Sixth Insight - The Hidden C in Data

Sixth Insight - The Hidden C in Data

The Wheels of Ticketing - Desk Stories

The Hidden C in Data

[Importance of clean data]


Data cleaning

Data cleaning ensures ticketing systems' data is accurate, consistent, and complete. This process includes eliminating duplicates, fixing errors, and addressing missing information.
Quote
Clean data is happy data.

Why is data cleaning so important?

Data cleaning eliminates errors, inconsistencies, and duplicates within data, resulting in increased accuracy. Tools are available to help you swiftly address data issues. Enhancing accuracy enables the extraction of reliable insights. Inconsistent or inaccurate data can lead to misleading results, poor decision-making, and ineffective strategies.

Data hygiene

Data hygiene in a ticketing system refers to the processes and practices involved in maintaining accurate, complete, and consistent information. This is crucial for ensuring that customer support operations run smoothly and effectively.


  • Data accuracy
  • Data completeness
  • Data consistency
  • Data deduplication
  • Regular data audits


By prioritizing data hygiene, organizations can improve the efficiency of their support teams, enhance the quality of customer service, and gain valuable insights from reliable data analytics.

A story for better interpretation

Scrub your data clean

Once upon a time, a small but dedicated team in a tech company managed customer support through a ticketing system called "HelpNow." As the company grew, so did its customer base, leading to an overwhelming influx of support tickets. Although the team worked diligently, the increase in tickets created clutter. 
 
Once efficient, the HelpNow system became cluttered with old tickets, unresolved issues, and duplicate requests. Customer satisfaction started to decline as users waited longer for their problems to be resolved. Frustration lingered not only in the hearts of customers but also within the support team, which they found increasingly challenging to navigate through the cluttered ticketing system.
 
One day, the team lead, Joey, called for a meeting to address the urgent situation. "We need to scrub our data clean," he announced. The team discussed various strategies, but he had a vision of what needed to be done and a systematic approach to decluttering their HelpNow system.
 
The initial step entailed thoroughly reviewing and categorizing all existing support tickets utilizing a custom view. The team reached a consensus to archive tickets over six months old and lacked follow-up, as these were likely associated with resolved issues. To ensure efficient progress, they established a clear deadline for this undertaking, fully aware that collaborative effort and focused teamwork were essential for effectively addressing the backlog. Their strategic approach aimed to organize the current workload and foster a more streamlined process for ticket management.
 
Joey organized a “Scrub-a-thon” a week later, encouraging everyone to join forces. Each team member was assigned a category of tickets to review. Deleting duplicates became a friendly competition. Teams found ways to delete tickets using mass updates and automation, rewarding those who could clear the most entries. They quickly learned that many tickets had been created multiple times due to customers submitting the same request across different channels.
 
During this process, the team discovered an unexpected treasure trove of information. Many old tickets contained insightful feedback about the product, creating a new FAQ section that addressed common user questions. They also realized that some bugs needed urgent attention, leading to prioritized fixes for the product.
 
As the Scrub-a-thon continued, the team also acknowledged the importance of customer communication. They crafted an email update to inform customers about their efforts to improve support quality. Customers appreciated the transparency and felt confident that their concerns were being taken seriously.
 
After two weeks of hard work, their system was transformed. The volume of tickets had been dramatically reduced, and the remaining tickets were prioritized and categorized effectively for quicker solutions. Customer agents could easily navigate the system and focus on resolving issues rather than wading through a digital maze.
 
Reports generated from the cleaned data helped Joey and her team identify trends in customer inquiries and revamp their product support resources accordingly. Inspired by their findings, they implemented a new self-service help widget to empower users with immediate solutions. 
 
The results were incredible: response times dropped, customer satisfaction surged, and the support team thrived in their more organized environment. The HelpNow system became a case study in transforming mess into clarity, demonstrating the power of scrubbing away the unnecessary to unveil the valuable.

Best practices

Scheduled data audits

Scheduled data audits are the systematic process of regularly reviewing and analyzing data within a specific timeframe to ensure accuracy, compliance, quality, and relevance. This practice is essential for businesses and organizations to maintain the integrity of their data, identify errors, and ensure adherence to regulations and standard policies.

