Expanded Data Preparation and Modeling Capabilities in Zoho Analytics

Expanded Data Preparation and Modeling Capabilities in Zoho Analytics

Since launch, the integration of Zoho DataPrep within Zoho Analytics, has significantly enhanced the ETL (Extract-Transform-Load) capabilities. This integration allows users to connect, clean, transform, and enrich their data effortlessly—all from within Zoho Analytics.
Building on this, the release of Zoho Analytics 6.0 in September 2024 introduced even more advanced data modeling and preparation capabilities by fully integrating the latest enhancements of Zoho DataPrep within Zoho Analytics.

Key Features of Zoho DataPrep

Visual Pipeline Builder

Zoho DataPrep’s enhanced Visual Pipeline Builder streamlines data pipeline creation, enabling users to build, test, and execute workflows in minutes. Key improvements include:
  • Automated & Scheduled Workflows – Ensure continuous data readiness.
  • Optimized Processing & Transformation – Enhance performance and efficiency.
  • Advanced Data Operations – Merge, filter, and aggregate data seamlessly.
With an intuitive drag-and-drop interface, users can effortlessly design and manage complex data workflows.

Data Quality at a Glance

Easily assess your data quality using Zoho DataPrep in Zoho Analytics
  • Color-coded bars instantly show valid (green), invalid (red), and missing (gray) data.
  • Interactive charts to identify problematic areas quickly.

Smart Features for Efficient Cleaning

  • Smart sampling with four options (Initial, Random, Erroneous, or Column-based) to work efficiently even with massive datasets.
  • Intelligent suggestions that automatically recommend the best fixes for common data problems.
  • Comprehensive transformation library including deduplication, format standardization, empty cell handling, and pattern matching.

Process Management Made Simple

The workflow tracking features to stay organized:
  • Ruleset management panel to view, edit, or disable any transformation.
  • Clear visualization (Data Flow) of the entire data cleansing journey from import to export.

Why This is Helpful for Users

  • Time-Saving: Automate repetitive data preparation tasks and focus more on analysis.
  • Improved Accuracy: Clean and transform data with precision, ensuring high-quality outputs.
  • Scalability: Handle larger datasets with ease, thanks to the increased processed row limits.
  • Better Insights: Advanced data modeling capabilities allow for more comprehensive and actionable insights.

Data Processing Capacity

Integrated Zoho DataPrep feature usage will be measured based on the total number of rows processed per month. Each plan within Zoho Analytics offers inbuilt processing capacity.
The processing limits within Zoho Analytics have been set higher, compared to the Standard plan of Zoho DataPrep, enabling users to efficiently manage large datasets with greater flexibility.
Plan based processing limits:
  • Premium Users – Process up to 5 Million Rows per month.
  • Enterprise Users – Process up to 10 Million Rows per month.
These new integrated DataPrep capabilities make Zoho Analytics a more powerful and scalable platform, empowering users with advanced tools for seamless data management and analysis. Whether you're preparing data or building pipelines, Zoho Analytics provides the flexibility and performance needed to drive better decision-making.
    • Sticky Posts

    • What's New in Zoho Analytics - January 2026

      Hello Users! We are starting the year with a strong lineup of updates, marking the beginning of many improvements planned to enhance your analytics experience. Explore the latest improvements built to boost performance, simplify analysis, and help you
    • What's New in Zoho Analytics - November 2025

      We're thrilled to announce a significant update focused on expanding your data connectivity, enhancing visualization capabilities, and delivering a more powerful, intuitive, and performant analytics experience. Here’s a look at what’s new. Explore What's
    • What's New in Zoho Analytics - October 2025

      Hello Users! We're are back with a fresh set of updates and enhancements to make data analysis faster and more insightful. Take a quick look at what’s new and see how these updates can power up your reports and dashboards. Explore What's New! Extreme
    • What’s New in Zoho Analytics – September 2025

      Hello Users!! In this month’s update, we’re raising the bar across multiple touchpoints, from how you bring in data, plan and track projects to how you design and brand your dashboards. We’ve added the all-new Gantt chart for project visualization, expanded
    • Announcing Agentic AI - Ask Zia!

      We are delighted to roll out the new agentic AI capabilities in Ask Zia, where every stage of the BI workflow is assisted by AI. With a human-in-the-loop approach, Ask Zia ensures that you’re in command of the decision, while AI handles the complexity.
    • Recent Topics

    • Does the ability exist to make tax on the customer profile mandatory?

