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
Check out all updates in 2.0
Access your files securely from anywhere
New to Zoho Recruit?
Zoho Developer Community
New to Zoho LandingPage?
Zoho LandingPage Resources
New to Zoho Survey?
New to Zoho CRM Plus?
Deliver unforgettable customer experiences
New to Zoho CRM Plus?
Deliver unforgettable customer experiences
New to Zoho Marketing Plus?
Everything you need to run your marketing
New to Zoho Marketing Plus?
Everything you need to run your marketing
New to Bigin?
Topic Participants
Viswanath Subramani SS
Ben Norman
SaaSguru
Sticky Posts
Announcement: Zoho DataPrep to Deprecate Password-Only Authentication for Snowflake Connections on July 31, 2025
As part of our ongoing commitment to security and in alignment with Snowflake's pledge to the Cybersecurity and Infrastructure Security Agency (CISA) Secure by Design initiative, Zoho DataPrep will no longer support single-factor password authentication.Announcement: Zoho DataPrep 1.0 will be deprecated on October 31,2025
We'd like to inform you that the Zoho DataPrep 1.0 version will be officially deprecated as of October 31, 2025. This aligns with our efforts to streamline and improve your overall experience with Zoho DataPrep 2.0 which was released in Sep 2024 . ToAnnouncement: Migrate your workspaces to Zoho DataPrep 2.0
Zoho DataPrep 2.0 was recently launched with exciting new updates to the platform. You can read more about the new updates in the previous announcement. To take full advantage of the new data pipeline features, migrate your existing workspaces from theAnnouncing Zoho DataPrep 2.0: An AI-Powered Data Management Platform
Originally launched in 2021, Zoho DataPrep started as an efficient self-service data preparation solution. We are excited to launch our new version 2.0, with significant enhancements to our platform to help you manage your end-to-end data needs with theAnnouncing 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
New to Zoho TeamInbox?
Zoho TeamInbox 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
Design. Discuss. Deliver.
Zoho Show Resources
Get Started. Write Away!
Writer is a powerful online word processor, designed for collaborative work.
Zoho CRM コンテンツ
-
オンラインヘルプ
-
Webセミナー
-
機能活用動画
-
よくある質問
-
Ebook
-
-
Zoho Campaigns
- Zoho サービスのWebセミナー
その他のサービス コンテンツ
Nederlandse Hulpbronnen
ご検討中の方
Recent Topics
Issue with Zoho Help Portal – Tickets Missing or Not Answered
Hi, How are you? I think there may be an issue with the Zoho Help Portal. I opened a few tickets directly in the help portal a some time ago but never received any response I also opened ticket 148356451 by email. I did receive a reply to it, but theDUNS & Bradstreet and Credit risk monitoring integration with Zoho books
Small businesses not being paid by bigger clients and clients of all sizes is a huge problem. It will be nice if Zoho develops integration with DUNS & Bradstreet(D&B) and Credit risk monitoring integration with Zoho books. That have small businesses canZoho Forms - Form Rules based on attachment fields
Many businesses use forms to collect documents and images from customers. In many cases, you may want to trigger a notification or other automation based on whether or not an attachment was added. I've noticed that attachment fields do not appear in RulesAdd multiple users to a task
When I´m assigning a task it is almost always related to more than one person. Practical situation: When a client request some improvement the related department opens the task with the situation and people related to it as the client itself, the salesmanCan't open draft email for editing
Last night I started composing an email and I let it save in drafts. This morning I want to continue working on the email. It is in my Drafts folder but it will not open. The only option there is to delete it. This is not the first time it has happened. On previous occasions I have just deleted the draft and started afresh, but I really want this one back. Windows 10 with Pale Moon 28.10.0 browser.Open filtered deals from campaign
Do you think a feature like this would be feasible? Say you are seeing campaign "XYZ" in CRM. The campaign has a related list of deals. If you want to see the related deals in a deal view, you should navigate to the Deals module, open the campaign filter,Change scheduling emails time
When sending an individual email there is a great feature to schedule them to send later. I could only use the one time that is suggested. Is there a way to select another time? Regards, GlennZoho CRM: how can I control which contacts to sync with Outlook?
