Kaizen 192 - Implementing Custom Token Persistence in Python SDK

Kaizen 192 - Implementing Custom Token Persistence in Python SDK


Welcome back to another week of Kaizen!

Last week, we discussed how to implement Login with Zoho using OAuth 2.0 and saw how to bring it to life in a real-world application with the Zoho CRM Python SDK. We also discussed how Zylker Academy built a custom student portal powered by Zoho authentication.
In our sample project, we used the file-based persistence method, a simple setup where the access and refresh tokens are stored in a local file. While this method is great for getting started, it might not always fit your business requirements.
That is why our SDKs offer multiple ways to persist your tokens. 

This week, we will explore why token persistence matters for your app’s secure operation, and how to implement custom token persistence methods, including a practical example using SQLite.

Why does token persistence matter?

When a user logs in via OAuth, Zoho returns two tokens:
  • An access token (valid for one hour), used to access Zoho CRM data.
  • A refresh token, used to get a new access token when the current one expires.
If your app does not store these tokens properly, your users will be forced to log in again every time they make an API call. Or every time their access token gets expired. That is not inconvenient; it is a poor user experience.
When you use Zoho CRM SDKs, this is all handled for you behind the scenes. When you first authenticate with Zoho, the SDK stores your access and refresh tokens. Later, when a token expires, the SDK automatically uses the refresh token to get a new one. All you have to do is configure and initialize the SDK, and you are ready to start making API calls using the different methods offered by our SDKs! 

From the user’s perspective, it means:
  • They do not have to log in every time.
  • Their sessions are automatically renewed without interruption.
  • Token revocation can be done centrally.
From a developer’s perspective:
  • You can control how and where tokens are stored.
  • You have control to enforce policies like session timeouts or token cleanup.

Supported token persistence options

The Zoho CRM SDKs support three token persistence mechanisms:

File Persistence:

As we have already seen in last week's Kaizen, in this method, the tokens are stored in a local file of your choice. This can be configured while configuring and initializing the SDK. While this is simple and great for internal and local use, it might not always meet the needs of a growing business. For instance, if the file gets deleted or corrupted, you lose the tokens. It also poses a security risk, as storing tokens in files may expose them to unauthorised access if the file is not properly secured.

Database Persistence:

This stores tokens in a MySQL database, making it better suited for production environments. It is more robust and can handle larger-scale user management. 
Using this persistence method, you can only provide the following connection parameters - host, DB name, table name, username, password, and port number. 

Custom Persistence:

But what if neither of these options fits your needs? Maybe you are working in an environment without traditional storage like AWS's Secret Manager, or you prefer any other Database, or running a microservice in a container where local storage is more practical. That is where Custom Token Persistence comes in.

Custom Token Persistence

Custom persistence means you can implement your own logic for storing and retrieving OAuth tokens, instead of relying on the SDK’s default mechanism. To do this, you should create a class that implements the TokenStore interface and override a standard set of methods, each handling a specific part of the token lifecycle.

Here’s what your custom class must implement:
Method
Purpose
Return Type
find_token(self, token)
Given a token, return a full Token (OAuthToken) object from storage. Used before making any CRM API call.
Token(OAuthToken) object
save_token(self, token)
Called right after Zoho returns a new access/refresh token. Your implementation must persist it.
None
delete_token(self, id)
Delete a specific token using its unique ID.
None
get_tokens(self)
Return all stored tokens.
A list of Token(OAuthToken) objects
delete_tokens()
Delete all stored tokens. Useful during cleanup or logout.
None
find_token_by_id(id)
Retrieve a token by its unique identifier.
Token(OAuthToken) object

The token object is an instance of OAuthToken. The SDK will invoke these methods automatically as part of its flow. You just have to focus on where and how to store the tokens. With this, you can persist tokens to any storage as long as your class handles these methods correctly.

Understanding the token object

Before we dive deeper into custom token persistence, let's clarify what this token (OAuthToken) object is and how you should work with it.

The token object is an instance of OAuthToken.  This class bundles all the credentials and details the SDK needs to authenticate your API requests. Here’s what it holds:
  • access_token
  • refresh_token
  • client_id 
  • client_secret
  • redirect_url
  • expires_in
  • user_signature
  • id
  • api_domain

Implementing Custom Token Persistence with SQLite

Now that we've covered the basics of token persistence and how Zoho SDK supports custom stores, let’s dive into a practical, real-world example using SQLite as the backend for storing tokens.
SQLite is a lightweight, file-based database engine. It is perfect when you want a persistent store without the complexity of a full database server.