Removing inaccurate data entries

Removing inaccurate data entries means eliminating incorrect, erroneous, or misleading information entered into a system. These inaccuracies can occur for various reasons, including human error, technological glitches, data migration issues, or a lack of standardized procedures. 

Setting up field validations

Setting up field validations is crucial in ensuring data integrity and enhancing the user experience in any application. Field validations check users' input to ensure it meets specific criteria before being processed or saved. Validation rules in Zoho Desk help you overcome this problem by arresting incorrect data even before it can enter your help desk. Refer here for more details.

Detecting duplicate data

Duplicate data detection is crucial for maintaining data integrity and accurate records. The deduplication feature in Zoho Desk helps you find duplicate records in bulk and merge them.  Refer here for more details.

Addressing data security

Addressing data security involves implementing measures and practices to protect sensitive information from unauthorized access, breaches, and other cyber threats. Encryption takes the final stand against attempts to steal your data. It completes data protection by ensuring your data can neither be damaged nor stolen in the unfortunate event of a security breach.. Refer here for more details.

Inactive record management

Inactive record management involves managing records that are no longer in active use or required for daily operations. This encompasses outdated documents, files, or data that must be preserved for prospective reference, even though they do not require frequent access. In Zoho Desk, ticket management is simplified by automating the archiving of follow-up-less tickets over six months old by a deadline.. Refer here for more details.

Integrate data with analytics

Data analysis helps identify inconsistencies. Data analytics can automatically identify and flag inconsistencies within datasets. This helps agents quickly pinpoint errors or anomalies that might go unnoticed, improving the overall data quality. Data analytics can assess the quality of the data in real-time. It can provide metrics on completeness, accuracy, and consistency, giving agents the insights needed to ensure that the data they are working with is reliable. Refer here for more details.

Summing up

Ensuring a clean and accurate database is crucial for the effective operation of Zoho Desk. Data cleaning is not simply a one-time task; it requires a continuous effort to maintain the integrity and reliability of customer information. 


Establishing clear protocols and guidelines for data cleaning will ensure that agents understand their responsibilities and take accountability for upholding data quality. Mastering data cleaning practices will enhance your success.


Please stay tuned for more Desk Module stories.

 

Cheers,

 

Kavya Rao

The Zoho Desk Team

    • Recent Topics

    • Time Tracking on Iphone doesn't stop

      When I start a time tracking session the timer starts as expected. However when I hit stop, the timer remains on that project. The only buttons available are discard and start. Start runs the timer more and discard says it will throw away the data from

    • Zoho Sign - Zoho CRM extension upgrade

      Hi everyone, We've updated Zoho Sign extension for Zoho CRM with significant internal changes. Impact on existing Zoho Sign extension users Users using the extension without customization If you are using the integration without implementing Zoho Sign's

    • Group by Owner/ Owner Kanban /Group by Custom Field

      Hi, We are missing the option of viewing Tasks grouped by their owner, as it is an essential function for us to manage our employees' working tasks. We find it hard to inspect what are the tasks that our employees are working on.  We are seeking an option

    • Flow using way too many tasks

      I built a flow that is using way too many tasks for what it is doing. I reached out to support a week ago but never heard back so hoping the community can help. Does a filter count as a task? I am seeing tons of records filtered with < 1 Sec Time Taken

    • Regarding the integration of Apollo.io with Zoho crm.

      I have been seeing for the last 3 months that your Apollo.io beta version is available in Zoho Flow, and this application has not gone live yet. We requested this 2 months ago, but you guys said that 'we are working on it,' and when we search on Google

    • Start Workflow from Deluge Script

      I have developed a customized process from our CRM that leverages a deluge script to create a statement of work document. Once the document has been created via the merge and store function, I would like the ability to start a workdrive review & approve

    • Saved Sections?

      In sites editor, the + button reveals options to add a section, element, etc. It includes Saved Sections, but I can find no way to save a section I've already created. Otherwise, is there a way to copy a section from one page to another?

