Kaizen 131 - Bulk Write for parent-child records using Scala SDK

Kaizen 131 - Bulk Write for parent-child records using Scala SDK

Hello and welcome back to this week's Kaizen!
Last week, we discussed how to configure and initialize the Zoho CRM Scala SDK. This week, we will be exploring the Bulk Write API and its capabilities. Specifically, we will focus on executing bulk write operations for parent-child records in a single operation, and how to do this using Scala SDK.

Quick Recap of Bulk Write API

Bulk Write API facilitates efficient insertion, updation, or upsertion of large datasets into your CRM account. It operates asynchronously, scheduling jobs to handle data operations. Upon completion, notifications are sent to the specified callback URL or the job status can be checked periodically.

When to use Bulk Write API?

  • When scheduling a job to import a massive volume of data.
  • When needing to process more than 100 records in a single API call.
  • When conducting background processes like migration or initial data sync between Zoho CRM and external services.

Steps to Use Bulk Write API:

  1. Prepare CSV File: Create a CSV file with field API names as the first row and data in subsequent rows.
  2. Upload Zip File: Compress the CSV file into a zip format and upload it via a POST request.
  3. Create Bulk Write Job: Use the uploaded file ID, callback URL, and field API names to create a bulk write job for insertion, update, or upsert operations.
  4. Check Job Status: Monitor job status through polling or callback methods. Status could be ADDED, INPROGRESS, or COMPLETED.
  5. Download Result: Retrieve the result of the bulk write job, typically a CSV file with job details, using the provided download URL.
In our previous Kaizen posts - Bulk Write API Part I and Part II, we have extensively covered the Bulk Write API, complete with examples and sample codes for the PHP SDK. We highly recommend referring to those posts before reading further to gain a better understanding of the Bulk Write API.
With the release of our V6 APIs, we have introduced a significant enhancement to our Bulk Write API functionality. Previously, performing bulk write operations required separate API calls for parent and each child module. But with this enhancement, you can now import them all in a single, operation or API call.

Field Mappings for parent-child records in a single API call

When configuring field mappings for bulk write operations involving parent-child records in a single API call, there are two key aspects to consider: creating the CSV file containing the data and constructing the input JSON for the bulk write job. 

Creating the data CSV file:

To set up the data for a bulk write operation involving parent-child records, you need to prepare separate CSV files - one for the parent module records, and one each for each child module records. In these CSV files, appropriate field mappings for both parent and child records need to be defined. 

The parent CSV file will contain the parent records, while the child CSV file will contain the child records. To make sure that each child record is linked to its respective parent record, we will add an extra column (MappingID in the image below) to both the parent and child CSV files. This column will have a unique identifier value for each parent record. For each record in the child CSV file, the value in the identifier column should match the value of the identifier of the parent record in the parent CSV file. This ensures an accurate relationship between the parent and child records during the bulk write operation.

Please be aware that the mapping of values is solely dependent on the mappings defined in the input JSON. In this case, the column names in the CSV file serve only as a reference for you. Please refer to the notes section towards the end of this document for more details.


Creating the CSV file remains consistent across all types of child records, and we have already discussed how each child record is linked to its respective parent record in the CSV file. To facilitate the same linkage in the input JSON, we have introduced a new key called parent_column_index. This key assists us in specifying which column in the child module's CSV file contains the identifier or index linking it to the parent record. In the upcoming sections, we will explore preparing the input JSON for various types of child records.

Additionally, since we have multiple CSV files in the zip file, we have introduced another new key named file_names in resources array. file_names helps in correctly mapping each CSV file to its corresponding module.

Ensure that when adding parent and child records in a single operation, the parent module details should be listed first, followed by the child module details in the resource array of the input body.

1. Multiselect Lookup Fields

In scenarios involving multiselect lookup fields, the Bulk Write API now allows for the import of both parent and child records in a single operation.
In the context of multiselect lookup fields, the parent module refers to the primary module where the multiselect lookup field is added. For instance, in our example, consider a multiselect lookup field in the Leads module linking to the Products module.

