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

    • Button to Reapply Filters on Sheet(s)

      I wrote a macro that I attached to a button to reapply the filters on all my sheets and it says it works, but it doesn't actually do anything. What is wrong with it? Is there another way? Or even make it work for one sheet? Sub UniversalFilterRefresh()

    • Integrate Multiple ZohoBooks organization with zoho projects

      We have successfully connected our Zoho Books with Zoho Projects for synronizing timesheet data. Our Business specialty is, that the staff of the Main company (A) is working on several projects, but the Clients are sometimes contracted and paying to a

    • Zoho OAuth Connector Deprecation and Its Impact on Zoho Desk

      Hello everyone, Zoho believes in continuously refining its integrations to uphold the highest standards of security, reliability, and compliance. As part of this ongoing improvement, the Zoho OAuth default connector will be deprecated for all Zoho services

    • Unable to Assign Multiple Categories to a Single Product in Zoho Commerce

      Hello Zoho Commerce Support Team, I am facing an issue while assigning categories to products in Zoho Commerce. I want to assign multiple categories to a single product, but in the Item edit page, the Category field allows selecting only one category

    • How do I add todays date to merge field

      I don't see any selection of todays date when creating a letter. Surely the date option of printing is standard? John

    • Tracking Emails sent through Outlook

      All of our sales team have their Outlook 365 accounts setup with IMAP integration. We're trying to track their email activity that occurs outside the CRM. I can see the email exchanges between the sales people and the clients in the contact module. But

    • Whats that

      Price?

    • The same Contact associated to multiple Companies - Deals

      Hi, I would like to know if there is an option to associate the same contact with multiple companies (two or more) deals, using the same contact details for all. This is because we have contacts who are linked to different companies or branches of the

    • Portals-Adjust Column Sizes

      I am trying to adjust the column widths in Portals tabs. Columns that don't need to be wide are wide and longer ones are very short. I thought adding more to the digits box in Edit would widen them, but it doesn't. Anyone know how to adjust these?

    • Add link/button to open approved record from approval list and detail views?

      Hi, How do I allow users to click on an approval record and open that submission? For example, userA submits a quotation then userB approves/rejects. They both can see the quotation on "completed task" list & detail views, but there's no way for them

    • record submitted from creator and invoice is creating in books , but the workflow of books is not tiggering on create of record in books

      record submitted from creator and invoice is creating in books , but the workflow of books is not tiggering on create of record in books headermap = Map(); headermap.put("X-ZOHO-Execute-CustomFunction","true"); response_inv = invokeurl [ url :"https://www.zohoapis.com/books/v3/invoices/fromsalesorder?salesorder_id="

    • Prevent editing of a record after getting approved/rejectedr

      Hi, I'd like to block any user from editing a record after it was approved or rejected, how can I do that?

    • Formula Field/Campo de Fórmula

      Hello everyone, I have a purchase requisition form in which each department submits a request, and the request is automatically routed to the person responsible for that department. In this form, I have several fields with the following link names: Quantidade1,

    • Formatting Problem | Export to Zoho Sheet View

      When I export data to Zoho Sheet View, ID columns are automatically formatted as scientific notation. Reformatting them to text changes the actual ID values. For example, 6557000335603071 becomes 6557000335603070. I have attached screenshots showing this

    • Feature Request - The Ability to Link A Customer with a Vendor

      Hi Finance Suite Team, Many businesses buy and sell products from the same companies or individuals. For example, a car sales business may buy a car from a member of the public, and that member of the public may also buy a new car from us. This makes

    • Long table name (sync from Zoho Creator)

      Dears, How can I remove the suffix in parentheses? These tables are synced from Zoho Creator and are treated as system tables, so their names cannot be changed. This issue makes the aggregation formulas look awful.

    • [Free Webinar] Learning Table Series - Streamlining incident management process with Zoho Creator

      Hello everyone, We’re excited to invite you to another edition of the Learning Table Series webinar. As you may already know, we've moved to a purpose-based approach in the Learning Table Series this year. Each session now focuses on how a Zoho Creator

    • Unattended - Silent

      How can I hide the tray icon / pop up window during unattended remote access for silent unattended remote access?