    • Marketer's Space: Unable to select a sender address? Here's the fix

      Hello Marketers, Welcome back to yet another post! So you've added a sender address in Zoho Campaigns and later found that you're not able to select it while creating an email campaign. Has this ever happened to you? If so, don't worry—you're not alone.

    • Loading Project Balances in ZOHO Books for each project

      Hello, What is the best method for loading project balances actual and budget into ZOHO books to provide tracking to our project managers. We have projects and federal awards (also treated as projects) which span multiple years. We are converting from

    • Scale up your writing style with content analysis tool in Knowledge Base

      Hello everyone, Sometimes writers may have strong knowledge about the subject but may find it challenging to articulate clearly or produce comprehensible, jargon free content. To make the process easier and to ensure consistent, high-quality articles,

    • Zoho Books "Update" Trigger for Zapier?

      Hi Zoho Team, I've been in talks with Zapier about using their services to connect my Zoho Books account to various apps, but I require an additional trigger beyond the "New" trigger. I require an "Update" trigger, which will allow me to filter and create Zaps only when certain conditions are fulfilled on the Zoho Books end before I automate a separate app. Specifically this will help me create invoices in QuickBooks Online only when payments are recorded in Zoho Books, rather than when a new invoice

    • How to prevent editing of closed tickets in Zoho Desk?

      I would like to confirm whether it is possible to completely prevent agents from editing tickets once their status is set to Closed. Is there any configuration, permission, or best practice in Zoho Desk to ensure that closed tickets remain read-only and

    • Zoho Desk Limitations

      Good day, all, I would like to know whether others share my frustration with some of Zoho's limitations. Don't get me wrong, I like Desk (and I also have a subscription for Analytics), I have been with them for close to 10 years, and unfortunately, I

    • New Mandatory One-Click Unsubscribe Link Overshadowing Custom Unsubscribe Link

      I was recently informed by Zoho CRM Support that they are now mandated by the large email service providers like Google and Yahoo to provide a one-click unsubscribe option in the header (not the body) of all mass emails. I have a custom unsubscribe link

    • how to undoreconciled transaction

      how to undo reconciled transaction

    • Service Title in Service Report Template Builder

      I am currently working on the Service Report Template Builder in Zoho FSM. I have created three separate service report templates for different workflows: Preventive Maintenance Report Requested Service Report Installation Report My issue is that I cannot

    • Zoho Sign for Zoho Projects

      Documents authorization and validation with signature is now easier in project management with Zoho Projects' Zoho Sign extension. Sign documents or send them for signatures directly from tasks and issues using Zoho Sign extension in Zoho Projects. Extension

    • Deluge Learning Series – Best Practices in Deluge | December 2025

      We’re excited to bring you the next session of the Deluge Learning Series, focused entirely on writing cleaner, faster, and more reliable Deluge code. In this edition, we’ll dive deep into the essential best practices every Deluge developer should follow

    • Associate a Contact to a Campaign using deluge?

      If I want to add one record to another related list, which zoho function do I use? zoho.updateRelatedRecord is not it I don't think.  I simply want to take a "Contact" and associate it to a "Campaign" using deluge.  Can anyone help? contactId = 5122008000000796037;

    • Add "Groups" above "Users" in the Zoho Forms Left Menu

      Hi, We have Groups but you have to go to a Form and Share or use the Directory App to manage them, please add "Groups" above "Users" in the Zoho Forms Left Menu so you can manage them in 1 place within Zoho Forms too. Thanks Dan

    • Zoho Books | Product updates | October 2025

      Hello users, We’ve rolled out new features and enhancements in Zoho Books. From iOS 26 updates to viewing reports as charts, explore the updates designed to enhance your bookkeeping experience. Zoho Books Updates for Apple Devices At WWDC 2025, Apple

    • Adding Taxes to paid consultations in Zoho Bookings

      I created a 'paid' consultation under Zoho Booking and integrated it with payment gateways for online/instant payment before a booking is done. How can I add 'taxes' to the price of consultation? I can add taxes to other Zoho apps (liks Books, Checkout,

    • Zoho CRM Reports Module on Mobil App

      I have the mobile app and the reports module doesn't appear in the sidebar for some reason. I saw a Youtube video where the user had the Reports module on mobile. Is there a setting to show it on mobile? Thanks.