Parent Module : Leads 
Child module : The linking module that establishes the relationship between the parent module and the related records (LeadsXProducts)

Here are the sample files for the "LeadsXProducts" case:

Leads.csv (Parent)

LeadsXProducts.csv (Child)

Given below is a sample input JSON for this bulk write job. Please note that the index of the child linking column should be mapped under the key index, and the index of the parent column index should be mapped under parent_column_index. 

To map the child records to their corresponding parent records (linking module), you must use the field API name of the lookup field that links to the parent module. For example, in this case, the API name of the lookup field linking to the Leads module from the LeadsXProducts is Leads.

{
"operation": "insert",
"ignore_empty": true,
"callback": {
"method": "post"
},
"resource": [
{
"type": "data",
"module": { 
"api_name": "Leads" //parent module API name
},
"file_id": "4876876000006855001",
"file_names": [
"Leads.csv" //parent records CSV file
],
"field_mappings": [ // field mappings for the parent record fields
{
"api_name": "Company", //field API name
"index": 0 //index in the CSV file
},
{
"api_name": "First_Name",
"index": 1
},
{
"api_name": "Last_Name",
"index": 2
},
{
"api_name": "Email",
"index": 3
},
{
"api_name": "Phone",
"index": 4
}
]
},
{
"type": "data",
"module": { 
"api_name": "LeadsXProducts" //child module API name
},
"file_id": "4876876000006855001",
"file_names": [
"LeadsXProducts.csv" //child records CSV file
],
"field_mappings": [
{
"api_name": "Products",
"find_by": "id",
"index": 0
},
{
"api_name": "Leads", //field API name of the lookup field in the Linking Module
"parent_column_index": 5, // the index of the identifier column in the parent CSV file
"index": 1 //index of the identifier column in the child CSV file
}
]
}
]
}

The following is a sample code snippet for the Scala SDK, to achieve the same functionality. Find the complete code here.

var module = new MinifiedModule() // Create a new instance of MinifiedModule
module.setAPIName(Option("Leads")) // Set the API name for the module to "Leads"
resourceIns.setModule(Option(module))
resourceIns.setFileId(Option("4876876000006899001")) // Set the file ID for the resource instance 
resourceIns.setIgnoreEmpty(Option(true))
var filenames = new ArrayBuffer[String] // Create a new ArrayBuffer to store file names
filenames.addOne("Leads.csv")
resourceIns.setFileNames(filenames) // Set the file names for the resource instance
// Create a new ArrayBuffer to store field mappings
var fieldMappings: ArrayBuffer[FieldMapping] = new ArrayBuffer[FieldMapping]
// Create a new FieldMapping instance for each field
var fieldMapping: FieldMapping = null
fieldMapping = new FieldMapping
fieldMapping.setAPIName(Option("Company"))
fieldMapping.setIndex(Option(0))
fieldMappings.addOne(fieldMapping)
.
.
// Set the field mappings for the resource instance
resourceIns.setFieldMappings(fieldMappings)
resource.addOne(resourceIns)
requestWrapper.setResource(resource)
resourceIns = new Resource
resourceIns.setType(new Choice[String]("data"))
module = new MinifiedModule()
module.setAPIName(Option("LeadsXProducts"))
resourceIns.setModule(Option(module))
resourceIns.setFileId(Option("4876876000006899001"))
resourceIns.setIgnoreEmpty(Option(true))
filenames = new ArrayBuffer[String]
filenames.addOne("LeadsXProducts.csv")
resourceIns.setFileNames(filenames)
fieldMappings = new ArrayBuffer[FieldMapping]
fieldMapping = new FieldMapping
fieldMapping.setAPIName(Option("Products"))
fieldMapping.setFindBy(Option("id"))
fieldMapping.setIndex(Option(0))
fieldMappings.addOne(fieldMapping)
fieldMapping = new FieldMapping
fieldMapping.setAPIName(Option("Leads")) //Specify the API name of the lookup filed in the Linking Module
fieldMapping.setParentColumnIndex(Option(5)) //Specify the index of the identifier column in the parent CSV file
fieldMapping.setIndex(Option(1)) //Specify the index of the identifier column in the child CSV file
fieldMappings.addOne(fieldMapping)
resourceIns.setFieldMappings(fieldMappings)
resource.addOne(resourceIns)
requestWrapper.setResource(resource)

2. Multi-User Lookup fields

In case of multi-user lookup fields, the parent module remains the module where the multi-user field is added. The child module is the lookup module created to facilitate this relationship.
For instance, let's consider a scenario where a multi-user field labeled Referred By is added in the Leads module, linking to the Users module.

