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

    Nederlandse Hulpbronnen


      • Recent Topics

      • Create Invoice automated with Package

        Does anyone knows how to create an invoice from a SO when we have created the package? We do these manually. and validate that the product packed is the product invoiced (if the order is partially packed) Regards, JS

      • Print a document from Zoho Writer via Zoho Creator

        If i use the code below i can get writer to create a new document or email it to me but i want to be able to print it directly from the browser and not have to send it via email and then print. Below is the code im using. Attached options form zoho writer

      • Unable to integrate Zoho Projects and Zoho Workdrive

        I'm a Zoho One subscriber. When I go to Zoho Projects > Settings > Marketplace > Zoho Apps I do not see an option for Zoho Workdrive but I do see one for Zoho Docs that does nothing. How do I get the option to integrate Zoho WorkDrive and Zoho Proje

      • Disable payment thank-you emails

        Hello, can someone please tell me how to disable sending of the "Payment Thank-You" emails? 

      • Internal Fillable Contract with Zoho Writer (Before Sending to Client)

        Hi everyone, I’m trying to automate the following process in Zoho CRM and would appreciate some guidance. Process: When a Deal moves to a specific stage, CRM triggers an automation. CRM sends a contract template to an internal team member so they can

      • How to backdate record payment for the invoice

        I would like to record a payment which happened 2 days ago, but I am not able to select any date later than today. I backdated the invoice, too, but it doesn't change anything

      • Help with deluge script

        Hi Community, this is my first Deluge script. I've pieced it together from reading various articles I want to use it in a workflow to 1 Convert a lead to a contact 2. Create a record in a custom module Below is what I have got so far but it does not fire

      • Marketer's Space: Why email authentication matters in Zoho Campaigns

        Welcome back to another post in Marketer's Space! If you've recently started using Zoho Campaigns, you've probably come across terms like SPF and DKIM. You may have also noticed emails that show "via zcsend.net" in Gmail when testing or sending campaigns.

      • Feature Request: "Send Invitation" Toggle for Events

        I am writing to request a critical "Quality of Life" update for the Activities module. Currently, adding people to the Participants field in an Event triggers an automatic email invitation/acceptance tracking with no way to opt-out. For general events

      • Edit email address that appears on invoice

        Hi How do I change the email address that appears on invoices, it is showing the email address that i used to sign up to zoho with but I want to change it to another email address that we use for accounts. also is there a way to edit the position of a

      • Anyone worked out how to export or screengrab a full heatmap?

        I'd love to be able to include a copy of a heatmap in a report but can't work out how to grab the whole thing as there doesn't appear to be an export function? Thanks in advance.

      • Introducing Zoho Sprints 3.0

        Zoho Sprints is consistently evolving in steady increments. The introduction of the latest version, with its enterprise level solutions, brings to you advanced capabilities that propel your agile efforts in the right direction. Here's a quick glimpse

      • Google Fonts Integration in Pagesense Popup Editor

        Hello Zoho Pagesense Team, We hope you're doing well. We’d like to submit a feature request to enhance Zoho Pagesense’s popup editor with Google Fonts support. Current Limitation: Currently, Pagesense offers a limited set of default fonts. Google Fonts

      • Clone entire dashboards

        If users want to customize a dashboard that is used by other team members, they can't clone it in order to customize the copy. Instead they have to create the same dashboard again manually from scratch. Suggestion: Let users copy the entire dashboard

      • Clone Entire Zoho Boooks Organization, including all transactions for testing & training

        Can Zoho Books support help with direct cloning of entire Zoho Books & Inventory Organization? including all transactions, just like a copy & paste or disk cloning. Is this possible?

      • Restrict portal signup until registration form and payment are completed

        Hi everyone, I am working on a Zoho Creator portal for a project. In our business flow, users must first fill out a registration form and pay a registration fee before they are allowed to access the portal. However, when I share the portal link, users

      • Zoho Creator In-App Notification

        Hi Team, I have implemented an in-app notification using code, as it required some customization. I followed the example in the link below: https://www.zoho.com/deluge/help/pushnotify-using-deluge.html#Example I have a couple of questions regarding this

      • System Components menu not available for Tablet to select language

        I have attached a screenshot of my desktop, mobile, and tablet menu builder options. I am using 2 languages in my application. Language Selection is an option under the System Components part of the menu, but only for my desktop and phone(mobile). My

      • Tip #64- Exploring Technician Console: Screenshot- 'Insider Insights'

        Hello Zoho Assist Community! Have you ever needed to capture exactly what's happening on a remote machine, whether to document an issue, guide a customer, or keep a record of your session? That's where the Screenshot feature in Zoho Assist comes in! With

      • Integration of CRM and Recruit

        hi team, Is it possible to sync deals <> job openings from only 1 pipeline? My configuration of CRM has pipeline for each business unit, so I will have all data in the CRM system. body leasing and recruitment is one BU (hence 1 pipeline) - can I sync

      • Relating Invoices to Projects

        Hi Zoho team, If I have already created previously an invoice in Books, so I want to know how can I associate it with a relevant project? Thank you

      • Create a quote/estimate that includes a range of prices

        I am interested in using Zoho Books' Quote templates to create estimates for my customers. I do a mix of fixed-bid quotes and quotes based on an hourly rate. For the hourly rate quotes/estimates, I like to include a price range, for example: 2-4 labor

      • Budget

        I have just upgraded to the standard plan in order to be able to utilize the budgeting function and record budget amount

      • Capirec bank Automatic feed update

        Can anyone tell me if Zoho supports Automatic bank feed update from a Capitec bank account in south africa?