    • Inquiry on Help Centre Tab Customisation

      Hi Zoho team, I’m wondering if it’s possible to further customise the Help Center tabs, specifically the descriptions under Knowledge Base, Community, and Tickets. While the current setup allows customising tab names, being able to tailor the descriptions

    • Passing a form object to a function

      Suppose I have a sort_order field in multiple tables and I want to increment it by +1 onCreate of a new record. Is there a way to pass the form object as an argument into the function to keep things DRY? The following function from Zia works, but I'd

    • Can you copy and paste a page within a form?

      I have been looking at trying to copy/duplicate a whole page within a form. I can't see how I can do this without having to add all the data in again. This is very time consuming. Any help would be great.

    • Unable to sort as Descending order

      Trying to change the sort order for a lookup field (checkboxes) from Ascending to Descending and keep getting an error in Deluge that the order must be Ascending Did anyone ran into this? Thanks Eyal

    • How do I copy an email message to one or more other folders?

      I can move a message to another folder using the "move to" option but I can't figure out how to copy a message. 

    • New feature request: Allow copy of email message to another folder

      Hello Zoho team, This is a suggested new feature to allow copy an email message to either another folder or the same folder. Within the same Zoho account. This is not a support request about "label". This is a suggested new feature to allow copies of

    • Creator Simplified #11: Create a custom button to download files

      Hey there! This time, let's see how to create custom buttons to download the files uploaded in the file upload field. Sample use-case A training app has a module that provides the materials for all the available courses. Students can click on the corresponding

    • Hide horizontal lines at bottom of form

      Hi I have a page with 3 forms embedded in html snippets. On each of the forms I can hide the submit button easily but I am left with the horizontal lines that bound that section and I cannot figure out to remove them (see below for the two sets of horizontal

    • Autosaving of Form Field

      HI can anyone suggest a way of autosaving or simulating an autosave function for a specific field in a form. The story is as follows. I have a bunch of technicians who write notes on how they do a repair. Sometimes they write for a couple of hours the troubleshooting process. If they click incorrectly, press ESC, Cancel or the browser crashes the information is lost which can be heartbreaking so my guys use notepad and then copy the information in. The only way around this is to click submit on the

    • Ask the Experts 26: Brighten every customer interaction with Zoho Desk all year long

      Hello everyone, Greetings and welcome to Ask the Experts 26. As we wrap up 2025, we are excited to invite you to the 26th episode of our Ask the Expert series. 🎄The Merry Metrics Edition = Best of Zoho Desk [Best Practices + Holiday Automation + Year-End

    • Pricing calculator

      Alright, so I'm trying to create a pricing calculator/pricing report generator to use in a cabinet shop. I did all the logic and such, and the calculator works. I have a few other things that I would need it to be able to do though, I'll do my best to

    • Bug Details

      In the Bug detail the milestoneid is missing

    • Is there a way to make a button scroll down?

      Looking to have a button on a landing page scroll down to another section on the page. Any recomendations outside of coding?

    • Stop completed task lists from disappearing?

      Is there any way to stop projects from making tasks lists disappear when all the tasks in the list are completed? That's one of those little things where we're constantly fighting the product. For instance we have some projects which are ongoing - no start and end date. We use Kanban view to show the various task lists. We don't want the kanban list to disappear every time the items on it happen to be closed out. Thanks

    • Allow customers to choose meeting venue and meeting duration on booking page

      My business primarily involves one-to-one meetings with my clients. Given the hybrid-work world we now find ourselves in, these meetings can take several forms (which I think of as the meeting "venue"): In-person Zoom Phone call I currently handle these

    • Booking outside of scheduled availability

      Is there a way for staff (such as the secretary) to book appointments outside of the scheduled availability? Right now to do this special hours must be set each time. There should be a quicker way. Am I missing something?

    • Operation Questions.

      Hello, I hope you are well. To explain a little, we are a company that sells services and products with a technical team responsible for installation and maintenance. Zoho FSM can be useful for the technical team, namely for the technical coordinator

    • Next Page