I was just playing around syncing contacts from Zoho to MS Outlook (MS365 account.) The problem is our firm has hundreds of thousands of contacts and I don't want to bury my contacts list in outlook. Any help with this is greatly appreciated.How to overcome limitations in meetings
As a company, one of our deliverables is a meeting between two other companies, where we act as facilitators. So, if we recorded this meeting in Zoho CRM, it should be connected to 2 accounts, 2 contacts, and 1 campaign (a campaign, in our use, is theDifferent MRP / Pricing for same product but different batches
We often face the following situations where MRP of a particular product changes on every purchase and hence we have to charge the customer accordingly. This can't be solved by Batch tracking as of now so far as I understand Zoho. How do you manage it as of now?Add a 'Log a Call' link to three dot icon in Canvas
Hi, There's a three dot element when creating a canvas called 'More'. I would like to modify this to add a link that says 'Log a Call' in order to quickly record the details of a cellphone call. I'd also like this to be a simple 'contact' selection andSyncing Zoho Forms with Bigin - Embedding issue?
Hello everyone, I created a Zoho Form for a page on my GoDaddy website to collect leads, which then transfers the data to Bigin. However, I'm facing an issue where it doesn't seem to work properly. I've integrated Zoho Forms with Bigin and tried embeddingCan not add fields to a Section
I feel like I'm missing something obvious: I can add new Sections to my form but I can not add fields to the Sections. I've tried fields already on the form as well as dragging and dropping new fields into the Section but nothing will go into it. WhatRecord Logged in User while using CRM lookup field
Is it possible, while using the Zoho CRM lookup field, to automatically use the user account logged into Zoho CRM in a hidden field? I was hoping to add employee accounts to my current plan. But would like a record on the Form submission of who submittedForm Rules for Suburb Categories to alternate landing pages or Making a Fields Contents ALL CAPS
I need to send differentform submissions to two to three different thank-you URLs (for Meta/Google pixels) depending on which suburb a user selects in a form. I have ~400 suburbs split into two categories (A and B, based on business value). Current challenges:Collaps Notes
There are times when long/large notes are added to a record i.e. Accounts or Deals etc. Currently, the full note is displayed in the notes related list section. It would be great if by default only 5 to 10 rows of the note are displayed when the noteZoho Down
I have a drop in my Zoho One services.Runing RPA Agents on Headless Windows 11 Machines
Has anyone tried this? Anything to be aware of regarding screen resolution?Problem for EU users connecting Zoho CRM through Google Ads for Enhanced conversions
Has anyone else experienced this problem when trying to connect Zoho CRM through Google Ads interface to setup enhanced conversions? Did you guys get it fixed somehow? The Problem: The current Google Ads integration is hardcoded to use Zoho's US authenticationWhy am I getting event Pop-up Notification for events that have been cancelled?
Why is Calendar Notification still popping up for events that have been cancelled or changed? Each time events are cancelled or changed, I have observed that I am still getting notifications for them. Below is a sample pop-up notification for one of theWhatsapp Limitation Questions
Good day, I would like to find out about the functionality or possibility of all the below points within the Zoho/WhatsApp integration. Will WhatsApp buttons ever be possible in the future? Will WhatsApp Re-directs to different users be possible basedCreate a draft in reply to an email via Emails API
Hi, I’d like to use the outgoing webhook to automatically create a draft reply to incoming mail. How can I use the Emails API to create a draft reply that is linked to an existing email thread? I couldn’t find the relevant method in the documentation.India Tech Support
Is there no phone tech support number for India? And no chat facility either?Billing Management: #1 Billing a Universal Business Routine
Hello, As the saying goes, "Do the hardest job first." We started with the complex subject of finance and revenue management, which is considered the backbone of any business. Now, let's shift our focus and take a deep dive into this Billing Management,Show/ hide specific field based on user
Can someone please help me with a client script to achieve the following? I've already tried a couple of different scripts I've found on here (updating to match my details etc...) but none of them seem to work. No errors flagged in the codes, it justWhat is a a valid JavaScript Domain URI when creating a client-based application using the Zoho API console?
