Zoho DataPrep 2.0 Beta Launch

Zoho DataPrep 2.0 Beta Launch



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

    Nederlandse Hulpbronnen


      • Recent Topics

      • Custom Fonts in Zoho CRM Template Builder

        Hi, I am currently creating a new template for our quotes using the Zoho CRM template builder. However, I noticed that there is no option to add custom fonts to the template builder. It would greatly enhance the flexibility and branding capabilities if
      • [Webinar] Automate sales and presales workflows with Writer

        Sales involves sharing a wide range of documents with customers across the presales, sales, and post-sales stages: NDAs, quotes, invoices, sales orders, and delivery paperwork. Generating and managing these documents manually slows down the overall sales
      • Follow-up emails via Workflow Automation not staying in the same thread

        Dear Zoho Support Team, I am currently using Workflow Automation in Zoho Campaigns to send follow-up emails. In my test case, I noticed the following behavior: All emails in the automation have the same subject line. If the follow-up email is sent within
      • Zoho Cliq - Incident alert (Server outage - IN DC) | August 28

        We've received server down alerts and are currently investigating the issue (IN DC) to find the root cause. Our team is actively working to restore normal operations at the earliest. Status: Under investigation Start time: 09:44:21 AM IST Affected location:
      • Claude + MCP Server + Zoho CRM Integration – AI-Powered Sales Automation

        Hello Zoho Community 👋 I’m excited to share a recent integration we’ve worked on at OfficehubTech: ✅ Claude + MCP Server + Zoho CRM This integration connects Zoho CRM with Claude AI through our custom MCP Server, enabling intelligent AI-driven responses
      • How to conditionally embed an own internal widget with parameters in an html snippet?

        Hello everyone, I'm trying to create a dynamic view in a page using an HTML snippet. The goal is to display different content based on a URL parameter (input.step). I have successfully managed to conditionally display different forms using the following
      • Sync more than one Workdrive

        Hello Please I'm facing some difficulties since some days. In my company we have many zoho accounts in different organisations. And I have to find a way to sync all these Workdrives. I spend many hours to search it on zoho Workdrive but no solution. Could someone help me ? Any idea how I can achieve it ? Thanks in advance. Regards
      • How can I see content of system generated mails from zBooks?

        System generated mails for offers or invices appear in the mail tab of the designated customer. How can I view the content? It also doesn't appear in zMail sent folder.
      • Limitations on editing a message in Cliq

        Hi I've checked the documentations and there's no mention of how many times a message can be edited. When trying with code, I get various numbers such as ~1000 edits or so. Please mention if there's a limit on how many times one can change a message via
      • Problem with reports due to "Connected" items change - Yes this IS a problem

        Now that the change has been made to use "connected" items I can no longer run the reporting I need in CRM. I should be able to start with Deals as the parent, connect down to the Account (Account_Name) on the deal as the child, then to any child items
      • CRM 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 files
      • Narrative 10: Assignment Rules - Streamlining Ticket Management

        Behind the scenes of a successful ticketing system: BTS Series Narrative 10: Assignment Rules - Streamlining Ticket Management In the complex world of customer support, a flood of incoming tickets can hit the help desk in seconds. Businesses must do more
      • Free webinar! Digitize recruitment and onboarding with Zoho Sign and Zoho Recruit

        Hello, Tired of being buried in onboarding paperwork? With the integration between Zoho Sign and Zoho Recruit, a powerful applicant tracking system, you can digitize and streamline the entire recruitment and onboarding process, all from one platform.
      • Custom form - Duplicate Value Present

        I am new to Zoho People. I create a new form on Zoho People quite simple. A date (by default the current date) and a radio button with 3 options (Yes, No, Not applicable) I defined the date as ‘No duplicate’ as only one entry by date is allowed. I added:
      • Zoho API connection issues

        Hi, Today at around 1930 GMT our application started experiencing intermittent timeouts from the Zoho API. These intermittent timeouts are not enabling our app to work properly. The API connection was working just fine before. HTTPSConnectionPool(host='www.zohoapis.com',
      • Query Regarding our Partnership between AIC-JKLU and Zoho

        Dear Zoho Team, I am writing to raise a concern on behalf of AIC-JKLU, one of Zoho’s incubator partners. Recently, our startups have been facing difficulties while trying to get themselves onboarded on Zoho through our dedicated partner link. Unfortunately,
      • Getting events in the future

        Hi I am trying to get events in the future by calling this API Endpoint https://www.zohoapis.eu/crm/v8/Events?fields=Event_Title,Created_By,Created_Time,Start_DateTime But that gives me all events in the database. How do I make a query that returns all
      • How can I see content of system generated mails from zBooks?

