Announcing DataPrep 2.0 Beta!

Announcing DataPrep 2.0 Beta!



Being data-driven is an important end goal for all organizations, because when businesses can manage, analyze, and make actionable decisions based on data, they have a competitive advantage.
With that said, how confident are you in making business decisions based on your business data? How clean is your CRM data? Or how much time is spent on manual data cleansing and preparation? 

To help you solve these problems, we're pleased to announce the release of the DataPrep 2.0 public beta! With this new version, it's now even easier to build an end-to-end pipeline and have complete control over the quality and movement of your data.

What's new in 2.0?



Visual pipeline builder 

The all-new pipeline canvas lets you design a seamless end-to-end data flow. Earlier, you were limited to working with a single dataset at a time—but now data can be fetched from multiple sources, more than one dataset can be prepared and used simultaneously, and the data can be exported to multiple destinations. This helps businesses visualize data flows better, simplify complex workflows, and work with data with more confidence.

Unified scheduling of end-to-end pipelines

A massive upgrade has been made to our scheduling feature. In DataPrep 1.0, the sources and destinations had separate schedules which had to be manually managed by staggering the schedule timing, which was hard. But with 2.0, the scheduling can now be set up at the pipeline level. A single unified schedule can be used to manage imports, processing, and exports for all sources and destinations within the pipeline.

Monitor jobs with ease

With automated pipelines, data transfer happens around the clock. Sometimes, there can be issues with fetching data, and the data transfer can fail. But with jobs, you can easily monitor failed jobs with granular details and identify the points of failure. This ensures your organization doesn't miss out on any valuable data. 

Comprehensive version history

Maintain a complete audit trail with version history. Working with data can be challenging; but with the help of this feature, you can easily track changes and run experiments to get more out of your data. Not happy with your experimental changes to data? Easily switch back to the previously published version with the click of a button. 

Backfill your data effortlessly

There can be outages in the data pipeline, this can be due to source or destination failure, changes in the data or model requiring changes in the preparation steps, and can take a while to be restored. However there is no easy way to catch up on processing the data during the outage, to solve this we are now introducing the Backfill feature. The backfill feature can be used to fetch data and simulate a scheduled process for a selected period of time. For example, if there was an outage of 2 days on a pipeline that was setup to run every hour. With backfill, you can now create a configuration to process all that data by simulating the schedule process for the missed two days, this will create 48 new jobs that will run in sequence and process the missed data for two days.

Efficient row processing with incremental fetch

In every scheduled run, choosing the incremental fetch option fetches only the new and updated data from the source for processing.  This was available for few sources in 1.0, but we're expanding the support to all data sources in 2.0. Incremental fetch job runs faster, compared to full fetch as only the newly added rows are processed, also making it more cost effective. 



Transforms made simple with OpenAI 

Our new transforms, powered by OpenAI, help generate complex formulas based on logic written in simple English or transform data based on the sample output given. This simplifies the data preparation process and makes Zoho DataPrep more accessible, even for organizations that don't have a dedicated data analyst team. 



Create instant pipelines with templates 

We built DataPrep with a vision of helping businesses, big or small, have better access to all their business data—but we understand that the data game can be tricky when you're starting out.
To keep our vision alive and to help everyone start using their business data better, we've built a template gallery based on various business use cases that can easily be used to create a pipeline architecture. Just click on the template to add the formula instantly and transforms needed for the data workflow.

You can also save your own data pipelines as templates to make recreating pipelines easier or to apply the data pipeline over a different set of data. You can also share the data pipelines with your organisation or export them as files to share across different organisations.




New dashboard showcasing your pipeline status

Our new and improved dashboard shows the status of all your pipelines instantly. Easily monitor your scheduled runs, identify failed jobs, and ensure your data is up-to-date in your system. 

​

Make data movement easier with other business applications


We are expanding the list of data connectors supported in Zoho DataPrep and as a start we have released the Zoho Creator integration. 