Parent module : Leads 
Child module : The linking module, LeadsXUsers.

To get more information about the child module, please utilize the Get Modules API. You can get the details of the fields within the child module using the Fields API. 
Here is a sample CSV for adding a multi-user field records along with the parent records:

LeadsXUsers.csv

Please ensure that you create a zip file containing the corresponding CSV files, upload it to the platform and then initiate the bulk write job using the file ID. The values for index and parent_column_index will vary based on your specific CSV files.

To create a bulk write job using Create Bulk Write job API, add the following code snippet to your resource array.
{
"type": "data",
"module": { 
"api_name": "Leads_X_Users" // child module
},
"file_id": "4876876000006887001",
"file_names": [
"LeadsXUsers.csv" //child records CSV file name
],
"field_mappings": [
{
"api_name": "Referred_User",
"find_by": "id",
"index": 0
},
{
"api_name": "userlookup221_11", //API name of the Leads lookup field in LeadsXUsers module
"parent_column_index": 5, // the index of the identifier column in the parent CSV file
"index": 1 // the index of the identifier column in the child CSV file
}
]
}

To do the same using Scala SDK, add the following code snippet to your code:

resourceIns = new Resource
resourceIns.setType(new Choice[String]("data"))
module = new MinifiedModule()
module.setAPIName(Option("Leads_X_Users"))
resourceIns.setModule(Option(module))
resourceIns.setFileId(Option("4876876000006904001"))
resourceIns.setIgnoreEmpty(Option(true))
filenames = new ArrayBuffer[String]
filenames.addOne("LeadsXUsers.csv")
resourceIns.setFileNames(filenames)
fieldMappings = new ArrayBuffer[FieldMapping]
fieldMapping = new FieldMapping
fieldMapping.setAPIName(Option("Referred_User"))
fieldMapping.setFindBy(Option("id"))
fieldMapping.setIndex(Option(0))
fieldMappings.addOne(fieldMapping)
fieldMapping = new FieldMapping
fieldMapping.setAPIName(Option("userlookup221_11"))
fieldMapping.setParentColumnIndex(Option(5))
fieldMapping.setIndex(Option(1))
fieldMappings.addOne(fieldMapping)
resourceIns.setFieldMappings(fieldMappings)
resource.addOne(resourceIns)
requestWrapper.setResource(resource)

3. Subform data

To import subform data along with parent records in a single operation, you must include both the parent and subform CSV files within a zip file and upload it. In this context, the parent module refers to the module where the subform is added, and the child module is the subform module.

For instance, consider a subform named Alternate Address in the Leads module, with fields such as City and State. 

Parent module : Leads
Child module : Alternate_Address (api name of the Subform module). 

In the subform CSV file (Alternate_Address.csv), in addition to the data columns, include a column to denote the linkage to the parent record.
Once the zip file containing both the parent and subform CSV files is prepared, proceed to upload it to initiate the import process. When you create the bulk write job, ensure to specify the appropriate values for index and parent_column_index based on your specific CSV files in the input.

Here is a sample CSV for the subform data, corresponding to the parent CSV provided earlier.

Alternate_Address.csv

To create a bulk write job using Create Bulk Write job API to import the subform data, add the following code snippet to your resource array.

