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

    • Sticky Posts

    • Announcement: Zoho DataPrep 1.0 will be deprecated on June 30,2025

      We'd like to inform you that the Zoho DataPrep 1.0 version will be officially deprecated as of June 30, 2025. This aligns with our efforts to streamline and improve your overall experience with Zoho DataPrep 2.0 which was released in Sep, 2024 . To ensure
    • Announcement: Migrate your workspaces to Zoho DataPrep 2.0

      Zoho DataPrep 2.0 was recently launched with exciting new updates to the platform. You can read more about the new updates in the previous announcement. To take full advantage of the new data pipeline features, migrate your existing workspaces from the
    • Announcing Zoho DataPrep 2.0: An AI-Powered Data Management Platform

      Originally launched in 2021, Zoho DataPrep started as an efficient self-service data preparation solution. We are excited to launch our new version 2.0, with significant enhancements to our platform to help you manage your end-to-end data needs with the
    • 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
    • Zoho CRM connector's export functionality enables end-to-end CRM data pipeline

      We're thrilled to announce an update to our Zoho CRM connector that will enable you to create data pipelines to Zoho CRM. The public beta of "export to Zoho CRM" is now available, and can be enabled for users requesting it via email. Using the feature,
      • Recent Topics

      • Custom Function to Format Phone / Mobile numbers in Australian Standard format

        So I got sick of phone numbers being formatted incorrectly and Zoho not doing anything to standardise phone numbers to meet E.164 formats. So I went and coded my own function to fix this. And figured I'd share with the community This is specifically for
      • Sort By Date - Deluge

        I have the following code, which normally works to sort calls by created time. Every once in a while, it doesn't work and something sneaks through in the wrong order and I can't figure out why. calls = zoho.crm.searchRecords("Calls","(Owner:equals:" +
      • Automate Pricebook per Customer

        Example Scenario: I want to create a customer package (Silver Package, Gold Package, Platinum Package) and associated it with a Price Book that contains discounted prices for certain products. When a customer assigned to this Silver Package places an
      • Automate pricebook per customer

        Example Scenario: I want to create a customer package (Silver Package, Gold Package, Platinum Package) and associated it with a Price Book that contains discounted prices for certain products. When a customer assigned to this Silver Package places an
      • Automatic needs analysis for the Deals module

        Good day, I need to get the following functionality in the Deals module: 1. add a Analysis of Customer Needs (ACN) to each transaction 2. the ACN must have a unique number, preferably automatic 3. the ACN must link to the Deal 4. the ACN is completed
      • Color of Text Box Changes

        Sometimes I find the color of text boxes changed to a different color. This seems to happen when I reopen the same slide deck later. In the image that I am attaching, you see that the colors of the whole "virus," the "irology" part of "virology," and
      • Community Digest Noviembre 2024 - Todas las novedades en Español Zoho Community

        ¡Hola, Español Zoho Community! Wow, ya termina el año, ¡gracias a vuestra participación se nos ha pasado volando! Por eso mismo estamos preparando sorpresas para todos los que participáis en la Español Zoho Community para el próximo año, ¡estad atentos
      • Add picklist in subform lookup

        Hello, I am trying to rewrite a script that works on a from as parent form, to the same form when is is a subform. Here is what I did in the form itself : RefCat = Offre_de_produits.distinct(Categorie_OFFRE); clear Categorie_LIGNE; for each Record in
      • Odd differential in Accounting and Physical Stock

        Hi there, Around six months ago we noticed that there was an error in one of our product's stock values. Despite seemingly having no outwards requests unfufilled for this item (I.E, no stock committed any longer at the moment), Accounting Stock is -1
      • Footer in PDF template doesn't stay at the bottom of the page

        When setting up a PDF template there is an option for a header / footer. The header stays at the top of the page however the footer does not. It appears the footer actually serves no purpose as it seems to rise up to underneath the header (see image). Is there a way to lock the footer to the bottom of the page? Otherwise what is the point of it? Image demonstrating what I mean. https://ibb.co/cJY1xZ4
      • Integración Books para cumplir la ley Crea y Crece y Ley Antifraude (VeriFactu)

        Hola: En principio, en julio de 2025, entra en vigor la ley Crea y Crece y Ley Antifraude (VeriFactu). ¿Sabéis si Zoho va a cumplir con la ley para cumplir con la facturación electrónica conectada a Hacienda? Gracias
      • 7008 Request rate limit exceeded. Please retry again later.