Migrating data into Zoho Creator, as well as seamlessly moving data between various modules within your custom Creator app, has been made easy with DataPrep. 

As more organizations are adopting SaaS products in their tech stack, in order to make data more available, we're opening up integrations with HubSpot, Salesforce, and SurveyMonkey, as well as many more Zoho products, in the next couple of months. Stay tuned for more data connectors in Zoho DataPrep!

Can't wait to try DataPrep 2.0?
All our existing customers can access the Beta version right from within their DataPrep home page. The Beta is not available for Zoho One users yet, but if you want to try out the Beta on a standalone account, contact us at customersuccess@zohodataprep.com 

Zoho DataPrep is designed to make data preparation and movement easy. With DataPrep 2.0, we have completely revamped our product with the new pipeline builder, unified schedules, pipeline templates and universal incremental fetch that lets you easily manage complex data preparation jobs and data movement.  We've also included 50+ other updates to help you clean, prepare, and monitor your business data effortlessly. 

Check out all updates in 2.0

      • Recent Topics

      • 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

      • Standard Payment Term is not pulled from account to quotation

        Hey Team There seems to be something off. I do have "Net 30" as my default payment term in Zoho Books for my customers. If, from the customer overview or quote section, I create a new Quotation, the payment terms field stays blank and doesn't get the

      • OAuth integration issues

        I'm experiencing persistent OAuth errors when trying to connect Make with Zoho API. I've tried multiple approaches but keep encountering the following issues: First error: 'Invalid Redirect Uri - Redirect URI passed does not match with the one configured'

      • Zoho Mail Android app update: Manage folders

        Hello everyone! In the latest version(v2.9) of the Zoho Mail Android app update, we have brought in support for an option to manage folders. You can now create, edit, and delete folders from within the mobile app. You can also manage folders for the POP

      • Shortcut to fill a range of cells

        Good evening: I'm writing because I haven't been able to find a feature that allows you to select a range of cells, type in one of them, and then use a key combination to type in all of them. In Excel, the keyboard shortcut is Ctrl+Enter. I haven't found

      • Get Zoho Mail API working (including DRE Connector, Oauth Token, ZUID, ZOID & ACCOUNT_ID)

        Disclaimer: I’m not a professional coder! Do you need to use Zoho Mail API? Me too. It lets you do all sorts of things — like reading the complete header of an email, or forwarding an email with its attachments — which is what I wanted to do. But setting

      • Revenue Deferrals

        Does ZOHO books and subscriptions handle Revenue Deferrals?   

      • Can I make a website open inside Zoho whenever I log in?

        Hi Zoho Team, Every day, I check a few websites for updates, for example, Rojgar--result, where I see the latest government job results and notifications. I was wondering if there’s any option in Zoho to make a website like that open inside Zoho whenever

      • Zoho Analytics & SQL Server - Live connect

        Below are the steps I did Created a fresh database and table in my own virtual server Created a new data source connection with live connect I was able to select the tables and created the data source successfully I am getting the error when I try to

      • Kaizen #214 - Workflow APIs - Part 2

        Welcome back to another week of Kaizen! Last week, we discussed how Zylker Cloud Services used the Workflow APIs to discover and audit all the automations in their CRM, listing every workflow, checking triggers, and understanding their automation limits.

      • 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 CRM Community Digest - September P1 | 2025

        Hello Everyone! September's Here! Before we jump into product updates, and community highlights, here's a quick spotlight! Zoho has launched a Professional Sales Rep Certification course on Coursera, tailored for sales professionals to strengthen their

      • Upload my theme.

        Hello. I would like to upload my own theme, this one: https://themeforest.net/item/panagea-travel-and-tours-listings-template/21957086 Is it compatible and where I upload it? If not I will hire a developer, what do I have to ask when I search for one?

