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

    • Enterprise Data management solutions

      I'm on the hunt for the perfect Data management solution for my organization. I've been doing a ton of research across different websites, but honestly, it's just left me more confused! A friend suggested I check here, so I'm hoping someone can point

    • New Feature: Audit Log in Zoho Bookings

      Greetings from the Zoho Bookings team! We’re excited to introduce Audit Log, a new feature designed to help you track all key actions related to your appointments. With Audit Log, you can maintain transparency, strengthen security, and ensure accountability.

    • Automated Task reminder

      First question: If a task does not have a reminder set, will it still send an email notification that the task is due today? If not, how can I set up an automated reminder to send the task owner an email that it is due on a certain date?

    • Zoho Support - contract notifications

      Hi, I have a few questions about using Zoho support. Is there a way to add custom contract notifications like (90 days before expiry send notification e-mail to agent and customer, then another 60 days before expiry and another 30 days.). And is it possible

    • Kaizen #230 - Smart Discount-Based Quote Approvals Using CRM Functions and Approval Process

      Hello everyone! Welcome back to the Kaizen series! Discount approvals are a standard part of sales governance. Most organizations need something like this: Discount % Required Action < 10% Auto-approve 10–19.99% Sales Manager approval ≥ 20% VP Sales approval

    • How to create a new Batch and update Stock via Inventory?

      Hi everyone, We are building an automation where a user enters batch details (Batch Number, Mfg Date, Expiry, and Quantity) into a Custom Module. I need this to trigger an API call to Zoho Inventory to: Create the new batch for the item. Increase the

    • OAuth2 Scope Error - Incorrectly defaulting to CRM instead of Analytics.

      Hello Zoho Team, I am trying to connect n8n to Zoho Analytics API V2 for a simple automation project. Despite using the correct Analytics-specific scopes, my OAuth handshake is failing with a CRM-related error. The Problem: The authorization screen shows:

    • Archive Option in Conversation View

      Hello, I have a suggestion\request to add an "Archive Thread" button in conversation view of Zoho Mail. The best suggestion I have is to put an "Archive Thread" button next to the "Label Entire Thread" button in conversation view. Most users don't just

    • Is it possible to create a meeting in Zoho Crm which automatically creates a Google Meet link?

      We are using Google's own "Zoho CRM for Google" integration and also Zoho's "Google Apps Sync" tools, but none of them provide us with the ability to create a meeting in Zoho CRM that then adds a Google Meet link into the meeting. Is this something that

    • Trigger a Workflow Function if an Attachment (Related List) has been added

      Hello, I have a Case Module with a related list which is Attachment. I want to trigger a workflow if I added an attachment. I've seen some topics about this in zoho community that was posted few months ago and based on the answers, there is no trigger

    • How can I link Products in a Deal Subform to the Products Module

      Hello, I have a pricing subform on our Deals page and use a lookup field to associate a product with each line. I want to be able to look at a product page within the Products module and see a list of the deals connected to that product. I have this working

    • Email Field Validation Incorrectly Rejects RFC-Compliant Addresses (Forward Slashes)

      I've encountered a validation issue with Zoho Creator's Email field that rejects RFC-compliant email addresses containing forward slashes, and I'm hoping the Zoho team can address this in a future update. The Issue When entering an email address containing

    • Call result pop up on call when call ends

      I’d like to be able to create a pop up that appears after a call has finished that allows me to select the Call Result. I'm using RingCentral. I have seen from a previous, now locked, thread on Zoho Cares that this capability has been implemented, but

    • ZOHO.CRM.UI.Record.open not working properly

      I have a Zoho CRM Widget and in it I have a block where it will open the blocks Meeting like below block.addEventListener("click", () => { ZOHO.CRM.UI.Record.open({ Entity: "Events", RecordID: meeting.id }).catch(err => { console.error("Open record failed:",

    • Payment system for donations management

      I manage an organization where we receive donations from payers. Hence, there is no need to first create invoices and then create payments received against the invoices. What are the recommended best practices to do this in ZohoBooks?

    • Recording the deducted TDS on advance received from Customer (Zoho Books India)

      Hi, How can we record the tds that has been deducted by my customer for the advance that he has paid to me. 1) My customer has paid Rs 10000 to me as advance (Rs 9800 as cash and deducted Rs 200 as TDS). I am not able to record the tds that has been deducted

    • Changing Account Type in Chart of Accounts

      Does anyone know how to change/edit the account type for an Account name in Chart of Accounts. Zoho will not let me do this for some reason

    • Bulk bank rule creatioin

      Hi team, I am exploring Option to create a multiple bank rule. Could please suggest the option to implement this?

