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
Deleting Fields in CRM Deletes Views in Analytics
Hey friends! I'm having some issues when we modify some fields within ZohoCRM. There are times where we need to sunset a field and eventually completely remove it. In these instances, it seems like a lot of views are removed in Analytics. This rangesZoho Analytics Automatically Deletes Queries and Reports When a Synced CRM Field Is Removed
We’ve encountered a serious and recurring issue that poses a massive data integrity risk for any Zoho Analytics customer using Zoho CRM integration. When a field is deleted in Zoho CRM — even an unused one — Zoho Analytics automatically deletes everyCustom Modules - Where are Comments??
In the standard ticket module and in the tasks module, we have an interactive comment box that we can post important details/notes and can tag others if needed. Where is this functionality for Custom Modules? Ideally, custom modules would have very similar,Using IMAP configuration for shared email inboxes
Our customer service team utilizes shared email boxes to allow multiple people to view and handle incoming customer requests. For example, the customer sends an email to info@xxxx.com and multiple people can view it and handle the request. How can I configureHow to setup pricing in Zoho
Hi everyone, I am relatively new here and have just moved from my old inventory system to the Zoho one. I am trying to get my head around how it all works. I am mostly setup connected to a shopify store, but I do manual sales also For manual invoicing,Introducing the revamped What's New page
Hello everyone! We're happy to announce that Zoho Campaigns' What's New page has undergone a complete revamp. We've bid the old page adieu after a long time and have introduced a new, sleeker-looking page. Without further ado, let's dive into the mainWorkaround: openURL in Blueprints - An alternate approach
There is a roundabout way to open a URL in blueprints after a save event. By using the 'onBeforeMandatoryFormSave' in Client Script, you can open an external URL. Now, the problem is, this is designed to be run BEFORE the blueprint is saved, not after,In App Auto Refresh/Update Features
Hi, I am trying to use Zoho Creator for Restaurant management. While using the android apps, I reliased the apps would not auto refresh if there is new entries i.e new kitchen order ticket (KOT) from other users. The apps does received notification but would not auto refresh, users required to refresh the apps manually in order to see the new KOT in the apps. I am wondering why this features is not implemented? Or is this feature being considered to be implemented in the future? With thePrefilled Date fields auto-changed and then locked when using “Edit as new”
If a document out for signature has date fields (not SignedDate fields) that were pre-filled before sending, and then you use “Edit as new” to create a new version of the same document, the value of those date fields gets automatically changed to todayIs there a way to update all the start and end dates of tasks of a project after a calendar change?
Hi! Here's my situation. I've built a complete project planning. All its tasks have start dates and due dates. After completing the planning, I've realized that the project calendar was not the right one. So I changed the project calendar. I now haveAccess Phone Field Components (Country Code) Directly
Hello everyone, I'd like to propose an enhancement for the Phone field in Zoho Creator. The Problem: The Phone field captures the country code and local number separately, but stores them as a single string (e.g., +1234567890). To get the country code,Forced Logouts - Daily and More Frequent
In the last month or so, I've been getting "power logged out" of all of my Zoho apps at least daily, sometimes more frequently. This happens in the same browser session on the same computer, and I need to re-login to each app separately after this happens.Send mass messages through WhatsApp from the Tickets module
Hi Everyone! Effective communication is key to delivering prompt and reliable customer support. Because WhatsApp is one of the most widely used and familiar messaging platforms, it's an effective channel for agents to reach customers who have submittedZoho Desk iOS and Android app update: AI powered: Reply Assistance and Refine Messages on IM module.
Hello everyone! We are excited to introduce new AI powered features on the IM module of the Zoho Desk app. Reply Assistance: Reply Assistance generates suggested responses for incoming chat messages, which you can directly insert into the conversationThe difference between Zoho Marketing Automation and Zoho Campaigns
Greetings Marketers! This post aims to differentiate between Zoho Marketing Automation and Zoho Campaigns. By the time you get to the end of the post, you will be able to choose a product that objectively suits you. What is Zoho Marketing Automation?Identifying and Merging Accounts with Similar (Non-Exact) Names
Hello everyone, I’m aware of the built-in deduplication feature in Zoho CRM that allows merging records with exactly matching values for selected fields. However, I’m running into a situation where our migrated data contains multiple variations of theLead Owner Signature Merge Field
I want to automatically insert a signature (i.e. contact info usually found at the bottom of an email) into an email template, depending on who the lead owner is. What is the merge code for the Signature from a Users profile? CRM > Settings > Customization > Templates There is a popup near the bottom of the edit screen which says: "You can insert a Signature, which is available as a merge field in the users section." It is also referenced on this page: https://help.zoho.com/portal/en/kb/crm/customize-crm-account/customizing-templates/articles/template-builder#Merge_FieldsHow do I create a time field?
I want a field that only records time. I can only see how to create a date-time field. If I do that and enter a time, without a date, nothing is recorded. If I create a number or decimal field, I cannot use it in time calculations. All I want is a fieldExperience effortless record management in CRM For Everyone with the all-new Grid View!
