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 - 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.
      • Invitation-Based User Access in Zoho Analytics

        Hello everyone, We’re rolling out an important update on how users are added to your Zoho Analytics Organization and Workspaces. Previously, when admins added users, they were automatically added to the organization. Moving forward, to improve security

        • Recent Topics

        • Export a Course

          Is it possible to export a course from Zoho Learn to a SCORM file?
        • Add and Remove Agents from Departments and Groups in Zoho One

          Hi Zoho Flow Team, We hope you're doing well. Currently, Zoho Flow provides an action to add an agent to a group in zoho one, but there is no action to remove an agent from a group or a department. Another action that we find missing is the option to
        • Consumer Financing

          Does Zoho currently have a payment gateway (such as Stripe, Square, etc) which offers financing for customers? So, let's say the estimate we give the customer is greater than what they can afford at the time, but we can sell the service now, letting them
        • Intégration de la gestion des Passkeys dans Zoho Vault

          Zoho Vault est depuis plus d’une décennie une solution fiable pour les entreprises : pour la gestion, le partage et le stockage des mots de passe. En 2018, nous avons fait un pas en avant en proposant la connexion unique (SSO). Nous sommes fiers de franchir
        • Scan & Fill with double quote key/value pairs

          Hi, An old Ticket moved to a Topic/Idea: I love the idea of the new Scan & Fill as it nearly covers my previous request for a QR Scanner to read a multi-part QR Code. My QR Codes are hard-coded as below: {"key1":"value1","key2":"value2","key3":"value3"}
        • Analytics SQL Queries should allow # as comment

          # and // are very common for commenting in SQL. Not sure why analytics only allows /* and */ for commenting. Especially when # grays the line as if it's being commented out. This should be added for sure.
        • SalesIQ Operator Activity Reports in Zoho Analytics

          I'm busy building a dashboard in Zoho Analytics and I want to include SalesIQ stats in the dashboard, but I'm unable to get the statistics mentioned in the attached image. Any idea where I can get the stats for Operator Activity?
        • No longer can indent

          Hey there! Is it just me or were we used to be allowed to used tab or indent when writing. It’s not working right now, has this always been the case?
        • Free webinar alert! Seamless Transition with Lossless Migration: Zoho One + Zoho Mail

          Hello Zoho Mail Community! 🚀 Attention IT Admins and Email Administrators! Are you planning to migrate your organization's email to Zoho Mail within the Zoho One ecosystem? 📧 Join our exclusive webinar, Seamless Transition with Lossless Migration: Zoho
        • Add Resource to Export

          The Export Data feature does not include a column for the Resource field. Without this column, Zoho Bookings cannot be used by any business for resource-based services or event types e.g. room bookings, equipment bookings. It seems to be an oversight,
        • Client Script | Update - Client Script Support For Custom Buttons

          Hello everyone! We are excited to announce one of the most requested features - Client Script support for Custom Buttons. This enhancement lets you run custom logic on button actions, giving you greater flexibility and control over your user interactions.
        • Mandatory field via deluge code

          I would like to ask you if it is possible to make a field mandatory via deluge script. For example, if I have a decision box and I click on it then I want a single line field to be mandatory. If uncheck the decision box then to do the single line as optional. I think it is not possible to do that and I have to do it via validation in 'on validate' field. 
        • Revenue Management: #1 What does it mean to "recognize" revenue?

          Earning revenue isn't just about collecting cash from your customers. It's about recording the income correctly and consistently. Revenue recognition is the process of deciding when and how to record revenue in financial statements so that they reflect
        • Power of Automation :: Auto-Populate Integration Field in Projects with CRM Account Data

          Hello Everyone, A custom function is a software code that can be used to automate a process and this allows you to automate a notification, call a webhook, or perform logic immediately after a workflow rule is triggered. This feature helps to automate
        • Zoho Forms and ChatGPT - populating a field using AI.

          I have a form where I would like the user to enter a response or query, and have another field populated using AI. For example, user enters Field 1, AI populates Field 2 in response. I want to be able to wrap some additional instruction text around the
        • campo tag para api

          debo conectarme a una api de zoho inventory y ocupo tomar el campo tag para poder asi jalar el articulo que cuente con el campo correcto en tag ejemplo que tag existen carro y avion que cuando busque los articulo con tag carro arroje solo estos por mas
        • Uploading file as attachment to Zoho CRM

                 Hi,   I am trying to attach a file to a Zoho CRM contact using Zoho Flow. Right now, I try to do it through the “Upload File” field in Zoho CRM (In my screenshots, it’s called Téléchargement du fichier 1).   Here is what I tried:   Case 1: Webmerge document The Flow is called “Custom Function” (see screenshot 101).   Step  1: Creating a Webmerge document (screenshot 99)   Step 2: I use “Update module entry” to upload the created file. I upload Webmerge’s “Document” in my “Téléchargemet du
        • Zia Answer Bot - Create Ticket

          Surprisingly, the current iteration of Zia will try to answer a question and unless you have "transfer to SalesIQ chat" enabled, it won't create a ticket for the user or offer them a method to create a ticket. We don't want it to create chats for us,
        • meassure leads phases

          Hi, I need to create a table to meassure the time that a lead stay in blueprint phases. the phases are first contact, second contact, lead spam, contacted, appointment. any idea? I have attached an example
        • In the Custom Module I have 500 Records , this 500 record only want to view to the specific user only example user A ,

