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

    • Reminders for Article Approval

      Is there a way to send reminders for approvers to review articles and approve/deny them? I'm not seeing that option anywhere.
    • Add Full-Screen Viewing for Quartz Recordings in the Client Interface

      Hi Zoho Team, We would like to request an enhancement to the Zoho Quartz client interface when viewing submitted recordings. Current Limitation: When viewing a Quartz recording from the client (user) interface, there is currently no option to switch the
    • 2025 Recap: A Year to Remember | Zoho Inventory

    • Important Update : Pipedrive deprecated fields no longer supported in Zoho Analytics

      Dear Pipedrive users, We would like to inform you about a recent update related to your Pipedrive integration with Zoho Analytics. The Pipedrive team has deprecated certain fields from their application. You can find more details in the official Pipedrive
    • Product Updates in Zoho Workplace applications | November 2025

      Hello Workplace Community, Let’s take a look at the new features and enhancements that went live across all Workplace applications this November. Zoho Mail Format comments easily using Slash Commands With Slash commands, you can easily format text, insert
    • Right-Click Pipeline to Open in New Tab

      Please add the ability to right-click on a pipeline to open it in a new tab
    • Adjusting Physical Inventory

      Not getting very far with support on this one, they say they are going to fix it but nothings happened since November. Please give this a thumbs up if you would like to see this feature or comment if you have some insight. Use Case: Inventory set to be
    • I need to Record Vatable amount and non vatable amount separately in zoho books in a single line

      I need to Record Vatable amount and non vatable amount separately in zoho books in a single line give me the customisation option and in invoice copy to customer the total amount should be inclusive 5%vat and no need to show the vatable and non vatable
    • Sending automated messages that appear in the ticket's conversation thread

      Good morning, esteemed Zoho Desk community, warm greetings Today I am here to raise the following problem, seeking a solution that I can implement: I need to implement an automation that allows me to send reminder messages to customers when I am waiting
    • sync views to sheet

      Im looking to sync my views aka reports in analytics to zoho sheets, when data is updated in analytics it also should be updated in sheets, till now zoho sheets only offer raw data connection and it is not enough as these reports are difficult to re-do
    • How to update the Status in a custom module?

      Hi, I have a custom module "cm_payment_registry" in Billing, I am trying to change the status which is "Draft" with: array = {"custom_status":"Approved"}; zoho.billing.update("cm_payment_registry",organization.get("organization_id"), XXXXXXXXXXXXXX, array,"connectionname");
    • Reporting Tags

      We've been using reporting tags for years (before itemizing was available) and now we are finding reporting these tags are impossible to track. Reports have changed in the customization and our columns of reporting tags no longer show up. We do not use
    • Opening balances - Accounts Receivable and Payable

      Our accounting year starts on 1st August 2013 and I have a Trial Balance as at that date, including Accounts Receivableand Accounts Payable balances, broken down by each customer and supplier. Q1 - do I show my opening balance date as 31st July 2013 or
    • Replace Zoho Invoice with QuickBooks

      We are implementing Zoho FSM for a cleaning business in the US with 50+ field workers. This business has been using Quickbooks for accounting for decades and will not migrate to Zoho Books. A major issue in the integration is the US sales tax calculation.
    • 2025 Highlights: A Year of Steady Progress and Significant Developments

      As we come to the end of 2025, let's take a moment to reflect on the significant progress and developments we've made to improve your travel and expense management. In the Spotlight Introducing Online Booking (US edition only - Early access) Enable online
    • Function #42: Show the actual rate of items on invoices

      Hello everyone, and welcome back to our series! In Zoho Books, you have the ability to create Price Lists, wherein you can mark up and mark down the item rates by a specific percentage or set custom rates. Generally, when you apply a price list to an
    • Ability to Set Text Direction for Individual Cells in Zoho Sheet

      Dear Zoho Sheet Team, We hope you are doing well. We would like to request an enhancement in Zoho Sheet that allows users to set the text direction (right-to-left or left-to-right) for individual cells, similar to what is available in Google Sheets. Use
    • New in CRM: Dynamic filters for lookup fields

      Last modified on Oct 28, 2024: This feature was initially available only through Early Access upon request. It is now available to all users across all data centers, except for the IN DC. Users in the IN DC can temporarily request access using this form
    • Warehouse fast processing

      Hey guys, would anyone be interested in something like the attached image ? If there's any interest I'd be willing to develop it further for others to use, it's much faster than using Zohos native solutions, it can part pack, pack in full, part ship,
    • Automatic Invoice Number generation for createRecord

      Hello, while testing some custom Buttons in my Zoho Books application, I noticed that I get an error that previously did not occur. After some further digging I found that the automatic transaction numbering of invoices no longer work in my organization.
    • Can I create a CODE 128 custom field for my items in Zoho Inventory and then use it for generating Sales Orders?