The CustomStoreSQLite Class

This class implements all six required methods of the TokenStore interface using SQLite as the backend. 

1. Initialization and Table Setup

When you create a CustomStoreSQLite object, it immediately checks if the token table exists in the SQLite database file zohooauth.db. If the DB or the table is missing, its __init__() method creates one with all the necessary columns to store token details like id, user_name, client_id, client_secret, refresh_token, access_token, grant_token, expiry_time, redirect_url and api_domain.


 def __init__(self):
        """
        Initializes the SQLite database and sets up the oauthtoken table if needed.
        """
        self.db_name = 'zohooauth.db'
        if not self.check_table_exists():
            connection = sqlite3.connect(self.db_name)
            cursor = connection.cursor()
            cursor.execute("CREATE TABLE  oauthtoken (id varchar(10) NOT NULL,user_name varchar(255), client_id "
                           "varchar(255), client_secret varchar(255), refresh_token varchar(255), access_token "
                           "varchar(255), grant_token varchar(255), expiry_time varchar(20), redirect_url varchar("
                           "255), api_domain varchar(255), primary key (id))")
 cursor.close()

This means the first time your app runs, it sets up its own database schema automatically.

2. Saving a Token - save_token(self, token)

Purpose:
This method is called every time Zoho returns a new token, whether after a login or a token refresh. Your implementation is responsible for safely persisting this token, typically by upserting (inserting or updating) a row in your database that uniquely identifies the token’s user and client combination.

Expected behaviour: 
The method must store the token in your custom database or storage system.
  • If a matching token already exists (based on user, refresh token, or client credentials), it should be updated.
  • If no match exists, a new entry must be created.
  • Tokens should not be duplicated. Multiple users should be managed separately.
Input Parameters: An instance of Token(OAuthToken) class containing details like access token, refresh token, user signature, client ID/secret, etc.

Return value: None. But must raise exceptions on failure.

Sample Implementation using SQLite:
Here is the logic used in the implementation of save_token() method:
  • If the user name is available, use it to update the token.
  • If no user name but the access token is available in the table, update by the access token.
  • If there is a refresh or grant token with the same client credentials, then update accordingly.
  • If none of these match, insert as a new row.

def save_token(self, token):
        if not isinstance(token, OAuthToken):
            return
        cursor = None
        connection = None
        try:
            connection = sqlite3.connect(self.db_name)
            oauth_token = token
            query = "update oauthtoken set "
            if oauth_token.get_user_signature() is not None:
                name = oauth_token.get_user_signature().get_name()
                if name is not None and len(name) > 0:
                    query = query + self.set_token(oauth_token) + " where user_name='" + name + "'"
            elif oauth_token.get_access_token() is not None and len(oauth_token.get_access_token()) > 0 and \
                    self.are_all_objects_null([oauth_token.get_client_id(), oauth_token.get_client_secret()]):
                query = query + self.set_token(
                    oauth_token) + " where access_token='" + oauth_token.get_access_token() + "'"
            elif ((oauth_token.get_refresh_token() is not None and len(oauth_token.get_refresh_token()) > 0) or
                  (oauth_token.get_grant_token() is not None and len(
                      oauth_token.get_grant_token()) > 0)) and oauth_token.get_client_id() is not None \
                    and oauth_token.get_client_secret() is not None:
                if oauth_token.get_grant_token() is not None and len(oauth_token.get_grant_token()) > 0:
                    query = query + self.set_token(
                        oauth_token) + " where grant_token='" + oauth_token.get_grant_token() + "'"
                elif oauth_token.get_refresh_token() is not None and len(oauth_token.get_refresh_token()) > 0:
                    query = query + self.set_token(
                        oauth_token) + " where refresh_token='" + oauth_token.get_refresh_token() + "'"
            query = query + " limit 1"
            try:
                cursor = connection.cursor()
                cursor.execute(query)
                if cursor.rowcount <= 0:
                    if oauth_token.get_id() is not None or oauth_token.get_user_signature() is not None:
                        if oauth_token.get_refresh_token() is None and oauth_token.get_grant_token() is None \
                                and oauth_token.get_access_token() is None:
                            raise SDKException(Constants.TOKEN_STORE, Constants.GET_TOKEN_DB_ERROR1)
                    if oauth_token.get_id() is None:
                        newId = str(self.generate_id())
                        oauth_token.set_id(newId)
                    query = "insert into oauthtoken (id,user_name,client_id,client_secret,refresh_token,access_token," \
                            "grant_token,expiry_time,redirect_url,api_domain) values (?,?,?,?,?,?,?,?,?,?);"
                    val = (token.get_id(),
                           token.get_user_signature().get_name() if token.get_user_signature() is not None else None,
                           token.get_client_id(), token.get_client_secret(), token.get_refresh_token(),
                           token.get_access_token(), token.get_grant_token(), token.get_expires_in(),
                           token.get_redirect_url(), token.get_api_domain())
                    cursor.execute(query, val)
            except Error as e:
                raise e
            finally:
                connection.commit()
                cursor.close() if cursor is not None else None
                connection.close() if connection is not None else None
        except Exception as ex:
 raise SDKException(Constants.TOKEN_STORE, Constants.SAVE_TOKEN_DB_ERROR, cause=ex)