          In the Custom Module, I have 500 Old records that should only be visible to a specific user, for example, User A. Any new records created from today onwards should be visible to Record owner in the Custom Module. Pls help how i achive this .
        • Invoice template, how to change the text under "Notes" and "Terms and Conditions"

          In "Invoice templates", there are two text/info sections at the bottom:"Notes" and "Terms and Conditions". It is possible to change the names of these two headings, but how is it possible to change/alter the text under it. As a standard it says "Thank you for your business" under Notes - I need to change it into something different- How? Thank you.
        • How to reply to thread via API

          We have built a webapp for our customers that uses the Zoho Desk API to enable each customer to view their full list of tickets, view individual tickets and raise new tickets. The Zoho Desk API doesn't have the ability to reply to a ticket/thread. Replies
        • Sending merged mail templates for signatures fail since today

          We have ZOHO one, we use merge templates in CRM to edit in ZOHO Writer, and from there send it for signature through zoho sign. This all worked up until today, suddenly we read in the log that the merge is succesfull but the sending for signature failed.
        • Feature Request - Make Lead List Larger and Adjustable

          Hi LandingPage team, I recently started using LandingPage and I am happy to share my feedback to help improve the app. I've noticed on the Leads page, there is no option to make the columns wider. It would be great if the comlumns expanded to fit the
        • Zoho Projects - Pin Recent Projects

          Hi Projects Team, It would be great if I could "pin" projects on the Recent Projects list in Zoho Projects. We have some internal projects which we regularly have to add time and some regular client projects. It would be great if I could pin those projects
        • ZDK Error

          I get this error when trying to trigger a CRM Function from Client Script: Uncaught (in promise) ZDKError: {"code":"NOT_ACTIVE","details":{"api_name":"activate_client_from_prospect"},"message":"api is inactive for the given custom function","status":"error"}
        • "Disbursing product components in phases, monitoring them, and displaying only the final product."

          i have a product composed of multiple components, and these components will be delivered to the customer in batches. However, the final invoice should only show the finished product. How can I issue (or release) the components and track their delive
        • Followed Subtasks doesn't show up in the Subtasks Section

          I have a task assigned to me now in the same task, there's a subtask and I am added as the follower on that task Even though I am a follower I still don't see that in the subtasks section The view permission for the profile is Related It's supposed to
        • Tip #39- Strengthen account security with Multi-factor Authentication (MFA) – ‘Insider Insights’

          Securing your organization's data begins with verifying that only the correct individuals have access to it. One of the simplest yet most effective ways to accomplish this is to enable Multi-factor Authentication (MFA) within Zoho Assist. MFA introduces
        • Automate timeout chat tracking with Workflows in SalesIQ

          With our feature-packed Nova release, Workflows has become one of the most powerful tools in Zoho SalesIQ. They let you automate follow-up actions when key events occur, such as when a chat ends, a visitor leaves a bad/good rating, or a lead is updated.
        • Mass edit / Mass update products

          Hi, Is there any way to mass update or bulk edit product fields in Zoho Inventory?
        • Automatic Verification of IMAP Integration Status

          Our sales staff have their O365 email integrated with CRM, over time this integration requires re-authentication via the UI. I can manually check the integration status by accessing Settings -> Channels -> Email -> Email Sharing -> "Configuration Type"
        • Tip of the Week #68– Share and access files faster with Zoho WorkDrive extension.

          Have you ever wasted time searching for the right file to attach to your emails—or worried whether the right people could access it? Without proper sharing settings, files might end up inaccessible to teammates or, worse, visible to people who shouldn’t
        • CV-Library: The Newest Source Booster in Zoho Recruit!

          We’ve expanded your sourcing toolkit — CV-Library, one of the UK’s largest and most trusted online job boards, is now available as a Source Booster in Zoho Recruit. This gives recruiters instant access to millions of UK-based candidate profiles, all without
        • Zoho AI Translate Task as Rest API

          I cant find any docs on how to use Zoho AI Translate Task from a rest api call https://www.zoho.com/deluge/help/ai-tasks/translate.html I am working on a custom Widget and I dont think I can execute zoho deluge ai translate task from a custom widget.
        • Is there the possibility to book less than 250 customer portal users?

          If you use the Creator, which is included in Zoho ONe, you can create a customer portal and give access to a maximum of 3 external people / customers, right? On the Creator website I saw that you can add 250 users for 100€/month. However, we don't need
        • Display Parts custom fields in the Work Order

          Hello, I see that is it possible to add custom fields in the Parts module. Would it be possible to also add those custom fields in the Work Order Module under Parts? This would be very useful for customer who want to showcase more information about parts.
        • Unable to edit Saved Estimates

          We are facing issue with editing the price or discount for a saved estimate for nearly 1 week.
        • Translation Blueprint & Picklists with Custom Values

          Hello everyone, I downloaded the translation file and I'm not finding the blueprint transitions. Does this means that the transitions cannot be translated? Also, the picklist values to be translated in the document are not the same that are actually used the in module. For exemple, for my lead module, the picklist values for Lead Status are : Not-contacted, contacted, junk and lost lead. In the translation document (English to French), this is what I see: PicklistValues.Leads.Lead_Status.Contact
        • How to create a custom sales signal?

          I want to create a custom sales signal for a custom module. is it possible to create one? If anyone know please let me know
        • Next Page