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 January 31, 2026
We'd like to inform you that the Zoho DataPrep 1.0 version will be officially deprecated as of January 31, 2026. 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
i keep see there is a connetion issue connecting 3rd party api on zoho when using zia
hi there , i have set up open ai api to zoho zia (copied and pasted to zoho zia) but I keep getting notificaiton "there is a connetion issue connecting 3rd party api on zoho" when using zia on top when click zia and try to type in word thereIntroducing the locking option for CRM records
Last modified on 06/04/2023: Record locking option in CRM is now available for all Zoho CRM users in all DCs. Note that it was an early access feature available only upon request. Hello All, Hope you're doing well! We're thrilled to introduce our latestUpdating custom fields in Zoho Projects
Hi I am wondering if anyone has experience with custom fields in Zoho Projects. I am struggling to update the field using either deluge or the api endpoint. My code is: //custom_Map = map(); custom_Map = {"UDF_DOUBLE_1":"0.27"}; update_Map = map(); update_Map.put("custom_fields",custom_Map.toList());Deleting Fields in CRM Deletes Views in Analytics
Hey friends! I'm having some issues when we modify some fields within ZohoCRM. There are times where we need to sunset a field and eventually completely remove it. In these instances, it seems like a lot of views are removed in Analytics. This rangesBooking outside of scheduled availability
Is there a way for staff (such as the secretary) to book appointments outside of the scheduled availability? Right now to do this special hours must be set each time. There should be a quicker way. Am I missing something?Automatic Matching from Bank Statements / Feeds
Is it possible to have transactions from a feed or bank statement automatically match when certain criteria are met? My use case, which is pretty broadly applicable, is e-commerce transactions for merchant services accounts (clearing accounts). In theseZoho Desk Android and iOS app update: Access multilingual templates on the IM module
Hello everyone! We have introduced multilingual templates on the IM module of the Zoho Desk mobile app allowing you to send IM template messages in translated versions. iOS: Android: Please update the app to the latest version directly from the App Store/Can't login IMAP suddenly
Since this evening I'm getting the error: You are yet to enable IMAP for your account. Please contact your administrator... IMAP always been enabled in my account and was workign fine for the past 7 years. Already tried turning IMAP off and on again.Zia Profile Summary now supports six languages and responds faster
After numerous customer requests, we’ve expanded Zia Profile Summary to do more than just summarize resumes quickly. It can now summarize them in six different languages and deliver results even faster. What’s New 1. Extended language support Zia canNimble enhancements to WhatsApp for Business integration in Zoho CRM: Enjoy context and clarity in business messaging
Dear Customers, We hope you're well! WhatsApp for business is a renowned business messaging platform that takes your business closer to your customers; it gives your business the power of personalized outreach. Using the WhatsApp for Business integrationCRM 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 filesCustom buttons
Getting Error "You can only create 10 custom buttons per module" ! I already have more than 10 for 1 module before trying to create another. Is this a new restriction brought about by the all knowing what's best for businesses Zoho guru ? It would beClient Script | Update - Support for List Page (Canvas) and Notes
Hello everyone! We are glad to announce two exciting updates in Client Script. Client Script support for List Page (Canvas) Client Script support for Notes These open the door to more dynamic and interactive customizations! 1. Client Script support forDesk Field Not Showing in Analytics
Hi there, I recently added a field to our Zoho Desk Ticket Information. I went and added the data retrospectively to the tickets. It is also marked as required, so all new tickets cannot be closed off without it being filled in. When I try to run a reportCOD with Partial payment
Two reasons why we need COD with partial payment option. 1) Since we deal heavy weight products our shipping costs are too high. If shipment is rejected by customer we incur huge loss. 2) Some competitors place fake orders with different names and returnPincode based Product Restriction
we have different types of products. 1) Very bulky items like plywood. 2) Too delicate items like glass These type of products we want to sell to local customers. Other products we want to supply all over India. There should be an option to restrict productsPincode Based Pricing
We want to give extra discount to customers within city limits because our shipping and packing costs are less. My proposal is assign list of pincodes to price list and assign the price list to customers whenever they sign up with pincodes. Also showfeature question: lookup field in Projects task layout
Hello, Below we have interface to configure a custom task layout, however, we need a lookup field to let pickup data from other apps, such as Zoho CRM Products module, is that possible or already in your roadmap? or a workaround to achieve it? Thanks in advance.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.Download a writer template as .docx instead of .pdf.