3: Fetching a Token - find_token(self, token)

Purpose:
This is the method the SDK calls whenever it needs to make an API call on behalf of a user, but has only partial token information.
Depending on the token flow - Grant Token, Refresh Token, Access Token, or ID-based - only a specific token or ID may be provided during the API call. In such cases, find_token(self, token) method locates and return the complete OAuthToken object from storage if a matching one exists. If no matching token exists in the storage, this method will return None, and the SDK will proceed to generate a new token with the provided details and save it using the save_token(self, token) method. 

Expected behavior:
  • Based on the available details in the input token (user name, access token, refresh or grant token), this method should query storage and return a complete token object.
  • If no match is found, it should return None.
Input Parameters: A partially filled Token(OAuthToken) object.

Return value: A fully populated Token object if found, or None.

Sample Implementation using SQLite:
The find_token(self, token) method implementation does the following:
  • Dynamically builds a WHERE clause based on available attributes.
  • Queries the database for a matching record.
  • Fetches the matching record, if any, and populates the Token object with the full set of stored values (access token, refresh token, expiry time, etc.).
  • Returns the Token object if a matching record is found, or return None.
Without this method, your app wouldn’t know which token to use during API calls. For example, consider the case when a user reopens your app after hours. You have their refresh token stored. The SDK calls find_token(self, token) to get the full token and proceeds without requiring a fresh login.

def find_token(self, token):
        cursor = None
        connection = None
        try:
            connection = sqlite3.connect(self.db_name)
            if isinstance(token, OAuthToken):
                oauth_token = token
                query = "select * from oauthtoken"
                if oauth_token.get_user_signature() is not None:
                    name = oauth_token.get_user_signature().get_name()
                    if name is not None and len(name) > 0:
                        query = query + " where user_name='" + name + "'"
                elif oauth_token.get_access_token() is not None and self.are_all_objects_null(
                        [oauth_token.get_client_id(), oauth_token.get_client_secret()]):
                    query = query + " where access_token='" + oauth_token.get_access_token() + "'"
                elif oauth_token.get_refresh_token() is not None or oauth_token.get_grant_token() is not None and \
                        oauth_token.get_client_id() is not None and oauth_token.get_client_secret() is not None:
                    if oauth_token.get_grant_token() is not None and len(oauth_token.get_grant_token()) > 0:
                        query = query + " where grant_token='" + oauth_token.get_grant_token() + "'"
                    elif oauth_token.get_refresh_token() is not None and len(oauth_token.get_refresh_token()) > 0:
                        query = query + " where refresh_token='" + oauth_token.get_refresh_token() + "'"
                query = query + " limit 1"
                cursor = connection.cursor()
                cursor.execute(query)
                result = cursor.fetchone()
                if result is None:
                    return None
                self.set_merge_data(oauth_token, result)
        except Exception as ex:
            raise SDKException(Constants.TOKEN_STORE, Constants.GET_TOKEN_DB_ERROR1, cause=ex)
        finally:
            cursor.close() if cursor is not None else None
            connection.close() if connection is not None else None
        return token

4: Deleting a Token - delete_token(self, id)

Purpose:
Delete a specific token record from storage based on a unique token ID. It is commonly used when a user logs out or an admin revokes access for a user.

Expected behaviour:
  • Locate the token record by its unique ID.
  • Delete the corresponding record from storage.
Input Parameters: The token ID to be deleted.

