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

      • Detailed Account Reports - Add Running Balance

        When one clicks into an account from a report (say P/L or Balance Sheet), the default reports have the Debit, Credit, and then the Amount. The Amount column (last one) is duplicate information. It would be far better and fit more peoples' use cases if
      • How to Billed from two different GST Numbers

        How to Billed from two different GST Numbers. Suppose ABC & Co had GST registration in Delhi and Haryana and Zoho account is created with Delhi GST Registration number. Now i also want to issue invoice from Haryana GST Registration number. How can i proceed ?
      • 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?
      • Zoho IP blocked by SpamHaus

        ERROR CODE :550 - 5.7.0 Your server IP address is in the SpamHaus SBL-XBL database, bye
      • IMAP Communication Problems - IMAP Down Again

        We are experiencing the same problems over the last week or so that were supposedly 'solved' according to this thread. Zoho Imap Down Again This is affecting attempts to use IMAP on multiple ISPs and users so is definitely narrowed down to Zoho problems.
      • Can't login to Zoho mail

        I'm logged into Zoho but when I try to go in zoho mail I get: Invalid request! The input passed is invalid or the URL is invoked without valid parameters. Please check your input and try again. I just set up my mx records and stuff with namecheap a few
      • Hotmail is STILL blocking the zoho mail IP

        Greetings, as I already mentioned in my last message, my Zoho IP has been blocked by Hotmail for more than 15 days. Although someone said that the issue was "solved," it still isn't, and this amount of time seems neither normal for a "serious" company,
      • Keyboard shortcut M key

        I'm trying to customize my keyboard shortcuts and assign the "m" key. But it says the key is already assigned. I've looked through all my shortcuts and can't see any assigned "m". When I select an email and press the M key, nothing happens. What is the
      • Manage customer access across multi-brand help centers

        Hello everyone! Managing customer's access across multiple brands has been streamlined with the ability to invite, reinvite, approve, reject, and deactivate contacts individually for each help center brand . This enhancement gives administrators precise
      • White Label certificate

        Hi all, About 72 hours ago, we fulfilled all steps for white labeling (CNAME to point to mail.cs.zohohost.eu), but since then the configuration page is now stuck at "generating certificate" since 3 days. When I execute an NSLOOKUP mail.webfoundry.be it
      • Unusual activity detected from this IP. Please try again after some time

        When i try to create new addresses on my account i am getting this error, it has been 24 hours now and i am still getting this error can anyone help
      • How to add a new domain in my account?

        Probably zoho has the worst UI in the market. Cannot add a new domain to manage a new email address.
      • Ability for admin to access or make changes in zoho form without asking for ownership

        Currently in zoho form only form owner can make the changes in the form and if someone else has to make changes then we have to transfer the ownership to them and even admin also cant access it . So i think admin must have the ability or option to access
      • Why does Zoho’s diff viewer highlight parts of unchanged lines?

        Hi everyone, I’ve noticed something odd in the Zoho editor’s diff view. When I delete a single line, the diff doesn’t just mark that line as removed. Instead, it highlights parts of the next line as if they changed, even though they are identical. Example:
      • Report sorting not working

        I make extensive use of Summary reports and Pivot Tables. Most of these reports are structured such that I have several columns of "information" data that I want displayed, followed by one or more "Data" summarizations. For example, I have the following
      • Notes Not Saving

        Hello,  My notes are continuously not saving.  I make sure to save them, I know the process to save them.  It is not operator error.  I go back into a Leads profile a while later and do not see the previous notes that I have made.  I then have to go back and do unnecessary research that would have been in the notes in the first place.  Not a good experience and it is frustrating.  Slows me down and makes me do unnecessary work.  Please resolve.   As a quick heads up, deleting cookies is not a fix
      • How to convert MBOX to PDF

        I have a my zoho mail data stored in MBOX format how can i convert it into PDF?
      • New Enhancements in Wizards

        Dear All, Wizards help you break a long form into a series of smaller forms on different screens, making it less overwhelming. We are thrilled to introduce a couple of enhancements to wizards in Zoho CRM: Enhancements for conditional rules in Wizards
      • Microsoft Teams now available as an online meeting provider

        Hello everyone, We're pleased to announce that Zoho CRM now supports Microsoft Teams as an online meeting provider—alongside the other providers already available. Admins can enable Microsoft Teams directly from the Preferences tab under the Meetings
      • Find and Merge Duplicates to trigger webhook

        My sales team uses the Find and Merge Duplicates feature often to cleanup records in the CRM. We use webhooks to signal to our internal tools database when new Contacts are created, updated, or deleted, in order to keep our DB in sync with Zoho CRM. However,
      • Charting the 2025 Voyage: Zoho Invoice's Year in Review

        2025 has been a year of progress, productivity, and purposeful growth for Zoho Invoice. From expanding into new regions to refining everyday workflows, each update was designed to help businesses stay compliant, get paid faster, and work with confidence.
      • How to Hide System-DefinedTemplates in Service Report

        Is there any option available to hide system-defined templates? these templates are causing confusion for field users.
      • WhatsApp Report in Bigin CRM