    • Zoho books aide

      Bonjour, je rencontre un problème avec Zoho Books. J’ai effectué une demande de support via l’interface prévue à cet effet, mais je n’ai jamais de retour. Je ne reçois ni email de confirmation, ni information concernant la prise en charge de ma demande,

    • Smart Data, Smarter Contracts — Ensuring Consistency Between Metadata and Documents

      In contract management, data accuracy is not just a nice-to-have—it is essential. A single mismatch between what your system shows and what is written in the contract can ripple into approval delays, compliance risks, and broken trust in your data. Imagine

    • Join Zoho Meeting only via Web browser and not with Zoho Meeting App

      Dear Zoho team, according to the documentation [1], Zoho Meeting only offers web view for Chrome and Firefox on a desktop. For other browsers and devices, participants can only join a Zoho Meaning with the Zoho Meeting App installed. This is a big hurdle

    • CRM gets location smart with the all new Map View: visualize records, locate records within any radius, and more

      Hello all, We've introduced a new way to work with location data in Zoho CRM: the Map View. Instead of scrolling through endless lists, your records now appear as pins on a map. Built on top of the all-new address field and powered by Mappls (MapMyIndia),

    • Manage control over Microsoft Office 365 integrations with profile-based sync permissions

      Greetings all, Previously, all users in Zoho CRM had access to enable Microsoft integrations (Calendar, Contacts, and Tasks) in their accounts, regardless of their profile type. Users with administrator profiles can now manage profile-based permissions

    • inability to use different primary address on invoice per location

      my company operates in two different locations with different email address. The problems then is the inability to edit the primary to suite the invoice for the second location.

    • AI Search and Record Retrieval Inside Zoho Creator – Is This Possible?

      Is it possible to integrate an AI assistant into Zoho Creator that can intelligently search, retrieve, and analyze records within the application’s forms and reports? Can AI access and query existing Creator data securely using Deluge or APIs to provide

    • I have a requirement to integrate Zoho Books with Zoho Projects at both project and task levels.

      Currently, when i create transactions in Zoho Books (Expenses, Invoices, Bills), we can only map them at the project level. However, our requirement is to: Map records at both project and task levels Sync these transactions back to Zoho Projects under

    • Scheduled AU Data Center Database Version Upgrade for Zoho Forms

      Dear Zoho Forms' users, We would like to update you on a scheduled AU Data Center database version upgrade for Zoho Forms. Find the schedule below: Migration window: Sunday, 22nd February 2026 12.00 AM to 12.30 AM AEDT This migration is a part of our

    • Cannot get code to work with v2.mergeAndStore!

      Please can someone help me pass subform items into a repeating mail merge table row using v2.mergeAndStore? I have a mail merge template created in Writer and stored in Workdrive. This template is referenced by a custom CRM function which merges all of

    • Hotmail is blocking the zoho mail IP

      Greetings, Since last Tuesday (5 days ago today) I wrote to Zoho support and I still haven't received a single response (Ticket ID: 2056917). Is this how you treat people who pay for your email service? I am making this public so that those who want to

    • Zoho Bookings and Survey Integration through Flow

      I am trying to set up flows where once an appointment is marked as completed in Zoho Bookings, the applicable survey form would be sent to the customer. Problem is, I cannot customise flows wherein if Consultation A is completed, Survey Form A would be

    • Zoho CRM Community Digest - December 2025 | Part 2

      Hello Everyone! During the final weeks of December, Zoho CRM introduced updates that not only enhanced product capabilities but also offered deeper guidance through Kaizen posts. This section highlights what was released and shared in the last two weeks

    • CRUD actions for Resources via API

      Hello, is it possible to perform CRUD actions through the API for Resources? We want to create a sync from Zoho CRM Car record to Bookings resources to create availabilities for Car bookings. For Test drives, not only the sales person needs to be available,

    • Kaizen #186 : Client Script Support for Subforms

      Hello everyone! Welcome back to another exciting Kaizen post on Client Script! In this edition, we’re taking a closer look at Client Script Support for Subforms with the help of the following scenario. " Zylker, a manufacturing company, uses the "Orders"

    • 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

    • オンライン勉強会のお知らせ Zoho ワークアウト （2/19 参加無料）

      ユーザーの皆さま、こんにちは。コミュニティチームの中野です。 2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。 ▶︎参加登録はこちら（無料） https://us02web.zoom.us/meeting/register/6AyVUxp6QDmMQiDGXGkxPA ━━━━━━━━━━━━━━━━━━━━━━━━ 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指すイベント「Zoho

    • doubts about customer happiness in zoho desk

      Good afternoon, Desk community. The reason for my message is that I have a question regarding the customer satisfaction surveys we can ask our clients to rate our service. I know that in Desk, you can activate Customer Happiness to send a survey to the

    • COQL API in JS Widget only pulling 200 records

      Hello! We've been building a custom homepage widget using the Zoho JS SDK, and it seems that this https://help.zwidgets.com/help/latest/ZOHO.CRM.API.html#.coql only allows 200 records. I thought the limit was 2000 for COQL queries, but am I mistaken?

    • Standard Description Field - Can I change label or add dd tooltip

      Is there a way fo you guys to allow the customer to change the label name for the description field in the customer portal when submitting tickets. Or at least allow us to add a tooltip to clarify what description we need from them. I know I can create my own separate multi line description field but if I do that, it doesn't have the nice toolbar with Bold, Italic, Underline, color, font, indent, etc. Can you please allow us to add a tooltip to the zoho standard description field?

    • Introducing parent-child ticketing in Zoho Desk [Early access]

      Hello Zoho Desk users! We have introduced the parent-child ticketing system to help customer service teams ensure efficient resolution of issues involving multiple, related tickets. You can now combine repetitive and interconnected tickets into parent-child

    • Compensation | Salary Packages - Hourly Wage Needed

      The US Bureau of Labor Statistics says 55.7% of all workers in the US are paid by the hour. I don't know how that compares to the rest of the world, but I would think that this alone would justify the need for having an hourly-based salary package option.

    • Next Page