Return values: None

Sample Implementation using SQLite:

def delete_token(self, id):
        cursor = None
        try:
            connection = sqlite3.connect(self.db_name)
            try:
                cursor = connection.cursor()
                query = "delete from oauthtoken where id= " + id + ";"
                cursor.execute(query)
                connection.commit()
            except Error as ex:
                raise ex
            finally:
                cursor.close() if cursor is not None else None
                connection.close() if connection is not None else None
        except Error as ex:
            raise SDKException(code=Constants.TOKEN_STORE, message=Constants.DELETE_TOKEN_DB_ERROR, cause=ex)

5: Deleting All Tokens - delete_tokens(self)

Purpose: Delete all tokens from storage, typically used for global logout or cleanup scenarios.

Expected behaviour: Remove all token records from storage in a single operation.

Input Parameters: None

Return Values: None

Sample Implementation using SQLite:

def delete_tokens(self):
        cursor = None
        try:
            connection = sqlite3.connect(self.db_name)
            try:
                cursor = connection.cursor()
                query = "delete from oauthtoken;"
                cursor.execute(query)
                self.connection.commit()
            except Error as ex:
                raise ex
            finally:
                cursor.close() if cursor is not None else None
                connection.close() if connection is not None else None
        except Error as ex:
            raise SDKException(code=Constants.TOKEN_STORE, message=Constants.DELETE_TOKENS_DB_ERROR, cause=ex)

6: Fetch all tokens - get_tokens(self)

Purpose: Retrieve all currently stored tokens.

Expected behaviour:
  • Query storage for all token records.
  • Construct and return a list of token objects 
Input Parameters: None

Return Value: A list of Token objects representing all stored tokens.

Sample Implementation using SQLite:


def get_tokens(self):
        cursor = None
        try:
            connection = sqlite3.connect(self.db_name)
            tokens = []
            try:
                cursor = connection.cursor()
                query = "select * from oauthtoken;"
                cursor.execute(query)
                results = cursor.fetchall()
                for result in results:
                    oauth_token = object.__new__(OAuthToken)
                    self.set_oauth_token(oauth_token)
                    self.set_merge_data(oauth_token, result)
                    tokens.append(oauth_token)
                return tokens
            except Error as ex:
                raise ex
            finally:
                cursor.close() if cursor is not None else None
                connection.close() if connection is not None else None
        except Error as ex:
            raise SDKException(code=Constants.TOKEN_STORE, message=Constants.GET_TOKENS_DB_ERROR, cause=ex)

7. Finding a Token by ID - find_token_by_id(self, id)

Purpose: Retrieve a specific token by its unique id.

Expected behaviour:
  • Search storage for a token with the given ID.
  • If found, return the complete token object; if not, return None.
Input Parameters: The unique identifier of the token (id)

Return Values: Returns a fully populated Token(OAuthToken) object if found; otherwise, returns None.

Sample Implementation using SQLite:
This method should follows a similar pattern to find_token, but use the unique id as the search key.

 def find_token_by_id(self, id):
        cursor = None
        try:
            connection = sqlite3.connect(self.db_name)
            try:
                query = "select * from oauthtoken where id='" + id + "'"
                oauth_token = object.__new__(OAuthToken)
                self.set_oauth_token(oauth_token)
                cursor = connection.cursor()
                cursor.execute(query)
                results = cursor.fetchall()
                if results is None or len(results) <= 0:
                    raise SDKException(Constants.TOKEN_STORE, Constants.GET_TOKEN_BY_ID_DB_ERROR)
                for result in results:
                    self.set_merge_data(oauth_token, result)
                    return oauth_token
            except Error as ex:
                raise ex
            finally:
                cursor.close() if cursor is not None else None
                connection.close() if connection is not None else None
        except Error as ex:
            raise SDKException(code=Constants.TOKEN_STORE, message=Constants.GET_TOKEN_BY_ID_DB_ERROR, cause=ex)


Please find the complete custom_store_sqlite.py file here.

