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
Check out all updates in 2.0
Access your files securely from anywhere
New to Zoho Recruit?
Zoho Developer Community
New to Zoho LandingPage?
Zoho LandingPage Resources
New to Zoho Survey?
New to Zoho CRM Plus?
Deliver unforgettable customer experiences
New to Zoho CRM Plus?
Deliver unforgettable customer experiences
New to Zoho Marketing Plus?
Everything you need to run your marketing
New to Zoho Marketing Plus?
Everything you need to run your marketing
New to Bigin?
Topic Participants
Viswanath Subramani SS
Ben Norman
SaaSguru
Sticky Posts
Announcement: Zoho DataPrep to Deprecate Password-Only Authentication for Snowflake Connections on July 31, 2025
As part of our ongoing commitment to security and in alignment with Snowflake's pledge to the Cybersecurity and Infrastructure Security Agency (CISA) Secure by Design initiative, Zoho DataPrep will no longer support single-factor password authentication.Announcement: Zoho DataPrep 1.0 will be deprecated on October 31,2025
We'd like to inform you that the Zoho DataPrep 1.0 version will be officially deprecated as of October 31, 2025. This aligns with our efforts to streamline and improve your overall experience with Zoho DataPrep 2.0 which was released in Sep 2024 . ToAnnouncement: 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 theAnnouncing 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 theAnnouncing 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
New to Zoho TeamInbox?
Zoho TeamInbox Resources
Zoho CRM Plus Resources
Zoho Books Resources
Zoho Subscriptions Resources
Zoho Projects Resources
Zoho Sprints Resources
Qntrl Resources
Zoho Creator Resources
Zoho CRM Resources
Design. Discuss. Deliver.
Zoho Show Resources
Get Started. Write Away!
Writer is a powerful online word processor, designed for collaborative work.
Zoho CRM コンテンツ
-
オンラインヘルプ
-
Webセミナー
-
機能活用動画
-
よくある質問
-
Ebook
-
-
Zoho Campaigns
- Zoho サービスのWebセミナー
その他のサービス コンテンツ
Nederlandse Hulpbronnen
ご検討中の方
Recent Topics
Maxima Address on FSM Customer
Im trying to add probably 50 customers from one company but couldn't make it since it has limit..how do i add the limit?How to Track Inventory Usage from Zoho FSM to Zoho Inventory?
Hi everyone, We’re currently working on integrating Zoho FSM with Zoho Inventory, and we’ve encountered a challenge we’re hoping the community can help us understand better. Here’s the context: When we create a Work Order in Zoho FSM that involves partsView subform entries without viewing a record in Zoho CRM | Kiosk Studio Session #8
In a nutshell Have you ever wanted to take a quick peek at a record's subform? Examples might be invoiced items in an invoice, ordered items in a sales order, or purchased items in a purchase order. Let's say you're viewing your list of invoices in ZohoTransforma tu Inventario: Control Inteligente y Funciones Clave en Zoho Inventory (Spanish Webinar)
¿Tu empresa necesita mayor trazabilidad y control en almacenes? Conoce cómo gestionar tu inventario con eficiencia y automatización... ¡y descubre las sorpresas que trae Zoho Analytics! Participa en nuestro webinar gratuito en español, este 19 de agostoDashlane discontinued its free plan: Here's why Zoho Vault's free plan is worth the switch
Hey everyone, Dashlane password manager has officially announced that its free plan will be discontinued starting September 16, 2025. This change means that current free users will need to either upgrade to a paid subscription or export their data andMails are not being sent from custom Deluge function
We are having troubles to implement sending Invoices / Sales_Orders etc. automatically using following deluge script: attachment_template_id = "aaaa"; record_id = "bbbb"; mail_template_id = "cccc"; //NEW aproach fileUrl = "https://www.zohoapis.com/crm/v8/settings/inventory_templates/"Currency transition
We are using Zoho CRM in Curacao, Dutch Caribbean. Our currency is currently the ANG. Curacao will be transition ing from using the ANG (Antillean Guilder) to using the XCG currency (Caribbean Guilder) on March 31st 2025, see: https://www.mcb-bank.com/caribbean-guilder.Notes and Attachments visibility can now be restricted based on profiles