    • Importing into Multiselect Picklist

      Hi, We just completed a trade show and one of the bits of information we collect is tool style. The application supplied by the show set this up as individual questions. For example, if the customer used Thick Turret and Trumpf style but not Thin Turret,

    • Text snippet

      There is a nice feature in Zoho Desk called Text Snippet. It allows you to insert a bit of text anywhere in a reply that you are typing. That would be nice to have that option in Zoho CRM as well when we compose an email. Moderation Update: We agree that

    • Marketing Tip #18: Make your online store mobile-friendly to improve traffic

      Most online shoppers browse on their phones first. If your store is hard to read, slow to load, or tricky to navigate on mobile, they’ll bounce fast. A mobile-friendly store doesn’t just look nice; it improves engagement, reduces drop-offs, and helps

    • [Need help] Form closed. Please contact your form administrator for further assistance.

      https://forms.zohopublic.com/cceinfoifly1/form/CCE2025CCEFocusGroupRegistrationForm2025Fall/formperma/s_8XcLETTbFxZ_TAS4r_W6W5UBl8o5oxEnIX35IBKg4 I checked we didn't exceed the usage limit and form availability is enabled, Please help us enable this form

    • Zoho People. Updating TabularData

      I am trying to update tabular data in the record. I always have the same response. I have checked many times. Section ID is correct. May be something wrong with request structure itself. Can someone help me. Body content type: form urlencoded query params

    • Automatically CC an address using Zoho CRM Email Templates

      Hi all - have searched but can't see a definitive answer. We have built multiple email templates in CRM. Every time we send this we want it to CC a particular address (the same address for every email sent) so that it populates the reply back into our

    • Unable to Send Different Email Templates for Different Documents in Zoho Sign

      Hello Zoho Community, I am facing a limitation with Zoho Sign regarding email notifications sent to customers when a document is sent for signing. Currently, whenever I send any template/document for signing, the email notification that goes to the customer

    • Reminder needs 0 minute choice

      I most use 0 minute reminders.  Every other calender service has this choice.  If I create an event in my Android calendar with 0 minute reminder it will change to 5 minute.  Please ad 0 as a reminder choice, this should be a 5 minute fix.  Thanks.

    • Customer ticket creation via Microsoft Teams

      Hi all, I'm looking to see if someone could point me in the right direction. I'd love to make it so my customers/ end users can make tickets, see responses and respond within microsoft teams. As Admin and an Agent i've installed the zoho assist app within

    • Is there a way to update all the start and end dates of tasks of a project after a calendar change?

      Hi! Here's my situation. I've built a complete project planning. All its tasks have start dates and due dates. After completing the planning, I've realized that the project calendar was not the right one. So I changed the project calendar. I now have

    • How to update task start date when project start date changes?

      Hi there, When the start date of a project changes, it's important to update the start dates of the tasks associated with that project to reflect the new timeline. Is there a way to shift the start date of all project tasks when the start date of a project

    • Issue with Picklist Dropdown Not Opening on Mobile

      Hello I am experiencing an issue with picklist values on mobile. While the arrow is visible, the dropdown to scroll through the available values often does not open. This issue occurs sporadically, it has worked occasionally, but it is very rare and quite

    • using the client script based on the look up filed i wnat to fetch the record details like service number , service rate

      based on selected service look up field iwant to fetch the service serial number in the serice form how i achive using client script also how i get the current date in the date field in the on load of the form

    • Zoho Books/Square integration, using 2 Square 'locations' with new Books 'locations'?

      Hello! I saw some old threads about this but wasn't sure if there were any updates. Is there a way to integrate the Square locations feature with the Books locations feature? As in, transactions from separate Books locations go to separate Square locations

    • Zoho Commerce - How To Change Blog Published Date and Author

      Hi Commerce Team, I'm discussing a project with a client who wants to move from Woo Commerce / Wordpress to Zoho Commerce. They have around 620 blog posts which will need to be migrated. I am now aware of the blog import feature and I have run some tests.

    • Does zoho inventory need Enterprise or Premium subsrciption to make Widgets.

      We have Zoho One Enterprise and yet we can't create widgets on inventory.

    • ZMA shows as already connected to Zoho CRM, but integration not working

      When I try to connect ZMA with Zoho CRM, it shows as already connected, but the integration doesn’t seem to be working. I’ve attached the screen recording for reference.

    • Automatic Email Alerts for Errors in Zoho Creator Logs

      Hello, We would like to request a feature enhancement in Zoho Creator regarding error notifications. Currently, Zoho Creator allows users to view logs and errors for each application by navigating to Zoho Creator > Operations > Logs. However, there is

    • Workflow Rule - Field Updates: Ability to use Placeholders

      It will be great if you can use placeholder tags to update fields. For example if we want to update a custom field with the client name we can use ${CONTACT.CONTACT_FIRSTNAME}${CONTACT.CONTACT_LASTNAME}, etc

    • Password Assessment Reports for all users

      I'm the super admin and looking at the reporting available for Zoho Vault. I can see that there is a Password Assessment report available showing the passwords/weak and security score by user. However I'm confused at the 'report generated on' value. Monitor

    • Can't change form's original name in URL

      Hi all, I have been duplicating + editing forms for jobs regarding the same department to maintain formatting + styling. The issue I've not run into is because I've duplicated it from an existing form, the URL doesn't seem to want to update with the new

    • Setting certian items to be pickup only

      How do we have some items that are pickup only? I have several items in my item's list that I do not ship. But they need to be on the website to be sold, and picked up in store. Need to be able to do this as one of these products is a major seller for

    • Next Page