How to use this in your project

To start using this custom token persistence class in your own Python project, follow these steps:
  • Download the custom_store_sqlite.py and place this inside your project directory.
  • Import the class in the script where you initialize the SDK. In our sample project, this is the record.py file.
    from store.custom_store_sqlite import CustomStoreSQLite
  • In the SDK configuration, use the CustomStoreSQLite method instead of the FireStore method:

def init(self, client_id, code, location, redirect_url):
        environment = DataCenter.get(location)
        client_secret = "17565609051856218813123b9a98de52c301722b7d"
        logger = Logger.get_instance(level=Logger.Levels.INFO,
                                     file_path="./logs.txt")
        store = CustomStoreSQLite()
        token = OAuthToken(client_id=client_id,
                           client_secret=client_secret,
                           grant_token=code,
                           redirect_url=redirect_url)
        Initializer.initialize(environment=environment,
                               token=token,
                               logger=logger,
 store=store)

That’s it! With this, all token operations (save, fetch, delete) will be routed through your custom store backed by SQLite.


The above video demonstrates this is in action. You can see what the database looks like when populated. 

More Custom Persistence Implementations

The advantage of using Zoho CRM SDKs is that it doesn't box you in. You are free to implement token persistence in a way that fits your business logic, team expertise, or project requirements. Whether you prefer SQLite, NoSQL, or something entirely different, the SDK gives you full control through the TokenStore interface.

In the SQLite example above, we walked through how to implement a custom store using a persistent file-based database. You need to implement all the methods as explained in the previous section, no matter where you decide to persist your tokens. 

To make things easier, we have included two additional reference implementations:
  • An in-memory store, where tokens are stored in a dictionary
  • A list-based store, which keeps token records as simple lists
Each one fully implements the required methods of the TokenStore interface.

SQLite In-Memory DB

This implementation uses SQLite's in-memory mode (using ":memory:") to store tokens in RAM. Here, we have implemented all the required methods from the TokenStore interface: find_token(), save_token(), delete_token(), get_tokens(), delete_tokens() and find_token_by_id().

Please find the custom_store_in_memory.py file here.

List-Based Persistence Using Simple Lists

The second reference implementation is a list-based token store that keeps token records in an in-memory Python list of lists. Each inner list represents a token’s attributes, such as ID, user signature, client ID, access token, refresh token, and so on.
This custom store fully implements all required methods from the TokenStore interface.

Please find the custom_store_list.py file here.

We hope this was useful and gives you enough info to build your own token persistence methods tailored to your needs. We used Python SDK here, but you can apply the same logic with any of our other SDKs. It is all the same logic, just different programming languages. Just remember to implement the required methods exactly as expected by the SDK, as explained here.

Give it a try, and please let us know how it goes or if you hit any bumps!  Comment below, or send an email to support@zohocrm.com. We will be waiting to hear from you!

Happy coding!

We are excited to be approaching the 200th post in our Kaizen series! As we get closer to this milestone, we would love to hear from you. Have questions, suggestions, or topics you would like us to cover in our future Kaizen posts? Your feedback helps us make the series even better.
 
Please take a moment to share your thoughts with us using this form - we'd really appreciate it!

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                                  • Recent Topics

                                  • Has anyone integrated SMS well for Zoho Desk?

                                    Our company does property management and needs to be able to handle inbound sms messages which create a ticket for Zoho Desk.  We then need to be able to reply back from Zoho desk which sends the user an sms message.  This seems like a fairly common thing to need - sms handling for support tickets.  There is basically no good information from any third party vendor for Zoho Desk, while there is a ton for CRM.  Zoho is pretty unhelpful when I've reached out to them, and a lot of vendors just direct

                                  • Issue with Save & Share Link – Works for Others but Not Creator

                                    I’ve enabled the "Save and Share" feature in Zoho Forms, and it works correctly for all users accessing the public link—except for me (the form creator). Issue Details: When I save and share the link, recipients see a “no permission” error. The form is

                                  • Save the pdf report from a registration form in a Folder

                                    Through Zoho Forms I created a registration form with quite a lot of rules to handle different variables (TEAM types, payment in installments, etc.), and the result is pretty good. The automatic PDF that is sent to the respondent upon submission is already

                                  • zoho forms integration to zoho work drive

                                    Scenario: A user fills out a Zoho Form, entering details such as email, mobile number, and other required information, and uploads supporting documents like PAN, Aadhaar, etc. Upon submission, the data is available in Zoho Forms Reports. Requirement:

                                  • Zoho Forms to Zoho CRM Integration failed - can I restart it?

                                    The integration of Zoho Form to Zoho CRM has failed. Is there a way for me to restart it for the impacted entry?