Dear All, We hope you're well! We are here with a quick update about Notes and Attachments profile permissions. In the past, a record's Notes and Attachments were visible by default to all users with record access. However, as notes and attachments canZoho webinar--hard for agencies
So, this is just a dive into our use case, and why we've been disappointed in Zoho webinar. We are a small marketing agency, and we wanted to add webinars to the services we provide, as many of our clients want to learn to use them as part of their contentCelebrating Raksha Bandhan with Zoho Desk: A Bond of Trust, Protection, and Service
Raksha Bandhan, celebrated across India, symbolizes the sacred bond of protection and affection between siblings. “Raksha” means protection, “Bandhan” means bond or knot: together, it represents a knot of care and security. On this occasion, we'd likeBanking > Import statements with a csv file
Good morning, I am regularly using the "import statement" option to match my transactions. I've been using csv files produced by my bank online and was able to import my transactions. Until now. Thank you for your help for fixing this ! Alex.ZOHO BOOKS - RECEIVING MORE ITEMS THAN ORDERED
Hello, When trying to enter a vendor's bill that contains items with bigger quantity than ordered in the PO (it happens quite often) - The system would not let us save the bill and show this error: "Quantity recorded cannot be more than quantity ordered."Has anyone successfully added Microsoft Graph API Oauth2 as a connection?
I'm having trouble getting Microsoft Graph API created as a connection in zoho crm. Has anyone successfully added Microsoft Graph API Oauth2 as a connection? My issue is not necessarily on the Zoho side, but understanding how to set up the Microsoft sideSyncing Timesheets between Projects and Desk
All users able to see their own timelog entries from all apps in one place, synced immediately. All managers able to view total/all time entries from one place. This is something that has come up for us and multiple clients. Example: we have a clientSpell Check default language
Hello All, Is it possible to set the Spell Check default language? I can't find it in the settings. Thanks a lot! LeventeZoho Backstage 3.0 - Boostez vos événements avec des outils malins
Zoho Backstage vous accompagne dans l’organisation d’événements réussis, avec des outils qui simplifient la planification, optimisent l’exécution et renforcent la connexion avec votre public. La version 2.0 a apporté une nouvelle interface, plus de flexibilitéPortal user activity reporting
Aside from the metrics section in the admin dashboard, is there a way to view/create reports for portal user activity? Im looking for a more granular option to see exactly what users are utilizing the portal. Thanks!Automation #11 - Auto Update Custom Fields with Values from Emails
This is a monthly series designed to help you get the best out of Desk. We take our cue from what's being discussed or asked about the most in our community. Then we find the right use cases that specifically highlight solutions, ideas and tips to optimizeAdmins to set Agents Picture
Admins should not have to rely on agents to set a nice profile picture for them. Admins get the headshot pictures from HR and should be able to upload and set their picture, not rely on them to: 1) upload a picture at all 2) upload a good picture 3) uploadTime Tracking Reporting and Billing
I wish for the time tracking module to be enhanced further. Currently it is independent of Support Plans and Contracts. Support Plans and Contracts are also mostly separate. We need a better dashboard of this with the ability to natively mark billed orEnhanced Email Signature Folding
We have departmental signatures setup which are great, however, when viewing ticket details, it gets very overwhelming when scrolling though threads and conversations where you scroll past ten different signatures of your own team, then ten signaturesHow to add formatting in zoho.cliq.postToUser(...) message?
In a CRM Deluge function, I'm trying to use the message formatting guidelines given here: https://www.zoho.com/deluge/help/cliq/posting-to-zoho-cliq.html#message-formats My message is: message: #Title text. The result in Cliq is: #Title text. (no largeHow to add line breaks in zoho.cliq.postToUser(...) message?