      Can anyone helps me, I don't want to use the SKU code for scanning my products.  ​Because all my products have a CODE-128 label attached.
    • Start/Stop Timmer in Chrome Extension

      The chrome extension is great and allows you to do allot however one of the most common things employees working on projects need to do is track their time. Having an easy start/stop timer to track time would be great.
    • Invalid collection string

      I haven't changed anything in one of my functions. I'm trying to run it manually and suddenly "Invalid collection string" appears. My code has 6 lines and the error says that the error is on 7th line. Why? What does this error mean? Nothing has been changed
    • Zoho Directory 2025: New Features | Security Enhancements | Enriched UI

      Hello everyone, Greetings from the Zoho Directory team! 2025 has been a highly successful year for Zoho Directory. We are delighted to introduce a fresh set of features, an enriched UI, and major product enhancements. These updates aim to deliver a smoother
    • Bulk Schedule for Posting TikTok

      Hallo, We have a client whose business is a social media agency specifically TikTok. Currently they are handling 30 TikTok accounts from. I think zoho Social can handle it with Agency License + with Add on 10 Brands. Their concern is related to posting
    • zoho people 5 report

      How do I customize my report in Zoho People Report? I understand that I can get the results of multi-table queries through SQL join statements, but I don't know the relationship between each table. I tried to create a report using Attendance User Report
    • Leave Report Emailed Weekly

      I am wondering if someone knows how to have a report generated either weekly or monthly or both for department heads and ownership of upcoming employee leave. For instance, it would be nice to get an emailed report on Friday for the upcoming week of who
    • Zoho Flow Decision Continuing Despite Not Meeting Conditions

      I have a picklist field called Lead Status in the leads module, with the following lead Statuses: New Lead Attempted Contact - 1 Attempted Contact - 2 Attempted Contact - 3 Attempted Contact - 4 Attempted Contact - 5 Attempted Contact - 6 Attempted Contact
    • Tip #55- Accessibility Controls in Zoho Assist: Exploring Vision Settings- 'Insider Insights'

      As we approach the end of the year, it’s a good moment to reflect on how we can make our tools more inclusive and easier to use for everyone. Remote support often involves long hours in front of screens, varied lighting conditions, and users with different
    • Zoho Recruit Slow and Freezing on all screens

      We have had an issue with Zoho Recruit for weeks being extremely slow and at times freezing.  We have 100 mega internet, and I went into each computer and updated the virtual memory so there is more available.  Also restarted all computers daily.  Still having the issues.  Almost unable to work.
    • Credit Management: #2 Configuring Right Payment Terms for Credit Control

      Think about the last time you ordered something online and saw that little note at the checkout, "Pay on Delivery" or "Pay later". It's simple, but it actually sets the tone. As a business owner, you know exactly when payment is expected. Now, imagine
    • Dependent (Conditional) Fields in Zoho Bookings Forms

      Hello Zoho Bookings Team, Greetings, We would like to request the ability to create dependent (conditional) fields in Zoho Bookings registration forms. Current Limitation: There is currently no way to make one field’s available options depend on the value
    • Bug Report: Search fails to find existing notes after Evernote import

      Hello, I recently migrated from Evernote (~2600 notes across 23 notebooks), but the search functionality is currently broken. The Issue: I can manually browse to a specific note and see it exists. However, when I type the exact or partial title of that
    • Marketing Tip #13: Win repeat customers with post-purchase emails

      The relationship with your customer doesn’t end after the sale; that’s when it begins. A thoughtful post-purchase message shows customers you appreciate them, keeps your brand top of mind, and can even lead to another sale. You can thank them, ask for
    • Zoho Form

      I have problem with Zoho Form. One of form i don't received the PDF version. Others okay except this one. W904533
    • Create & Update Zoho Vault Passwords via Zoho Flow

      Hi Zoho Flow / Zoho Vault Team, We’d like to request an enhancement to the Zoho Vault integration in Zoho Flow. Current Limitation: At the moment, Zoho Flow supports only the following selected Zoho Vault actions, such as: Fetch passwords, Share passwords
    • Credit Note for Shipped and Fatoora pushed invoices

      We have shipped a Sales Order and created an Invoice. The Invoice is also pushed to Fatoora Now we need to create a credit note for the invoice When we try it, it says we need to create a Sales Return in the Zoho Books, we have already created a Sales
    • Custom Related List Inside Zoho Books

      Hello, We can create the Related list inside the zoho books by the deluge code, I am sharing the reference code Please have a look may be it will help you. //..........Get Org Details organizationID = organization.get("organization_id"); Recordid = cm_g_a_data.get("module_record_id");
    • Features, Feedback and Votes

      We’re launching the Feedback Forum for our customers. This is 'THE' place where you can add everything you’d like to see in Zoho Books. If you don't find the specific feature you need, simply add it so others can also vote for it. While we cannot promise
    • 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?
    • Next Page