                                  • insert an equation, but in document, it shows an image not available.

                                    I'm new to Zoho writer and used Zoho writer in desktop app version . When I inserted an equation, I got an image not available sign. Any help is appreciated. Thanks, Charles

                                  • Integración Books para cumplir la ley Crea y Crece y Ley Antifraude (VeriFactu)

                                    Hola: En principio, en julio de 2025, entra en vigor la ley Crea y Crece y Ley Antifraude (VeriFactu). ¿Sabéis si Zoho va a cumplir con la ley para cumplir con la facturación electrónica conectada a Hacienda? Gracias

                                  • Zoho Desk Android app update - Swipe action customization

                                    Hello everyone! We have brought in support for the swipe action customization in latest version(v2.9.13) of the Zoho Desk Android app update, enabling you to configure left and right swipe gestures on tickets to carry out the actions swiftly without opening

                                  • Import KB template OR Export template for zoho desk?

                                    Greetings. Can you tell me if there is a way to get an EXPORT of my KB articles? OR is there a template you supply for importing KB articles into my zoho desk? I am looking for a method of understanding what fields can be imported, and what their possible

                                  • XML format to import knowledgebase into Zoho Desk

                                    Hi, We just started to use Zoho Desk and want to import our knowledgebase from our old support system (Freshdesk) to Zoho Desk. Can anyone give us information about the format of xml file to import? There is no explanation on the related page.

                                  • Zoho Desk integration with Power BI

                                    Hi, I want to be able to create a Power BI report which has live updates of ticket data from zoho desk, is this possile at all? Thanks Jack

                                  • How do I set up this automation correctly?

                                    When contacts enter my Subscribers list, I want it to reference a custom field to see if it is empty. Then I want it to do two things: If empty: Assign a tag based on a different custom field. If that custom field is empty, assign a different tag. If

                                  • Enhanced data export features: XLSX format, custom character encoding, and selective record export

                                    Greetings all, Here are a few enhancements related to exporting CRM data, including the ability to export data in XLSX file format now. The Export feature under Data Administration now offers new options that expand its flexibility and enable users to

                                  • Arranging Ticket Templates

                                    Is there any way to arrange our ticket templates? It doesn't look very organised when it's just arranged according to when they were created. We want the list to look more organised, by arranging/grouping them by topics, or even just by alphabetical

                                  • 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

                                  • What they mean with "Portal"?

                                    I just downloaded this app to take my personal notes on digital art studio because it seemed to me the most comfortable app to do it, I use it very often, what do they mean by “no activity on your portal”? I have about 1 year of work here and I don't

                                  • Client Script refuses to set an initial value in Subform field

                                    I tried a very simple, 1 line client script to set a default value in a custom subform field when the "Add Row" button is clicked and the user is entering data. It does not work - can someone tell me why? ZDK documentation suggests this should be doable.

                                  • Inactive User Auto Response

                                    We use Zoho One, and we have a couple employees that are no longer with us, but people are still attempting to email them. I'd like an autoresponder to let them no the person is no longer here, and how they can reach us going forward. I saw a similar

                                  • favorites no longer listed

                                    Hello, I can no longer navigate to my Favorites from the pulldown at the top of my grid view (see attached screenshot). I wasn't able to find it anywhere! Please help me display my Favorites. Thank you!

                                  • Notecards Disappeared

                                    Got a new phone. Downloaded and signed in Zoho Notebook. Not finding the Note cards. Just Empty Note books. Frustrating.

                                  • Zoho Assist not rendering NinjaTrader chart properly

                                    Hi everyone. Just installed and testing Zoho Assist. I want to display my laptop' screen (Windows 11) on a monitor connected to my Mac mini. The laptop is running a stock trading program called NinjaTrader. Basically, when running, this program displays

                                  • Aggregating the First Value in the Group By of a dataset

                                    Hi I am trying to get the following Aggregate Formula to work in my chart, but cannot seem to get the right format. I have a series of data that I am running an include_groupby and want to SUM only a column in the first row of each group. So for example.

                                  • Problem with reports due to "Connected" items change - Yes this IS a problem

                                    Now that the change has been made to use "connected" items I can no longer run the reporting I need in CRM. I should be able to start with Deals as the parent, connect down to the Account (Account_Name) on the deal as the child, then to any child items

                                  • Attach Files to Your Notecards and share them on the go!