I have been trying to implement a feature to download a writer template as a .docx and got it working partly but it isn't good. Earlier I checked our code and I saw openurl("https://crm.zoho.com/crm/org121314/specific/Template.do?action=print&step=pdfPreview&id="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 hAccount 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 anyPaste issues in ZOHO crm notes
Hi, since a week or so I have issues with the paste function in ZOHO CRM. I use "notes" to copy paste texts from Outlook emails and since a week or so, the pasting doesnt function as it should: some text just disappears and it gives a lot of empty lines/enters.....Calendar not working
Are we the only ones. On any browser we cannot click on any of our calendar appointments and get them to open. They just make the browser loop. WE have reached out and have been told they are working on it. The office staff are really stuck. The pointWhatsApp Message Template Quick Reply Buttons
Hello, I created my first Message Template to overcome the 24-hr messaging window and it was approved by WhatsApp/Meta. When I go to Meta, I also see that template brought from Zoho Desk, and used it via Zoho Desk IM. However, I notice that when in Meta'sResizing a Record Template Background Inage
Hi everyone, I have an issue which I can't seem to resolve: Basically, I'm designing a record template in certificate form. I've specified A5 landscape. I've set my background image the same dimensions with total pixels at 443,520. Whatever I try, whenWhat's New in Zoho Analytics - October 2025
Hello Users! We're are back with a fresh set of updates and enhancements to make data analysis faster and more insightful. Take a quick look at what’s new and see how these updates can power up your reports and dashboards. Explore What's New! ExtremeZoho 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 toExplore 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,Latest updates in Zoho Meeting | Create departments, Share PDF files
Hello all, You can now create departments to group team members within your organization. This will make it easier for you to organize department-level meetings and invite members. In webinars, use the Share material feature to share PDF files directlyUnify All Zoho Video Meeting Experiences into One Standardized Platform
Hi Zoho Team, We would like to share an important user experience concern regarding the current state of video meeting functionality across the Zoho ecosystem. The Problem Within Zoho, there are multiple ways to initiate or schedule a video meeting: Zoho[Free Webinar] Product Updates: Quick Catch-Up Session - Part I - Creator Tech Connect
Hello Everyone! We welcome you all to the upcoming free webinar on the Creator Tech Connect Series. The Creator Tech Connect series is a free monthly webinar featuring deep-dive technical sessions designed for developers, administrators, and app builders.Project expenses in Zoho Books
Just the way timesheet is used to calculate labour cost for a particular project, how do i record other expenses against a project such as materials and consumables used for the project? So that under report, I can view the total amount expended on eachBlueprint status change
I want to change the Blueprint status of a workflow. The status is completed automatically when I added the record through API call. But I want to make it active, I don't see any options for this. Even if I draw transition from any stage , it is not visibleIntegrate Projects for Desk KB article release tasks
Could you please look into the possibility of integrating project tasks for Zoho Desk article release processes? We are looking for an internal integration between Zoho Projects and Zoho Desk's KB article drafting, reviewing and releasing tasks. We could also settle with custom functions if the publication of articles can be controlled from Zoho Projects. We want to be able to assign tasks to content creators, reviewers and approvers from within Projects and be able to publish them after the approvalWhat is going on with GMail extension.
Suddenly, it is popping up and saying "Please wait while we work our magic... 10%" and it sits there. Yesterday I waited for an entire hour call and it never got further. Today, it's not resolved. Is there a fix I can do? I've tried all the typicalCollapsible Sections & Section Navigation Needed
The flexibility of Zoho CRM has expanded greatly in the last few years, to the point that a leads module is now permissible to contain up to 350 fields. We don't use that many, but we are using 168 fields which are broken apart into 18 different sections.Marketing Tip #6: Cross-sell with related products
Don’t let customers stop at just one product. Suggesting related or complementary items improves the shopping experience and increases order value. Try this today: Use the Item Recommendations feature in Zoho Commerce and add two to three suggested itemsi cannot use <b></b> to bold the message in Creator C6!!!!???What?
Dear experts and friends, Now Creator 6 blocking us from using <b></b> Anyone facing this issue? I faced it on Creator C6 Previously, it used to work. Now failed to work. Faint~ Seek guidance from everyone on how to bold the message. The super simpleZoho Writer - Option to Export as .zdoc format
I've noticed that it's not possible to export a Zoho Writer Document in the .zdoc format. Isn't zdoc, Zoho Writer's own format? My use case is that I sometimes need to create quite complex documents with floating elements, which sometimes need to becomeNext Page