{
"type": "data",
"module": { 
"api_name": "Alternate_Address" //Subform module API name
},  
"file_id": "4876876000006915001",
"file_names": [
"Alternate_Address.csv" //child (subform) records CSV
],
"field_mappings": [
{
"api_name": "State",
"index": 0
},
{
"api_name": "City",
"index": 1
},
{
"api_name": "Parent_Id", //Leads lookup field in the subform module
"parent_column_index": 5,
"index": 2
}
]
}

To do the same using Scala SDK, add the following code snippet to your code:

resourceIns = new Resource
resourceIns.setType(new Choice[String]("data"))
module = new MinifiedModule()
module.setAPIName(Option("Alternate_Address"))
resourceIns.setModule(Option(module))
resourceIns.setFileId(Option("4876876000006920001"))
resourceIns.setIgnoreEmpty(Option(true))
filenames = new ArrayBuffer[String]
filenames.addOne("Alternate_Address.csv")
resourceIns.setFileNames(filenames)
fieldMappings = new ArrayBuffer[FieldMapping]
fieldMapping = new FieldMapping
fieldMapping.setAPIName(Option("State"))
fieldMapping.setIndex(Option(0))
fieldMappings.addOne(fieldMapping)
fieldMapping = new FieldMapping
fieldMapping.setAPIName(Option("City"))
fieldMapping.setIndex(Option(1))
fieldMappings.addOne(fieldMapping)
fieldMapping = new FieldMapping
fieldMapping.setAPIName(Option("Parent_Id"))
fieldMapping.setParentColumnIndex(Option(5))
fieldMapping.setIndex(Option(2))
fieldMappings.addOne(fieldMapping)
resourceIns.setFieldMappings(fieldMappings)
resource.addOne(resourceIns)
requestWrapper.setResource(resource)

4. Line Items

To import line items along with the parent records, an approach similar to handling subform data is used. The parent module is the module housing the parent records, while the child module corresponds to the line item field.

For instance, in the Quotes module, to import product details within the record, the child module should be Quoted_Items. 

Here is a sample CSV for importing the parent records to the Quotes module:

Quotes.csv

Given below is a sample CSV to add the product details in Quoted Items:

Quoted_Items.csv

Now to create a bulk write job for these records, here is a sample input JSON:

{
"operation": "insert",
"ignore_empty": true,
"callback": {
"method": "post"
},
"resource": [
{
"type": "data",
"module": { 
"api_name": "Quotes"
},
"file_id": "4876876000006949001",
"file_names": [
"Quotes.csv"
],
"field_mappings": [
{
"api_name": "Subject",
"index": 0
},
{
"api_name": "Deal_Name",
"find_by" : "id",
"index": 1
},
{
"api_name": "Quote_Stage",
"index": 2
},
{
"api_name": "Account_Name",
"find_by" : "id",
"index": 3
}
]
},
{
"type": "data",
"module": { 
"api_name": "Quoted_Items"
},
"file_id": "4876876000006949001",
"file_names": [
"Quoted_Items.csv"
],
"field_mappings": [
{
"api_name": "Product_Name",
"find_by" : "id",
"index": 0
},
{
"api_name": "Quantity",
"index": 1
},
{
"api_name": "Parent_Id",
"parent_column_index": 4,
"index": 2
}
]
}
]
}

To do the same using Scala SDK, add this code snippet to your file:

