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

    • Is anyone experience missing functions in the new UI until hard refresh?

      The set of functions including search is almost always missing upon loading an app in the new UI. If you refresh, the functions return. (see second screenshot) Anyone else experiencing this?

    • Not receiving New Ticket Emails

      Hello! The company I work for uses the Zoho ticketing system, however, I've noticed I'm not receiving email notifications when new tickets are published. I have admin rights to see these tickets on Zoho Desk and respond to them, but am not receiving the

    • Can't update a field on a parent form from a child form's On Success workflow

      Title: Can't update a field on a parent form from a child form's On Success workflow Hi everyone, I'm building a simple Golf Lesson Tracker app and I'm stuck on what should be a basic operation — updating a number field on a parent form when a child form

    • Approvals in Zoho Creator

      Hi, This is Surya, in one of  my creator application I have a form called job posting, and I created an approval process for that form. When a user submits that form the record directly adding to that form's report, even it is in the review for approval.

    • Upload from Zoho Creator File Upload field to OpenAI Vector Store

      I’ve struggled for quite a while to get this working properly. For a long time we relied on Azure Functions as a workaround to handle file transfers between Zoho Creator and OpenAI Vector Stores. It worked, but added unnecessary infrastructure and complexity.

    • Calendar start time limit

      Hi all, Has anyone found a magical way to filter calendar reports to start from, let's say 8:00, and not 0:00? Or at least to auto scroll there like Google Calendar for example?

    • EU Problem

      Hi all, we've been facing issues with the Europe data center for two days. It's starting to disrupt our daily workflow. Any word on when this will be resolved?

    • How can I clone my website in order to try new templates?

      I want to try a new template for my existing Zoho website without the risk of changing the current site or accidentally publishing the wrong template. Therefore I thought a 'clone website'-option should be somewhere, but I can't find it. How do I try

    • Custom Module Missing from Roles & Permissions List

      Hi Zoho Community, I created a new Custom Module in Zoho Expense. The module is fully built and I can see it in the Module Builder (Settings > Customization > Modules). However, I am unable to deploy this to my users because the module does not appear

    • Need Customer Item Inward Module along with QC

      Need Customer Item Inward Module along with QC 1. Using Transfer Orders hit the item balance sheet 2. Items without inventory it becomes difficult for tracking purpose. 3. Custom Modules become tedious to capture multiple items, item subforms are not

    • Possible to Turn Off Automatic Notifications for Approvals?

      Hello, This is another question regarding the approval process. First a bit of background: Each of our accounts is assigned a rank based on potential sales. In Zoho, the account rank field is a drop-down with the 5 rank levels and is located on the account

    • Will be possible to create a merge mail template for products?

      Hi, we would need to create a mail merge template for products (native) module. Will be possibile? or do you have a smart solutions to merge products data with a mail merge? thanks Chris

    • Maximum incoming email (attachment size) limit

      I see that the maximum size of received emails can now be set to 20MB, however I'd still like to see it be larger. It's embarrassing when a client sends me an email with a large attachment and I can't receive it. 50, even 100 MB seems reasonable these

    • [Free Webinar] Learning Table Series - Multi-currency management in 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

    • Outlook/Hotmail Blocking Zoho SMTP IPs (S3150)

      We are currently facing a serious deliverability issue with Zoho SMTP while sending transactional OTP emails for our production application. Emails sent to Outlook / Hotmail addresses are being rejected with the following error: 550 - 5.7.1 Unfortunately,

    • Outlook is blocking incoming mail

      Outlook is blocking all emails sent from the Zoho server. ERROR CODE :550 - 5.7.1 Unfortunately, messages from [136.143.169.51] weren't sent. Please contact your Internet service provider since part of their network is on our block list (S3150). It looks

    • LESS_THAN_MIN_OCCURANCE - code 2945

      Hi I'm trying to post a customer record to creator API and getting this error message. So cryptic. Can someone please help? Thanks Varun

    • Ranking by group in report

      Dears, I am new to Zoho Analytics and I would like to ask you guys help to creating a ranking column. Report type: Pivot Matter: I want to create a ranking column on the right of Percentage. This ranking is group by column Type, and ranking by Final Score/Percent.

    • How do I add a project template to a pre-existing project?

      Help....How do I add a project template to a pre-existing project? Right now I have to delete the old project, make a new one and add the project template at the time of creating the new project.