In a CRM function using Deluge I'm sending this message and attempting to add some line breaks but they are ignored. Is there another way to add these breaks? My message: message: New urgent task\nDescription \nThis is a fake description.\n A new line?Zia Agents/End of Day Reports
As a manager or owner it would be nice if Zia analyzed today's (or this week's tickets) and gave an end of the day report to management team. - what important tickets were worked on or submitted today? - what agents were unproductive today and answeredProject Cost Tracking
I see there are questions/concerns that Zoho doesn't track costs to a tasks in a project. We are a manufacturer and are in the early stages of tracking costs to project. I would like to expand out the COGS Chart of accounts in Books and record costs viaHow to record if the payment made is return due to transaction failed.
So there is Bill of $2000, and a payments made transaction to clear the bill. The amount is actually deducted from bank account. However, a few days later, I found the bank returned only $1750 cause there are $250 bank service charge for this failed transaction.Help Center Customization UI
The customization screens for the help center needs the UI improved. It looks straight out of 2004. The Zoho Desk normal UI is great. All it takes is uniform fonts and colors across all parts of the tool... I compare this to Zendesk Guide.Este domínio já está associado a esta conta
Fui fazer meu cadastro na zoho e quando digitei meu domínio recebi essa mensagem que meu domínio estava associado a uma conta que eu nem faço idéia de quem seja. Como que faço pra resolver isso? Atenciosamente, Anderson Souza.I need some help in Expenses Per Diem Policy
this is my script written for restricting the PerDiem Components. Say if Lodging and Per Day Allowance both is selected from Per Diem Page then the report should gets auto rejected. When Im trying to executing it says the following error {"code":11,"message":"TheAdding Photos to Dashboards on Zoho Analytics
I am creating a dashboard to showcase data from survey results from focus groups. I am creating a focus group participant profile tab where it is filtered by the name of the participant and showcases information about them using KPI widgets. I am runningWhat is the difference between Retainer invoice and Advance Payments?
Retainer invoice seem like they are just advance payments with extra details. Instead of creating a Sales Order with order details, a retainer is created. It feels like they are a workaround to link advance payments with sales orders. Is there any advantageExporting record notes in bulk
Hi team, Is it possible to bulk export the notes attached to a record? i.e to a CSV file or otherwise. Our use case is exporting all notes for our lead/account/Deal records. We have another system we'd like to import these notes to but I can't seem toField customization
Hi Team Good day! I am a commission agent who sell and purchase goods from vendors, while in purchasing invoices I am not able to deduct the expenses such as commission and other expenses on actual amount. Kindly help me to customize the invoice basedvendors / customers with 2 different address and gst no
Why can't we have option for more than one address and depending on the state option for more than 1 GST no. ? We have customers / vendors PAN india with different addresses and GST no. for different states.Error: Invalid Element gst_no, Invalid Element gst_treatment, Invalid Element place_of_contact
so i am creating a new contact post request and i want add gst infomation when amount is above 50000 and if pass gst info in request body then i get this errors > Error: Invalid Element gst_no, Invalid Element gst_treatment, Invalid Element place_of_contactAdd multiple Billing Addresses under one GST number
My client owns multiple businesses in various locations but they all come under one GST. Is there a way to add multiple billing addresses for the same GST? Managing this by adding multiple Shipping addresses is not an option. The client wants the GSTZoho Mail API - Upload Attachment
https://www.zoho.com/mail/help/api/post-upload-attachments.html I followed the steps from the API documentation and wrote a backend in JavaScript to send emails. Normal emails are sent without any problems. However, I can’t send emails with attachments.Unable to create custom fields for shipment order
I'm unable to create custom fields for shipment orders, even though the custom fields are set up correctly. A request to the following endpoint: https://www.zohoapis.com/inventory/v1/settings/preferences/customfields?organization_id=${ZOHO_ORGANIZATION_ID}&entity=shipment_orderKaizen #202 - Answering Your Questions | Testing and Using REST APIs in Widgets
Hello Developers! Welcome back to a fresh week of Kaizen! Thank you for your active participation in sharing feedback and queries for the 200th milestone. This week, we will look at the following queries related to widget: Widget Testing Using REST APIIntroducing the 'Send as Email' option on the Zoho Desk iOS mobile app
Hello everyone! In the latest version(v2.10.2) of the Zoho Desk iOS app, we have brought in support for the 'Send as Email' option while creating a ticket. This feature enables you to reach out to the customers by sending outbound emails. The emails areNext Page