        Reporting feature for Bigin CRM’s integrated WhatsApp that provides insights such as: Number of WhatsApp conversations closed Number of messages sent and received Number of conversations replied to Response and closure metrics for WhatsApp chats More
      • Auto tracking URL generation based on Carrier

        Hi, While creating a shipment order for a package in Zoho Books, I have a requirement that for example, if the carrier is Delhivery and tracking number is 1234, then can automatically the tracking link/URL be generated as www.delhivery.com/1234. Similary,
      • Issue with Azure DevOps Integration in Zoho Flow

        Hello, All workflows between Zoho Flow and Azure DevOps have stopped working for several days now. Upon further investigation, it seems that the connection to Azure DevOps is no longer directly supported. Indeed, Microsoft has deprecated the Azure DevOps
      • Narrative 16: Simplify with workflows

        Behind the scenes of a successful ticketing system: BTS Series Narrative 16: Simplify with workflows What is a workflow? A workflow organizes business tasks in a defined sequence that makes each step clear to all participants. This ensures work is completed
      • Zoho Invoice Customer Login Portal

        Are there any plans for a customer portal to Zoho Invoice, ala Freshbooks?  I would like customers that I invoice to be able to login to review invoices and invoice history.  I have not switched from Freshbooks for this very reason.
      • Random Leads are being created

        Hi, Every few days I am getting random leads that are being created with no form interactions at all. The email addresses are from obvious spam, such as 'Easymerchantsx'. When I look at the timeline, there is a Visit record and then a Lead Created record,
      • Print a price list or price book

        Hi Community. Am I right in concluding that Zoho has no functionality to print a price list from either Zoho CRM, Zoho Inventory or Zoho Books? I won't get stuck on the fact that Zoho doesn't sync price books between Zoho CRM and Books/Inventory (more
      • Bar Chart -- sort X-axis

        Hi! I created a bar chart ("Top 10 Products by Revenue") X-axis: Product Name Y-axis: Revenue Filter: Revenue - Top 10 Here's a picture: http://screencast.com/t/ZTJlZTdkNz The x-axis is sorted alphabetically by Product Name. How can I force it to sort numerically by Revenue?
      • ZoHo Flow Custom Function not Processing JSON

        JSON is being escaped and converting all the quotes in the JSON to '"' Here's the Code: void InsertRowInE123EligibitySheet(map input) { rawData = get("data",""); decodedData = rawData.htmlDecode(); data = decodedData.toMap(); sheet_id = "ID GOES
      • Managing functions

        Can someone let me know if there are any plans to improve the features for managing functions in CRM? I have lots of functions and finding them is hard. The search only works on the function name and the filter only works on function type. I have created
      • Zoho FSM - Service Appointment Trouble Adding Field Agent

        Hello, I just started using Zoho FSM and I'm currently adding older work orders from prior Field Service application I use. The work order that im trying to add is from an earlier date, and when I try to add a field agent to a service appointment it does
      • Shifts in Zoho People vs Zoho Shifts?

        Hello Zoho People Team, We hope you are doing well. We are evaluating the Shifts functionality within Zoho People and comparing it to the standalone Zoho Shifts product. We’ve encountered comments and discussions suggesting that the Shifts feature inside
      • 年内最後のユーザー向けイベント:5名限定! 課題解決型ワークショップイベント Zoho ワークアウト開催のお知らせ (12/18)

        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。 12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/QHn6kJAcRs-znJ1l5jk0ww ━━━━━━━━━━━━━━━━━━━━━━━━ 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的とした「Zoho ワークアウト」を開催します。
      • How do I get my account id?

        Hello, I followed the instructions to get a list of accounts of the currently authenticated user (which is me, and I am logged in). But when I follow the below instructions I get the following error: ERROR: {"data":{"errorCode":"INVALID_TICKET","moreInfo":"Invalid ticket"},"status":{"code":400,"description":"Invalid Input"}} Instructions that I am following: GET - User account details Purpose The API retrieves the list of accounts of the currently authenticated user.  Request URL  http://mail.zoho.com/api/accounts
      • This domain is not allowed to add. Please contact support-as@zohocorp.com for further details

        I am trying to setup the free version of Zoho Mail. When I tried to add my domain, theselfreunion.com I got the error message that is the subject of this Topic. I've read your other community forum topics, and this is NOT a free domain. So what is the
      • Zoho Quartz Screen Recording

        Hello, can we get access to Quartz, please, as a standalone solution? It would be great for creating training videos for current and future staff on how to use Zoho software according to our company requirements. Thank you
      • auto close automated alert tickets which are similar

        Hello ZOHO Community, we are using ZOHO Desk to process automated monitoring alerts. Scenario: Our monitoring system creates a ticket when a threshold is exceeded, e.g. Subject: Computer 1 – CPU usage 100% – Error A few minutes later, once the issue resolves
      • Maintain knowledge base integrity by moderating article comments

        Hello everyone, A knowledge base provides a self-service platform where customers can refer to articles, user manuals, and other resources to learn about the company's products or services and troubleshoot problems. Often, readers leave a comment on the
      • Next Page