    • Passing the image/file uploaded in form to openai api

      I'm trying to use the OpenAI's new vision feature where we can send image through Api. What I want is the user to upload an image in the form and send this image to OpenAI. But I can't access this image properly in deluge script. There are also some constraints

    • Users may not pick the fields to be shown as columns in the Choose Account window when creating a new Deal record

      Hi there, by talking with other users I found out that I, as an Admin, am the only one who can pick fields to be shown as columns in the Choose Account window when creating a new Deal record. In fact, if other users click on the "Add Column" symbol on

    • {Action Required} Re-authenticate your Google Accounts to Continue Data Sync

      Hello Users! To align with Google’s latest updates on how apps access files in Google Drive, we’ve enhanced our integration to comply with the updated security and privacy standards, ensuring safer and more reliable access to your data. With this update,

    • Why is the ability Customize Calls module so limited?

      Why can't I add additional sections? why can't I add other field types than the very limited subset that zoho allows? Why can I only add fields to the outbound/inbound call sections and not to the Call Information section?

    • Report Template - How to remove page break after each record?

      Hi, We have report template for a list report. It looks good at screen. But when printing, it creates a page break after each record. How to remove the it? So we can print multiple records in same page. Please look at the attached screenshots. Report Template Report Print Preview

    • Calendar report with order options and more quick view templates

      I think many of us regularly work with calendar-style reports. It would be great to be able to customize the quick view with new templates and have options to sort the entries for each day of the calendar by different criteria. I think this is an interesting

    • 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

    • Deprecation Notice: OpenAI Assistants API will be shut down on August 26, 2026

      I recieved this email from openAI what does it means for us that are using the integration and what should we do? Earlier this year, we shared our plan to deprecate the Assistants API once the Responses API reached feature parity. With the launch of Conversations,

    • Shall we play a game?

      Presenting the very first game created using ZOHO Creator: Tic-Tac-Toe (or noughts and crosses) I made this to challenge myself and employ some of the new features of ZOHO Creator. I must admit that the code is very literal and not too elegant. There are plans to improve on the machine AI and streamline the code over time. Currently the code makes extensive use of functions for the machine "AI" - there are 12 of these.   The machine AI can be tricked, so to counteract that I made it exceedingly arrogant

    • CRM notes

      I want to be able to add notes to a task that do not necessarily get rolled up into an account or contact.   For example, I tasks to work on a Court Order for John Doe divorce account.  There might be lots of updates (in the form of notes) that employees

    • Confluence export to zoho learn

      Hello Is there any known way to export Confluence spaces to zoho learn ?

    • Zoho People API, Inactive users

      Hi, I would like to export using the Zoho People API using Fetch Leave Records API V2 | Zoho People API. However it only pulls active user's leaves. I want all users, active and former employees records.

    • Empty folders are now appearing in the sidebar...

      ...and the folder list is now auto-collapsed by default with no way to change. Neither of these recent updates are useful or user-friendly. ==================== Powered by Haiku https://www.haiku.co.uk ====================

    • Client Script | Update - Client Script Support For Custom Buttons

      Hello everyone! We are excited to announce one of the most requested features - Client Script support for Custom Buttons. This enhancement lets you run custom logic on button actions, giving you greater flexibility and control over your user interactions.

    • Zoho CRM for Everyone's NextGen UI Gets an Upgrade

      Hello Everyone We've made improvements to Zoho CRM for Everyone's Nextgen UI. These changes are the result of valuable feedback from you where we’ve focused on improving usability, providing wider screen space, and making navigation smoother so everything

    • Create custom rollup summary fields in Zoho CRM

      Hello everyone, In Zoho CRM, rollup summary fields have been essential tools for summarizing data across related records and enabling users to gain quick insights without having to jump across modules. Previously, only predefined summary functions were

    • Monthly Webinar - Getting Started with Zoho LandingPage

      Are you building your first landing page and want a little guidance? Join our monthly Getting Started with Zoho LandingPage webinar and learn how landing pages fit into your marketing strategy, drive lead generation, and improve conversions. Here’s what

    • View all email threads directly from record's History and Interactions

      Greetings all, We've introduced the ability to view complete email thread conversations directly from records' History and Interactions sections, along with email delivery status and sentiment insights on the Interactions page—which makes it easier for

    • Marketing Tip #22: Check website and navigation for broken links

      Do you inspect your online store frequently? If not, here's your reminder to do it now. Broken links frustrate customers and make your store feel unreliable. Whether it’s a missing product page, an outdated menu item, social media accounts, or a broken

    • 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

    • push notification to Cliq when user is @mentioned in CRM notes

      push notification to Cliq when user is @mentioned in CRM notes. Currently users that is @mentioned gets an email to be notified. User/s that is @mentioned should get a Cliq notification.

    • Next Page