      I am reaching out to inquire about the possibility of making the "Customer Tax" field mandatory when creating a new customer in Zoho. We want to ensure that all customers have their tax information recorded to maintain compliance with our internal processes.
    • email association with CRM

      Why is it 2024 (almost 2025) and Zoho has not figured out how to integrate email with CRM? It is so inconsistent at associating emails within CRM. I am an attorney. I have clients and work with other attorneys. Attorney John Doe is associated with multiple
    • Credit Note for Shipped and Fatoora pushed invoices

      We have shipped a Sales Order and created an Invoice. The Invoice is also pushed to Fatoora Now we need to create a credit note for the invoice When we try it, it says we need to create a Sales Return in the Zoho Books, we have already created a Sales
    • FSM - Timesheet entires for Internal Work

      Hi FSM Team, Several of my clients have asked how they can manage internal timesheets within Zoho FSM. Since their technicians already spend most of their day working in FSM, it would be ideal if they could log all working hours directly in the FSM app.
    • Add a way of clearing fields values in Flow actions

      It would be great if there was an option to set a field as Null when creating flows. I had an instance today where I just wanted to clear a long integer field in the CRM based on an action in Projects but I had to write a custom function. It would be
    • Role Management

      I am creating an analytics dashboard for a company that will be utilized by its various departments such as Finance, Marketing, and HR. My goal is to design the dashboard with separate tabs for each department. Additionally, I plan to implement role-based
    • Announcing new features in Trident for Windows (v.1.37.5.0)

      Hello Community! Trident for Windows just received a major update, with a range of capabilities that strengthen email security and enhance communication. This update focuses on making your mailbox safer and your overall email experience more reliable.
    • Early Payment Discount customize Text

      Hi, I’m currently using Zoho Books and am trying to customize the standard “Early Payment Discount” message that appears in the PDF invoice template. I’ve reviewed the documentation here: https://www.zoho.com/books/help/invoice/early-payment-discount.html
    • Deprecation of SMS-based multi-factor authentication (MFA) mode

      Overview of SMS-based OTP MFA mode The SMS-based OTP MFA method involves the delivery of a one-time password to a user's mobile phone via SMS. The user receives the OTP on their mobile phone and enters it to sign into their account. SMS-based OTPs offer
    • DKIM Now Mandatory - Changes to Zoho Forms Email Policies

      Hello Zoho Forms Users, This post is to inform you about an important update regarding the authentication of all email domains in your Zoho Forms account. This year, we are doubling down on our commitment to deliver a secure, seamless, and empowering
    • Call description in notes

      When completing a call, we type in the result of the call in the description. However, that does not show up under the notes history on the contact. We want to be able to see all the calls that have taken place for a contact wihtout having to go into
    • Email Address for Contact not Populating

      When I click "Send Mail" from a Contact's page, their email address does not auto populate the "To" field. How do I make this happen?
    • New in CRM: Dynamic filters for lookup fields

      Last modified on Oct 28, 2024: This feature was initially available only through Early Access upon request. It is now available to all users across all data centers, except for the IN DC. Users in the IN DC can temporarily request access using this form
    • Why hybrid project management might be the best fit for you?

      Project management techniques are designed to equip teams with proven methods for easy and efficient project execution. While management teams may have apprehensions about adopting the hybrid method of project management, we’ve compiled the top reasons
    • Allow all Company Users to view all projects, but only owner/admins can change projects

      I was wondering if there was a permission setting I could adjust to allow all our company users to see all projects created. Then, only the project owners and admins with the change permission. Thanks
    • Seeking help to be able to search on all custom functions that are defined

      Hello I have a lot of custom functions defined (around 200) and i would like to search some specific strings in the content of those. Is there a way to accomplish that? If not, is there a way to download all existing custom functions in some files locally
    • Add Bulk Section / Grid Layout Duplicate Feature in Zoho Forms Builder

      Currently in Zoho Forms, users can only duplicate individual fields. There is no option to duplicate an entire section or two-column/grid layout with all internal fields. This becomes inefficient when building structured forms such as Family Details,
    • Leistungsdatum in Rechnungen (Zoho Books)

      Hallo, ist es irgendwie möglich den Leistungszeitraum in der Rechnung aufzuführen? Beste Grüße Aleks
    • Zoho Trident Windows - Streams Not Visible

      Namaste We’re having an issue with Streams not being visible in Trident (Windows), which is important for us as we share many emails internally. It appears that the feature to show Streams above the Inbox folder, as seen in the default mailbox view, is
    • Sales IQ Chat Widget is Only Displaying Last Name

      Can anyone suggest why the widget is only displaying "last name"?! We have the latest version of the wordpress plugin installed. Thanks Thanks!
    • Shopify - Item sync from Zoho Inventory

      Hi team, We’ve connected Shopify with Zoho Inventory. We want that when an item is created in Zoho Inventory, it must create a product in Shopify. But currently, new items created in Zoho Inventory are not getting created in Shopify even after clicking
    • Kill zoho meeting

      Saying the quiet part out loud. Can zoho please just give up on the idea that they can make a meeting platform and just make our workplace licenses cheaper when you remove it so people can switch to zoom or teams. Tired of the excuses, you guys cant make
    • Utilisation de Zoho en conformité avec l’article 286 du Code général des impôts (CGI)

      Cher(e) client(e), Conformément à l’article 286 du Code général des impôts (CGI) impose aux entreprises assujetties à la TVA d’utiliser des systèmes de caisse ou de gestion commerciale certifiés lorsqu’elles enregistrent des ventes à des particuliers.
    • Unable to Create Task as a Support Administrator