                                    Hey everyone! We’re excited to share a feature many of you have been asking for — you can now attach files directly to your text notecards and share with ease! 🙌 This update was built with your feedback in mind, especially for those who wanted a simple

                                  • Problem for EU users connecting Zoho CRM through Google Ads for Enhanced conversions

                                    Has anyone else experienced this problem when trying to connect Zoho CRM through Google Ads interface to setup enhanced conversions? Did you guys get it fixed somehow? The Problem: The current Google Ads integration is hardcoded to use Zoho's US authentication

                                  • Desk x CRM Integration

                                    Howdy! We currently use SalesIQ but we are considering moving across to Desk as it seems to have more functionality that we want. One of the pulls is the ability for our customers to self serve. But, I might be getting over excited and not actually need

                                  • Zoho Tables instead of Zoho Creator Spreadsheet reports <3

                                    That would make my day for sure. Zoho Creator is create, but miss data entering as AirTable/Spreadsheet can. Seeing Zoho putting effort in this makes me think maybe one day we could see a similar interface for Zoho Creator spreadsheet reports. B.

                                  • Empowered Custom Views: Cross-Module Criteria Now Supported in Zoho CRM

                                    Hello everyone, We’re excited to introduce cross-module criteria support in custom views! Custom views provide personalized perspectives on your data and that you can save for future use. You can share these views with all users or specific individuals

                                  • Zoho Sheet - Desktop App or Offline

                                    Since Zoho Docs is now available as a desktop app and offline, when is a realistic ETA for Sheet to have the same functionality?I am surprised this was not laucned at the same time as Docs.

                                  • COQL order by COUNT not working

                                    Dear community, I am trying to get a list of deal amounts per planner working on it and sorted to get see who has the least amount of deals. For some reason, I am unable to use sort by in combination with a COUNT. My original code was: query = "select

                                  • I want to duplicate a report and name it something else

                                    Hi, I have created a report, and now want to reproduce it and call it something else. so that I will end up with TWO separate reports with different titles. Please tell me how do I copy / reproduce a report please

                                  • Zoho CRM: Sales Rep Professional Certification Program on Coursera

                                    We are happy to share that we have published the Zoho Sales Representative Professional Certificate in partnership with Coursera, a leading platform for online learning and career development that offers access to courses and degrees from leading universities

                                  • OS X Notebook quits immediately upon launch

                                    NoteBook for OS X (Sequoia, but also under Sonoma) always quits immediately upon launch (so I cannot use the "Attach user log" option). I've restarted my MacBook but the problem persists. If it helps, attached is a diagnostic report from Library>Log

                                  • Can External users upload files or images to WorkDrive?

                                    I want to know if it is possible for someone externally through a link and PW be able to upload files and images onto WorkDrive?

                                  • Multi-line fields character limits

                                    Is there a way to set the character limit higher on multi-line fields so that we are not losing information pasted into the field? When the text is entered or pasted, there is no error to say that the text is too large. After saving and going back to view most of the text is gone.   Also, when viewing the resume, the text is not wrapped in the multi line fields and can t be read without scrolling across the page.

                                  • Created Date/Invalid Fields

                                    Since Saturday we have suddenly had issues with our webhooks and data retrieval from CRM. Specifically how Created Date is handled. It appears there was some sort of change within CRM that broke a lot of our code that has been in place for several years.

                                  • Taz bot not working — What should I do to resolve this issue?

                                    I am experiencing issues with the Taz bot in Zoho Cliq—not receiving responses or it does not seem to work as expected. Could you please explain why the Taz bot might not be functioning and what steps I should take to resolve this issue? Thank you!

                                  • Zoho Calendar soft bounce on @hotmail.com and @yahoo.com email addresses

                                    Hello, our Zoho calendar recently does not send the calendar invites to emails with hotmail and yahoo domains and comes back with a "soft bounce". other domains like Gmail works fine. Also sending "email" to the same emails to the above domains work well

                                  • OneNote Migration

                                    I am trying to migrate two notebooks from OneNote. For five days now I have had no notification that migration has completed and the migration page show 50% complete - one notebook completed one not finished. It just stays like this. I am unable to cancel

                                  • Need Easy Way to Update Item Prices in Bulk

                                    Hello Everyone, In Zoho Books, updating selling prices is taking too much time. Right now we have to either edit items one by one or do Excel export/import. It will be very useful if Zoho gives a simple option to: Select multiple items and update prices

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