      • Explore the Redesigned Quotes Module in Zoho Billing

        Dear users, We’re excited to introduce a refreshed look for the Quotes details page in Zoho Billing! This update brings you a more efficient user interface experience without changing your existing workflow. We've enhanced layouts with organized tabs,

      • Product Updates in Zoho Workplace applications | September 2025

        Hello Workplace Community, Let’s take a look at the new features and enhancements that went live across all Workplace applications this September. Zoho Mail Attach email as EML file in Compose Effortlessly attach emails as EML file in Compose by simply

      • 🤝 Rencontres, partage et inspiration au Zoho Community Meetup de novembre

        Chers utilisateurs, Bonne nouvelle 🎉 : notre Meetup Zoho Community approche, et nous serions ravis de vous y voir ! 📍 Toulouse : le 25 novembre 📍 Lyon : le 27 novembre (🎯 Il ne reste que quelques places !) Que vous soyez débutant ou utilisateur avancé,

      • Need Help Mapping GST Registration Number Field Between Zoho Books & Zoho CRM + Slow Sync Issues

        am facing an issue with field mapping between Zoho Books and Zoho CRM. I want to map the GST Registration Number field from the Customer module in Zoho Books to a custom GST field inside the Accounts module in Zoho CRM. However, I am getting a warning

      • Notification received when self-assigning tickets

        When I assign tickets in Zoho Desk the relevant agent gets a notification email. When assigning myself a ticket in Zoho Desk, I get a notification email. Now, as I am the person who assigned the ticket to myself, getting a notification in this regard

      • Nouveauté dans Zoho Writer - Création de documents et de modèles assistée par l'IA

        Zia, l’assistant IA de Zoho Writer, soutient les utilisateurs dans l’amélioration de leur écriture et la création de contenus : correction orthographique et grammaticale en temps réel, suggestions adaptées au contexte, détection du plagiat, révisions

      • Session Expired

        I constantly get "Session Expired" and need to relogin or close and open the application again. This gets really frustrating during the day. Is this something that can be solved? This really makes me want to leave the app as it is no go to need to reopen

      • Integrate your Outlook/ Office 365 inbox with Zoho CRM via Graph API

        Hello folks, In addition to the existing IMAP and POP options, you can now integrate your Outlook/Office 365 inbox with Zoho CRM via Graph API. Why did we add this option? Microsoft Graph API offers a single endpoint to access data from across Microsoft’s

      • Disable Buttons for Users with Profiles without permission

        Hey, I've noticed that users without permission of setting up things in the marketplace, can still see the icon: On a click, you see this: It would be way better, if they couldn't see this menu icon at all. (Aside from the fact that it completely misplaced

      • Mapping a new Ticket in Zoho Desk to an Account or Deal in Zoho CRM manually

        Is there any way for me to map an existing ticket in Zoho desk to an account or Deal within Zoho CRM? Sometimes people use different email to put in a ticket than the one that we have in the CRM, but it's still the same person. We would like to be able

      • Zoho製品と生成AIツールの活用について

        いつもありがとうございます。 弊社では、Zoho Oneを契約し、CRMを軸として、見込み客の管理から商談、その後の受注や請求の管理、サポート業務（Desk）、業務データのレポーティング（Analytics）などを行っております。 Zohoサービス自体には、Ziaというツールが搭載されているかと存じますが、それ以外の外部の生成AIツールと連携した活用などもできるのでしょうか？具体的には、CopilotなどがZohoに登録されているデータや情報を見て、対話型で必要なデータを提示してくれたり、商談や蓄積されたメモなどを分析してユーザが知見を得られるような活用ができないか、と考えております。

      • Zoho Analytics - Make text clickable in underlying data

        Hi Community, I have a simple sales report based on a Invoice query table. I have included a link on to each invoice on the table and sent the Invoice number URL to the link. This works find in the query table, but when I click underlying data on the

      • Credit Management: #5 Advanced Refund Policy

        You're subscribed to a well-known SaaS design tool. You've used it to manage your team's projects, create marketing visuals, brochures, and so on. But your needs change over time. Your company may switch to another tool or hire an in-house designer who

      • Exported Slide Image Lacks Portion of the Background Image

        This does not always happen, but when I export (or "download") the rendered image of a slide, it sometimes lacks a portion of the background image. I created a sample slide deck to demonstrate it and shared it with the admins. It is also publicly available

      • How to create a Zoho Mail extension similar to Outlook's OnSend add-in?