No idea what this is. Can't see what it is explained anywhere.5名限定 課題解決型ワークショップイベント Zoho ワークアウト開催のお知らせ (9/25)
ユーザーの皆さま、こんにちは。Zoho ユーザーコミュニティチームの藤澤です。 9月開催のZoho ワークアウトについてお知らせします。 今回はZoomにて、オンライン開催します。 諸事情につき、今月の開催回は中止となりました。 次回は10/31（金）14時からの開催を予定しています。 ━━━━━━━━━━━━━━━━━━━━━━━━ Zoho ワークアウトとは？ Zoho ユーザー同士で交流しながら、サービスに関する疑問や不明点の解消を目的とした「Zoho ワークアウト」を開催します。 ZohoZoho Calendar not syncing correctly with personal Google Calendar
Coming to this forum as Zoho Calendar support team is not responding, any more. For the past 8 weeks, I have been having an issue with Zoho Calendar not syncing with my personal Google Calendar correctly. I subscribed to Zoho Calendar iCal in my personalIntroducing Assemblies and Kits in Zoho Inventory
Hello customers, We’re excited to share a major revamp to Zoho Inventory that brings both clarity and flexibility to your inventory management experience! Presenting Assemblies and Kits We’re thrilled to introduce Assemblies and Kits, which replaces theCustomer Parent Account or Sub-Customer Account
Some of clients as they have 50 to 300 branches, they required separate account statement with outlet name and number; which means we have to open new account for each branch individually. However, the main issue is that, when they make a payment, theyneed a packing list feature
In our business, goods listed on an invoice are packed in separate boxes and shipped off. for e.g. an invoice may have 10 items. each item could then be packed in different boxes depending on qty of each item. this packing list is as important as the invoice for purposes of shipping documents. Request you to add this feature asap.Workdrive 5.0 / API Documentation Workflows
Hi Zoho, When will the API documentation of the workflows be published? We are interested in using it to trigger manual workflows from an external application. Greetings, JustinHow to keep track of bags, cans, drums of inventory?
We buy and sell products that are packaged in bags 🛍️, cans🥫, drums🛢️, etc. with batch numbers. When we get a shipment of one of the products, how do we track we received (say) 10 cans each of 5L of a product and maybe we received 10 cans of anotherZoho 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. ThanksHow many ZOHO-Sites does the ZOHO-One Suite allow for?
The free version of ZOHO-Sites allows for two sites, but it seems that the professional version (which is included in the ZOHO-One Suite) only allows for two websites. Is that correct? How many sites can I have within one ZOHO-One account?Webhook from Zobot to Zoho Flow fails
I'm trying to connect from zobot to zoho flow. When testing in zflow, I am receiving all entered data from the connector correctly. The SalesIQ connector's "outputreaction" is {} (is this normal or is there a problem?). But as soon as I try my chat botTransition from Sole Proprietorship to GmbH (Limited Liability Company) – Best Approach in Zoho Books / Zoho One
Hello everyone, I am currently operating under a Zoho One plan with a sole proprietorship in Switzerland. As of January 1st, 2026, I will be incorporating a new legal entity – a GmbH (Swiss equivalent of a Limited Liability Company). While the businessBest way to display complex Bookings Consultation Descriptions on Zoho Site?
I am a new user so apologies if this has been asked before. I couldn't find any answers in the forum. We offer 18 complex Consultations to our subscribers. Our current platform lets me put detail on these Consultations thoroughly (200-300 words) duringDKIM cannot be enabled for the domain as no verified default selector present
Hi Support Team, For Domain DKIM record trying to enable status. but showing error "DKIM cannot be enabled for the domain as no verified default selector present" So, please resolve the issue. Thank you.Issue Connecting My Domain to Zoho Sites Despite Purchasing It from Zoho
Hello, I am facing an issue connecting my domain to my website on Zoho Sites. Details of the issue: I purchased the domain directly from Zoho. I am already using the same domain successfully with Zoho Mail. However, when I try to assign this domain toNext Page