        System generated mails for offers or invices appear in the mail tab of the designated customer. How can I view the content? It also doesn't appear in zMail sent folder.
      • Created Date/Invalid Fields

        Since Saturday we have suddenly had issues with our webhooks and data retrieval from CRM. Specifically how Created Date is handled. It appears there was some sort of change within CRM that broke a lot of our code that has been in place for several years.
      • Problem for EU users connecting Zoho CRM through Google Ads for Enhanced conversions

        Has anyone else experienced this problem when trying to connect Zoho CRM through Google Ads interface to setup enhanced conversions? Did you guys get it fixed somehow? The Problem: The current Google Ads integration is hardcoded to use Zoho's US authentication
      • integration zoho form - drive

        I integrated my form with Google Drive. The report of user submissions from the Google Form becomes a Google Sheets table. When I used Google Forms for the same task, the summary sheet adapted to the form. For example, if I added a new field to the form,
      • Revenue Management: #9 Revenue Recognition in Media & Publishing

        Media & Publishing industry has evolved in recent times. It offers subscriptions, bundles digital and print access, runs sponsored content, and sometimes even sells ad spaces. If you run a media or publishing business, you will always get into a situation
      • Zoho CRM Community Digest - July 2025 | Part 2:

        Hello, Everyone! We’re closing out July with a can’t-miss highlight: Zoholics Europe 2025! Happening from September to October, it’s your chance to level up your CRM skills, covering everything from automation and CPQ to dashboards and advanced workflows.
      • How can I trigger a flow action only once while updating contact?

        Hi, we have a trigger to merge&mail file when the field YYY is filled out. For this acion I used "Create or update module entry". But unfortunately we get tens of email on a day with this merged file, because the contact is being regularly updated. The
      • Clone a Module??

        I am giong to repurpose the Vendors module but would like to have a separate but very similar module for another group of contacts called Buyers. I have already repurposed Contacts to Sellers. Is it possible to clone (make a duplicate) module of Vendors
      • Copy a Record Template from one Form to another

        I have a Creator application with several forms.  I developed a record template for one of the reports/forms but want to use most of it for another of the form/report combinations in the application. Is there a way to copy the template (code or otherwise) to another form?
      • Tip of the Week #70 – Create common team signatures for your shared inboxes

        Did you know that a small detail, such as an email signature, can make a big difference in how your brand is perceived? One simple yet smart way to enhance your team’s communication is by creating common team signatures for your shared inboxes. Instead
      • Enhanced data export features: XLSX format, custom character encoding, and selective record export

        Greetings all, Here are a few enhancements related to exporting CRM data, including the ability to export data in XLSX file format now. The Export feature under Data Administration now offers new options that expand its flexibility and enable users to
      • Tip #42 – How to manage data security with Privacy Settings – 'Insider Insights'

        Data privacy is a cornerstone of trust in remote support. Through Privacy Settings in Zoho Assist, you can set up how data is gathered, stored, and handled in your organization. These settings ensure compliance, data protection for sensitive details,
      • Zoho DataPrep and File Pattern configuration

        I'm using Zoho data prep to ingest data from One Drive into Zoho Analytics... The pipeline is super simple but I can't any way to get all the files that I need. Basically I need to bring all the files with a certain pattern and for that I'm using a regex
      • Introducing Dark Mode / Light Mode : A New Look For Your CRM

        Hello Users, We are excited to announce a highly anticipated feature - the launch of Day, Night and Auto Mode implementation in Zoho CRM's NextGen user interface! This feature is designed to provide a visually appealing and comfortable experience for
      • Quick Item Search & Auto-suggestion for Invoices

        Hi Team, I am facing an issue while creating invoices in Zoho Books. Currently, I have to type the full item name in the correct sequence and spelling for it to appear. For example, my item name is: "Distemper Acri Silk Special White 10kg" If I type something
      • Empowered Custom Views: Cross-Module Criteria Now Supported in Zoho CRM

        Hello everyone, We’re excited to introduce cross-module criteria support in custom views! Custom views provide personalized perspectives on your data and that you can save for future use. You can share these views with all users or specific individuals
      • Ticketbai! en el Pais Vasco

        Hola a todos, En enero de 2.022 se va a implantar en el país vasco un nuevo sistema de facturación, denominado ticketbai!, ¿hay alguna previsión de realizar las adaptaciones en zoho books o zoho invoices? Ignoro la cantidad de clientes que tienen estas
      • Zoho CRM mobile app feature update: home page widgets, field tooltips and user image upload

        Hello everyone! Your business doesn't pause when you're on the move, and neither should your CRM. That's why in our latest update, we've introduced a few new features to make your mobile CRM experience smoother and more efficient. Let's take a quick look
      • Zoho CRM Plain Text Template: Line Breaks and Formatting Issue

        Hello, I'm following the instructions to create email templates in Zoho CRM, but I'm having a problem with the plain text version. https://help.zoho.com/portal/en/kb/zoho-sign/integrations/zoho-apps/zoho-crm/articles/zoho-crm-email-templates#Steps_to_create_a_custom_email_template
      • Optimizing Task Handling: Auto-Remove Recurrence for cancelled Tasks.

        Hello Everyone, A Custom function is a user-written set of code to achieve a specific requirement. Set the required conditions needed as when to trigger using the Workflow rules (be it Tasks / Project) and associate the custom function to it. Requirement:
      • Important updates to your connectors

        Hello everyone, Greeting from Zoho Creator! We're excited to announce that we'll be rolling out significant backend updates to Zoho Creator's built-in connectors to enhance security by following the latest frameworks. The existing version of some of the
      • Create, collaborate, and manage agreements with Zoho Sign

        Agreements drive business. We launched Zoho Sign in 2017 as a simple digital signature tool to sign agreements from anywhere, at any time. Over the years, we've learned that most agreements go through last-minute changes before they're signed. Our users
      • Function #25: Automatically generate purchase orders from a sales order

        We kicked off the "Function Fridays" series with the goal of helping you automate your everyday accounting tasks. As we delve into today's post, I'm delighted to announce that we're here to present the 25th custom function in this series. While it is
      • Next Page