reshaping the way recruiters work. This time, we’re taking a closer look at how far Zia has come and how each update continues to simplify your everyday tasks. When
                                  • Function #9: Copy attachments of Sales Order to Purchase Order on conversion

                                    This week, we have written a custom function that automatically copies the attachments uploaded for a sales order to the corresponding purchase order after you convert it. Here's how to configure it in your Zoho Books organization. Custom Function: Hit
                                  • stock

                                    bom/bse : stock details or price =STOCK(C14;"price") not showing issue is #N/A! kindly resolve this problem
                                  • Kaizen #8 - Handling Recurrence and Participants in the Events Module via API

                                    Hello everyone! We are back this week with an exciting post—Handling recurrence and participants in the Events module through API. First things first—What is the Events module? "Events" is a part of the Activities module in Zoho CRM.  An event is an activity that happens at a given place and time. You can find Events on the user's Zoho CRM's home page, Activities home page, Calendar, and in other related records. What are the types of Events? Events are of two types—Recurring and non-recurring events.
                                  • Marketer’s Space - Get Holiday-Ready with Zoho Campaigns

                                    Hello marketers, Welcome back to another post in Marketer’s Space! Q4 is packed with opportunities to connect with your audience - from Halloween, Black Friday, and Cyber Monday, to Thanksgiving, Christmas, and New Year. In this post, we’ll look at how
                                  • Personalized demo

                                    can I know more about the personalized demo we are construction company and
                                  • User Filter not selecting All Items

                                    We are encountering 2 issues when using the user filter. When users are trying to search using the filter option, the OK button is grayed out. Users have to unselect or make a change before it filters properly. 2. When filtering and the OK button works,
                                  • Can I collect email addresses in a form??

                                    Can I add new subscribers to my email list (hosted in FloDesk) when they check a box and add their email address on a Zoho form?
                                  • Zoho CRM Android app updates: Kiosk and multiple file upload support for subforms

                                    Hello everyone, We've rolled out new enhancements to the Zoho CRM Android app to bring better mobile CRM experience and efficiency. Let's take a quick look at what's new: Kiosk Multiple file uploads for subforms Kiosk Kiosk is a no-code tool in Zoho CRM
                                  • Alerts for mentions in comments

                                    We are testing the use of Writer internally and found that when a user is mentioned in a comment, there is no email alert for the mention. Is this something that's configurable, and if so, where can we enable this option?
                                  • Subform Disabled Fields Should Remain Disabled on Edit/View

                                    Currently, when we disable a subform field using on user input or on add new row, it works perfectly during the initial data entry. However, when the record is saved and reopened for viewing or editing, these disabled fields become editable again. This
                                  • Is it really true that I can't set the default 'deposit to' account in 2025?

                                    I've been using Books for 7 years and the default account has never been a problem. I usually manually reconcile invoices and have never had a thought about which account. It has always been my account. However, I recently noticed that for the past 4
                                  • Next Page