        Hi, I want to create a Zoho Mail extension similar to Outlook’s OnSend add-in. The extension should: Let the user select headers and footers from a taskpane while composing an email. When the user clicks Send, the extension should: Automatically insert

      • Effective Inbox Organization: Folders vs Tags in Zoho Mail?

        I'm exploring the best ways to organize a busy inbox, especially when managing multiple clients or project using Zoho Mail. I’d love to know what works best for others: 1. Do you prefer **folders** (possibly with sub-folders) for each client or project?

      • Piss poor service in Support in Domains and email

        Srijith Narayanan B contacted me today. Very pleasant fellow. Just didn't want to tell him how bad your support service is. You help the person, but you leave before we can finish the next stage. Which causes a lot of frustration. It's been 8 days now

      • Zoho Mail android app update: Block & reject future emails, Report phishing, Spam alerts, Suspicious URL detection

        Hello everyone! In the most recent Zoho Mail Android app update, we have brought in support for the following features: Block & reject future emails Report Phishing Spam alerts in the mail details screen. Suspicious URL detection. Block & reject future

      • Zohomail does not support additional fields in mailto links

        Hello, I set up Zohomail as default composer in Firefox according to manual here: https://www.zoho.com/mail/help/defaultcomposer.html#alink2 Later, I wanted to use this functionality to answer in a Linux mailing list thread using mailto link: mailto:xxxxx@kernel.org?In-Reply-To=%3C727o0521-q24p-s0qq-66n0-sn436rpqqr1p@example.com%3E&Cc=xxxxx%example.org&Subject=Re%3A%20%5BPATCH%20v2%28%29

      • Emails not being received from a particular domain

        Cannot receive any emails sent from atco.com Domain is in the spam whitelist so should be no reason for it not to be coming through. Have filed a ticket and besides a generic response of we are looking at it - it seems there is no actual support workers

      • Email address for forwarding is not saving and there's no confirmation ema

        Steps to reproduce: 1. Enter my forward email in the email forward section of the account 2. Click save 3. See a notification stating saved successfully 4. Refresh the page, no forward email is saved 5. No email confirmation received at the forwarding

      • This domain is not allowed to add in Zoho. Please contact support-as@zohocorp.com for further details

        This is the error i keep getting when trying to use my Zoho Domain Mail. This domain is not allowed to add in Zoho. Please contact support-as@zohocorp.com for further details Find attached. I hope this can be resolved very quickly so i can go on and make

      • Auto CC - Moving Departments

        We have Auto CC e-mail replies to your support mailbox enabled. We have two departments: Helpdesk (helpdesk@domain.com) Delivery (delivery@domain.com) If we create a Helpdesk ticket, and reply, replies are CC'd to helpdesk@domain.com (OK) We then move

      • I have error AS101 when I try to add paypal@mydomain.com to Zoho

        Please help me with this. I tried to call the help line 4 times but don't get any response.

      • unable to send message reason 554 5.1.8 Email outgoing blocked

        unable to send message reason 554 5.1.8 Email outgoing blocked

      • Mailk got blocked / Inquiry About Email Sending Limits and Upgrade Options

        Dear Zoho Support Team, My name is Kamr Elsayed I created this account to use for applying for vocational training in Germany. As part of this process, I send multiple emails to different companies. However, after sending only 8 emails today, I received

      • Next Page