Hello Everyone, Hope you are well! As part of our ongoing series of feature announcements for Zoho CRM For Everyone, we’re excited to bring you another type of module view : Grid View. In addition to Kanban view, List view, Canvas view, Chart view andOptimising CRM-Projects workflows to manage requests, using Forms as an intermediary
Is it possible to create a workflow between three apps with traceability between them all? We send information from Zoho CRM Deals over to Zoho Projects for project management and execution. We have used a lookup of sorts to create tasks in the past,Alternating columns - How to reverse order on mobile - Responsive template
Can the order of alternating columns be reversed on mobile so that image comes before the text? Example: Desktop Row 1 column Left (image) , column right (text) Row 2 column Left (text) , column right (image) Mobile Currently Row 1 Image over text RowEnhancements to finance suite integrations
Update: Based on your feedback, we’ve updated the capabilities for integration users. In addition to the Estimates module, they can now create, view, and edit records in all the finance modules including Sales Order, Invoices, Purchase Order. We're alsoCreate custom rollup summary fields in Zoho CRM
Hello everyone, In Zoho CRM, rollup summary fields have been essential tools for summarizing data across related records and enabling users to gain quick insights without having to jump across modules. Previously, only predefined summary functions wereopenUrl in blueprints
My customer wants to open a URL at the end of a blueprint transition. Seems this isn't possible right now but it would be very useful. In this thread, https://help.zoho.com/portal/en/community/topic/openurl-not-working the Zoho agent said that it's logicallyEditing the Ticket Properties column
This is going to sound like a dumb question, but I cannot figure out how to configure/edit the sections (and their fields) in this column: For example, we have a custom "Resolution" field, which parked itself in the "Ticket Information" section of thisLet us view and export the full price books data from CRM
I quote out of CRM, some of my clients have specialised pricing for specific products - therefore we use Price Books to manage these special prices. I can only see the breakdown of the products listed in the price book and the specialised pricing forGlobal Search placement in the new UI
Having a hard time with the global search placement in the UI redesign. Surely I can't be the only one. Previously global search placement was perfect. A bar at the top/center of the page. Exactly where you would expect it to be. Since the new UI hasInvokeURL butchering JSON for OpenAI API calls
My organization works with mostly educational institutions. We have a custom module called "Schools", which is the user-entered school name they put when using our service (which they enter along with their state and zip code). We want to map this toCRM for email in Outlook: how to ignore addresses?
We’re using the "Zoho CRM for email" add-in for Outlook. When opening an email, the add-in displays all email addresses from the message and allows me to add them to the CRM or shows if they’re already contacts. However, sometimes people listed in ToCustom order for Current Stage (Blueprint field)
Hi! I suggest adding the option to set a custom order in reports for the Blueprint field ‘Current Stage’. Currently, these fields can only be sorted in ascending or descending order. Thanks!Webhooks Limit Exceeded
Today, I received an error message saying, 'Total number of Webhook call exceeded', but when I look at Manage > Billing, it doesn't look like any of my invokeURL calls are being logged. Following the advice from this thread: https://help.zoho.com/portal/en/community/topic/webhooks-daily-limits-in-zoho-creatorEnhancing Zia's service with better contextual responses and article generation
Hello everyone, We are enhancing Zia's Generative AI service to make your support experience smarter. Here's how: Increased accuracy with Qwen One of the key challenges in AI is delivering responses that are both contextually accurate and empathetic whileCRM E-mail Sync from Outlook
We are exploring Zoho as a possible new solution for our company. We are trying to understand further on how e-mail sync works. We use outlook. Our current CRM logs anytime we e-mail a customer so we can see in the CRM the message sent to the customer.Run your help desk on your schedule
In business, time is of the essence. This is especially true in a function like customer service, where KPIs such as response time and agent availability are the measures of success. Perhaps the most crucial consideration one needs to make about time is your hours of operation. These set expectations for your customer and for employees. To make communicating this information easier, we've revamped the way business hours and holiday lists work in Zoho Desk. In order to accommodate teams that workThe Customer Happiness REST API is broken
1. We are unable to extract the customerHappiness ( https://desk.zoho.com/DeskAPIDocument#CustomerHappiness#CustomerHappiness_ListallcustomerHappiness) object using the ticketNumber criteria. We keep getting HTTP 429 even when we limit to 60 calls perAccount in Quick View Filter
I have a report that I often run against a specific Account. Every time, I have to go into the edit menu and change the Advanced Filter. I would prefer to use the Quick View Filter, but it does not allow me to use the one and only field that makes anyCan the Product Image on the Quote Template be enlarged
Hello, I am editing the Quote Template and added ${Products.Product Image} to the line item and the image comes up but it is very tiny. Is there anyway that you can resize this to be larger? Any help would be great! ThanksAutomatic Department and Employee Sync Between Zoho One and Zoho People
Dear Zoho Support, I'm writing to propose a valuable feature request that would streamline data management and improve user experience within the Zoho ecosystem: automatic synchronization between departments and employees in Zoho One and Zoho People.Zoho Expense and Chase Bank Visa credit cards - Direct Feed?
Our company uses JP Morgan Chase Visa credit cards. We can't be the first to try and use a combination of Zoho Expense + Chase Bank + Visa Credit Cards --- anyone successful with this combination? 1. The direct feed automation isn't working. When I goImpossibile inviare il messaggio;Motivo:554 5.1.8 Indirizzo del mittente bloccato
" Impossibile inviare il messaggio;Motivo:554 5.1.8 Indirizzo del mittente bloccato" Hi need to send email, how can fix this? Thanks, AliceNext Page