      Hello! I want to ask for help regarding creating tasks within the tickets. I am by default the Support Admin. I should be able to create tasks or activities right? But there's a prompt that I need to contact the Administrator. See photos for reference.
    • Introducing Forms in Zoho Sheet

      We hereby bring you the power of ​forms in Zoho Sheet. ​Now, build and create your own customized forms using Zoho Sheet. Be it compiling a questionnaire or rolling out a survey, Zoho Sheet can do it all for you. Forms is an excellent feature that helps you collect information in the simplest of ways and having it in Zoho Sheet takes it a notch higher. Build Simple yet Powerful forms Building forms using Zoho Sheet is fairly simple. The exclusive 'Form' tab lets you create one quickly. Whether you
    • Layout one survey question in a time & redirect next Page based on previous response

      I have doubt while, I am scripting survey on the Zoho where I redirecting to next page based on my previous response but didn’t get success on this. Please help me on this and tell me how I layout one survey questions in a time when I submit response
    • Zoho Bookings form pre-filled with Zoho Forms in

      Hi, I've got a contact page on my website and I'd like to have the option to book an appointment (redirected to zoho bookings page) after an option is submitted on the contact form. how would I go about doing this? thanks
    • Support “Other” Option with Free Text in Dropdown Fields

      Hello Zoho Bookings Team, Greetings, We would like to request an enhancement to the registration form fields in Zoho Bookings, specifically for dropdown fields. Current Limitation: At the moment, dropdown fields do not support an “Other” option that allows
    • Detailed Balance Sheet for tax preparer

      I'm using the free edition of Zoho Books. My tax preparer is asking for "detailed" Profit & Loss and Balance Sheet reports which include all the activity and transactions within the various categories. The default reports do not include these details.
    • Sending automated messages that appear in the ticket's conversation thread

      Good morning, esteemed Zoho Desk community, warm greetings Today I am here to raise the following problem, seeking a solution that I can implement: I need to implement an automation that allows me to send reminder messages to customers when I am waiting
    • Payment Card or Identity form-fill from Vault?

      Hello! I'm working on replacing Bitwarden with Vault and one issue I've run into is that I can't find any option to fill address and payment forms from Payment Card or Identity info that has been saved in Vault. Is there a way to do this? Is it a planned
    • Ability to add VAT to Retainer Invoices

      Hello, I've had a telephone conversation a month ago with Dinesh on this topic and my request to allow for the addition of VAT on Retainer Invoices.  It's currently not possible to add VAT to Retainer Invoices and it was mutually agreed that there is absolutely no reason why there shouldn't be, especially as TAX LAW makes VAT mandatory on each invoice in Europe!   So basically, what i'm saying is that if you don't allow us to add VAT to Retainer Invoices, than the whole Retainer Invoices becomes
    • Time Log Reminder

      Tracking the time spent on tasks and issues is one of the most important functions of a timesheet. However, users may forget to update the time logs because they have their own goals to achieve. But, time logs must be updated at regular intervals to keep
    • [Early-access] Introducing Zoho's CommandCenter - Cross-Zoho business process automation

        Resources to help Webinar recording | Documentation  Feature Restrictions Currently available on early-access only for US data center accounts Features Role CommandCenter as a Service uses signals across Zoho services to propel the movement of records
    • Tip #58- Accessibility Controls in Zoho Assist: Learning- 'Insider Insights'

      Learning should be clear and interruption-free for everyone. Timely feedback plays an important role in helping users understand actions as they happen, without breaking their focus. In this post, we’ll explore the final section of Accessibility: Learning.
    • ZIA "Generate Content" action doesn't have contexual data from the ticket

      "Generate Content" action doesn't have contexual data from the ticket. I try to get AI to help me with this ticket but it doesn't seem to have any ticket information as context. Although the ticket has a lot of information in it.
    • Zoho Desk - Zoho FSM Integration issue on Mobile and iPad

      Hello Team, I am trying to create a Work Order (WO) using the Zoho FSM integration (Add-on Service) that is integrated with Zoho Desk. The issue is that the integration is not working on mobile devices and iPads. While I am able to create the WO, Request,
    • E-File Form 1099 Directly With the IRS From Zoho Books

      The Form 1099 filing season has begun, and businesses are required to e-file certain forms with the IRS to report payments made to vendors and contractors. If your business made qualifying payments during the year, you must e-file the appropriate Form
    • Suggestions for showing subscribed Topics in CRM (contact record)

      We have several Topics set up in ZMA. We also have a sync set up between ZMA and CRM. I'd like to display the subscribed topics on the CRM Contact record. This will allow the Sales team (who uses CRM) to see at a glance what topics a Contact is subscribed
    • Replies sometimes creating separate ticket

      Sometimes when a customer responds to an email coming from Zoho Desk, instead of adding a reply to the original ticket, a separate ticket is created. This happens even though the response subject line contained the ticket number, and the person responding
    • Next Page