        Hello, I'm encountering an issue with the request limit for my function calls. The function is triggered whenever a new record is created, and in many cases, we create these records in bulk (around 50 at a time). For each record, a workflow is initiated
      • At transaction level Discounts for Zoho books UAE version

        Dear Team, Please add transaction level Discounts for Zoho books UAE version. I have been requesting Zoho team past 3 years, Transaction level Discounts is a mandatory option required for our business needs. Zoho books Indian version has the option then
      • No sync

        I have amended a note on my PC, startet syncing but on the smart phne sync starts und runs for minutes. The note amendment ist not shown, but when I go to version the new version is shown but not possibility to accepte the new version
      • Input list of records in Lookup

        Salut, I have 2 scripts that input list of records in a lookup. The first on works fine, the second one doesn't and I do not know why. The only differences, is that the first one input in a lookup a list of records from an actual lookup field, and with
      • How to validate Rich Text in Zoho Creator! Urgent!

        Hi members, Recently I just started to use Rich Text field. Now I have a requirement where I need to validate to ensure this Rich Text field must contain a value. Meaning must contain something. I use the below script if(input.Rich_Text == null) { alert
      • Sharing shreadsheets

        My wife and I each have zoho accounts. If She creates a spreadsheet and shares it with me using my email that is associated with my account, zoho shows a warning that I do not have a zoho account and the only way I can access this file is via the link
      • run a macro on a contact that bounced from crm email merge

        how would one run a macro on a contact that bounced from crm email merge? how would i tell zoho to run a macro that SIGNALS said bounced?
      • iOS 18 is here! Discover the enhanced Bigin app with iOS 18, iPadOS 18 and macOS Sequoia.

        Hello, everyone! We are excited to be back with new features and enhancements for the Bigin app. Let us take a look at the new iOS 18 and iPadOS 18 features. The following is the list of features covered in this update: Control widgets. New app icons.
      • Tip #34- How to Configure Proxy Settings for Unattended Access in Zoho Assist- 'Insider Insights'

        Hey Zoho Assist Community! For those using Zoho Assist's Unattended Access feature, you may come across a need to configure your device through a proxy server. This setup is particularly useful if your network requires strict proxy configurations for
      • The 3.1 biggest problems with Kiosk right now

        I can see a lot of promise in Kiosk, but it currently has limited functionality that makes it a bit of an ugly duckling. It's great at some things, but woeful at others, meaning people must rely on multiple tools within CRM for their business processes.
      • Autoresponders in Zoho CRM will be discontinued—transition to Cadences for enhanced engagement

        Zoho CRM’s Autoresponder feature will be discontinued by September 30, 2025. If you're currently using Autoresponders to automate email follow-ups, we recommend switching to Cadences, a more powerful, flexible, and multi-channel engagement tool for today's
      • GCLID arrives not in CRM with iframe integrated ZOHO Form

        Hello amazing community, I enabled Adwords integration in ZOHO CRM. I have a ZOHO Form integrated in a wordpress. I tested iframe and Javascript. I enabled the "handover" GCLID in the ZOHO Form. When I add a GLID with http://www.example.com/?gclid=TeSter-123.
      • Unified customer portal login

        As I'm a Zoho One subscriber I can provide my customers with portal access to many of the Zoho apps. However, the customer must have a separate login for each app, which may be difficult for them to manage and frustrating as all they understand is that
      • Let's Take Custom Slideshow A Step Further!