      • Restrict Payment Methods

        Allow us to restrict certain payment methods specific for each customer.

      • ZOHO Reports are taking longer time to get refresh

        Hi Team, Since last few days, I'm facing issues in getting updated reports. For eg: right after making an expense entry or even posting a journal, it is taking longer then expected for the updated reports. Refer below: "You are viewing the report that

      • Free webinar! Accelerate deals with Zoho Sign for Zoho CRM and Bigin by Zoho CRM

        Hello, Paperwork shouldn’t slow you down. Whether you’re growing a small business or running a large enterprise, manual approvals and slow document turnaround can cost you time and revenue. With Zoho Sign for Zoho CRM and Bigin by Zoho CRM, you can take

      • Can Zoho Marketing Automation send OTP codes via WhatsApp during user registration?

        The flow I would like to implement is: A user signs up in the mobile app and enters their phone number. The system generates a one-time verification code (OTP). The OTP is sent to the user via WhatsApp message. The user enters the code in the app to confirm

      • How to install Widget in inventory module

        Hi， I am trying to install a app into Sales Order Module related list, however there is no button allow me to do that. May I ask how to install widget to inventory module related list?

      • Add Lookup Field in Tasks Module

        Hello, I have a need to add a Lookup field in addition to the ones that are already there in the Tasks module. I've seen this thread and so understand that the reason lookup fields may not be part of it is that there are already links to the tables (

      • CRM x WorkDrive: File storage for new CRM signups is now powered by WorkDrive

        Availability Editions: All DCs: All Release plan: Released for new signups in all DCs. It will be enabled for existing users in a phased manner in the upcoming months. Help documentation: Documents in Zoho CRM Manage folders in Documents tab Manage files

      • Upload own Background Image and set Camera to 16:9

        Hi, in all known online meeting tools, I can set up a background image reflecting our corporate design. This doesn't work in Cliq. Additionally, Cliq detects our cameras as 4:3, showing black bars on the right and left sides during the meeting. Where

      • 【まだ間に合う！】Zoho ユーザー交流会 | AI活用・CRM・Analytics の事例を聞いて、ユーザー同士で交流しよう！

        ユーザーの皆さま、こんにちは。コミュニティチームの藤澤です。 3月27日(金)に東京、新橋で開催する「東京 Zoho ユーザー交流会 NEXUS」へのお申し込みがまだの方は、この機会にぜひお申し込みください！（参加無料） ーーーーーーーーーーーーーーーーーーーーーーーーーーーーーーーーーーーー イベントの詳細はこちらから▷▷ https://www.zohomeetups.com/tokyo2026vol1#/?affl=communityforumpost3 ーーーーーーーーーーーーーーーーーーーーーーーーーーーーーーーーーーーー

      • ZeptoMail API

        Hello Since today, we experience issues with the ZeptoMail API. When trying to send e-mails using: https://api.zeptomail.eu/v1.1/email we receive the error: (503) Site unavailable due to a traffic surge. Please try again shortly. I kindly ask you to identify

      • Sender Email Configuration Error.

        Hello Team, Hope you are all doing well. We are in the process of creating the Zoho FSM environment in the UAE. When we try to add the sender email address “techsupportuae@stryker.com”, we receive the error message: “Error occurred while sending mail

      • Managing user mailbox actions

        An organization often has users with different roles and responsibilities, such as leadership, operations, or support teams. While some users may require full access to email features, others may only need limited functionality. For example, enabling

      • Super Admin Logging in as another User

        How can a Super Admin login as another user. For example, I have a sales rep that is having issues with their Accounts and I want to view their Zoho Account with out having to do a GTM and sharing screens. Moderation Update (8th Aug 2025): We are working

      • Custom function return type

        Hi, How do I create a custom deluge function in Zoho CRM that returns a string? e.g. Setup->Workflow->Custom Functions->Configure->Write own During create or edit of the function I don't see a way to change the default 'void' to anything else. Adding

      • Update P_Leave: code: 7052 "Employee_ID": "Enter Employee ID"

        Hi, Zoho People - Update Leaves Can someone assist? ------------------------------------------------------------------------------------------ col = Collection(); col.insert("recordid":id); col.insert("Date_Check_Approval":zoho.currentdate); info zoho.people.update("P_Leave",col.toMap());

      • Prevent tracking users from specific countries

        Currently, I’m receiving many bot visits from the United States and Malaysia. I would like these visits not to be recorded in SalesIQ. I already enabled the option to exclude traffic from cloud service providers, but I’m still receiving bot visits. Ideally,

      • Next Page