        Zoho Show comes with this useful feature called Custom Slideshow. It is, as implied by the name, a feature for slideshowing. I would argue it is a waste to use the feature just for slideshowing. For a custom slideshow, you define a subset of slides. Of
      • Simple Text Search Function

        Would it be too much to ask for a simple text search function? My slide decks are often simply collections of slides of a random over, and I often have to find the slide I need at a moment's notice. A text search function, no matter how rudimentary, would
      • Free webinar alert! Empower Customer Experience in a Changing World with Zoho Desk and Zoho Workplace

        Hello Zoho Workplace Community! We’re back with another exciting webinar—and this time, it’s all about delivering exceptional customer experiences. Join us for "Empower Customer Experience in a Changing World with Zoho Desk and Zoho Workplace," where
      • Copy Address button customisation

        Hi I'm very new to Zoho CRM and need some help regarding Addresses - specifically in relation to the "Copy Address" buttons available within the Contacts and Potentials edit screens.   The majority of my Leads will have both a Mailing Address and a Physical street Address that I need to capture at Lead creation stage.   On conversion of the Lead (to Contact/Account and Potential) I need the following to occur:   In Potentials I need to display ·         Physical Address only   In Accounts I need
      • Add Ability to Set Full Name When Inviting Users to Private Client Portals

        Hi Zoho Creator Team, We hope you're doing well. We’d like to request a usability improvement for client portal invitations in Zoho Creator. When setting up a client portal with the "Private" Portal Type (where only users invited by the admin can access
      • email address issue

        Hi! I am start using zoho to start my company's email marketing campaign, but I can not send the email because is showing that Your email address is already configured as a sender address in another account. But I created a new business email address
      • Can Zia summarize fields?

        A great use case of AI for me would be summarizing company descriptions. We often get long winded descriptions from databases or scraping websites, then reduce them to a couple of sentences stating what a company actually does. Is there any way within
      • Difference between the file extensions .zdoc and .zwriterlink

        I am using Workdrive TrueSync on my windows pc to open files directly from my windows without having to open them from the workdrive web. But, I found something strange, I also have the zoho writer app installed on my windows and if I create a document
      • Deluge should permit a connection to be set with a variable

        Hello, Being one who occasionally likes to post code in the forums, I try to make anything that the end user needs to define be present at the very top of the script so that those who want to implement the script won't have to hunt through lines of code,
      • Create project (flow) and assign to person without account (company)

        Hi Zoho Support & Community, I'm trying to automate a process using Zoho Flow to create a Zoho Project and link it directly to a Zoho CRM Contact. This reflects our B2C workflow where we primarily deal with individual Contacts, not Companies/Accounts.
      • Online Calculator with Zoho Forms?

        I'd like to build a custom calculator on my website. Zoho Forms seems to offer all the fields for basic calculations performed live without pressing any "Calculate" buttons. Unfortunately, there is still that "Submit" button at the bottom. There is nothing
      • Introducing Assemblies and Kits in Zoho Inventory

        Hello customers, We’re excited to share a major revamp to Zoho Inventory that brings both clarity and flexibility to your inventory management experience! Presenting Assemblies and Kits We’re thrilled to introduce Assemblies and Kits, which replaces the
      • Can we have Backorder Management ?

        Can we have Backorder Management ?
      • Items (products) Export to PDF Feature as a Catalog Generator

        Would like to request a product catalog feature where the admin can export "items" along with selected attributes (e.g.: product name, size, price, etc) in a professional template as a PDF document.  Since product pictures and the product attributes are already saved in our system DB, it would be a natural extension to just export it out as a catalog for customers.  I've been duplicating this feature in other apps to make a product catalog.  Having a central repository of "items" makes good sense,
      • Allow SO Item table to search other fields in items to make entry easier

        We have thousands of items, some of which need to be entered on the fly by desk people. We don't want abstracts like the vendor's part number in our SKU or Item name. It would make order entry much easier if the context search in the items table would
      • CRM->INVENTORY, sync products as composite items

        We have a product team working in the CRM, as it’s more convenient than using Books or Inventory—especially with features like Blueprints being available. Once a product reaches a certain stage, it needs to become visible in Inventory. To achieve this,
      • Next Page