val bulkWriteOperations = new BulkWriteOperations
val requestWrapper = new RequestWrapper
val callback = new CallBack
callback.setUrl(Option("https://www.example.com/callback"))
callback.setMethod(new Choice[String]("post"))
requestWrapper.setCallback(Option(callback))
requestWrapper.setCharacterEncoding(Option("UTF-8"))
requestWrapper.setOperation(new Choice[String]("insert"))
requestWrapper.setIgnoreEmpty(Option(true))
val resource = new ArrayBuffer[Resource]
var resourceIns = new Resource
resourceIns.setType(new Choice[String]("data"))
var module = new MinifiedModule()
module.setAPIName(Option("Quotes"))
resourceIns.setModule(Option(module))
resourceIns.setFileId(Option("4876876000006953001"))
resourceIns.setIgnoreEmpty(Option(true))
var filenames = new ArrayBuffer[String]
filenames.addOne("Quotes.csv")
resourceIns.setFileNames(filenames)
var fieldMappings: ArrayBuffer[FieldMapping] = new ArrayBuffer[FieldMapping]
var fieldMapping: FieldMapping = null
fieldMapping = new FieldMapping
fieldMapping.setAPIName(Option("Subject"))
fieldMapping.setIndex(Option(0))
fieldMappings.addOne(fieldMapping)
fieldMapping = new FieldMapping
fieldMapping.setAPIName(Option("Deal_Name"))
fieldMapping.setFindBy(Option("id"))
fieldMapping.setIndex(Option(1))
fieldMappings.addOne(fieldMapping)
fieldMapping = new FieldMapping
fieldMapping.setAPIName(Option("Quote_Stage"))
fieldMapping.setIndex(Option(2))
fieldMappings.addOne(fieldMapping)
fieldMapping = new FieldMapping
fieldMapping.setAPIName(Option("Account_Name"))
fieldMapping.setIndex(Option(3))
fieldMapping.setFindBy(Option("id"))
fieldMappings.addOne(fieldMapping)
resourceIns.setFieldMappings(fieldMappings)
resource.addOne(resourceIns)
requestWrapper.setResource(resource)
resourceIns = new Resource
resourceIns.setType(new Choice[String]("data"))
module = new MinifiedModule()
module.setAPIName(Option("Quoted_Items"))
resourceIns.setModule(Option(module))
resourceIns.setFileId(Option("4876876000006953001"))
resourceIns.setIgnoreEmpty(Option(true))
filenames = new ArrayBuffer[String]
filenames.addOne("Quoted_Items.csv")
resourceIns.setFileNames(filenames)
fieldMappings = new ArrayBuffer[FieldMapping]
fieldMapping = new FieldMapping
fieldMapping.setAPIName(Option("Product_Name"))
fieldMapping.setFindBy(Option("id"))
fieldMapping.setIndex(Option(0))
fieldMappings.addOne(fieldMapping)
fieldMapping = new FieldMapping
fieldMapping.setAPIName(Option("Quantity"))
fieldMapping.setIndex(Option(1))
fieldMappings.addOne(fieldMapping)
fieldMapping = new FieldMapping
fieldMapping.setAPIName(Option("Parent_Id"))
fieldMapping.setParentColumnIndex(Option(4))
fieldMapping.setIndex(Option(2))
fieldMappings.addOne(fieldMapping)
resourceIns.setFieldMappings(fieldMappings)
resource.addOne(resourceIns)
requestWrapper.setResource(resource)

Notes : 

  • When importing a single CSV file (parent or child module records separately), field_mappings is an optional key in the resource array. If you skip this key, the field mappings must be defined using the column names in the CSV file. In such cases, the column names should correspond to the field API names. Additionally, all columns should be mapped with the correct API names, and there should not be any extra unmapped columns.
  • When importing parent and child records in a single API call, field_mappings is a mandatory key.
  • The identifier column in the parent and child CSV can have different column names, as the mapping is done based on the input JSON.

Points to remember

  • An uploaded file can be used for a single bulk write job only. If you want to retry the operation with the same data, upload the file again to generate a new file ID.
  • When adding parent and child records in a single operation, ensure that the parent module comes first, followed by the child module details in the resource array of the input body.
  • The parent and all child CSV files should be zipped into a single file and uploaded. You cannot use more than one zip file in a single bulk write job. 
  • Define appropriate mappings for both parent and child records using the parent_column_index and index key to establish the relationship.
  • Utilize the resources > file_names key to map the correct CSV with the appropriate module
  • For each parent in the parent records file:
    • By default, the limit for Subforms and Line Items is set to 200. While you can configure this limit for subforms in the UI, customization options are not available for Line Items.
    • MultiSelect Lookup fields have a maximum limit of 100. If you have more than 100 associations for a MultiSelect Lookup field, you may schedule additional bulk write jobs for the child records alone, importing 100 records at a time.
    • The maximum limit for Multi-User Lookup fields is restricted to 10. 
We hope that you found this post useful, and you have gained some insights into using the Bulk Write API effectively. If you have any queries, let us know in the comments below, or feel free to send an email to support@zohocrm.com. We would love to hear from you!

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                                  • Modifying Three Dot Menu Options

                                    Is there a way to modify the three dot menu options that display in a Report header? They currently display: Show As (List, Calendar, Timeline), Print, Import, Export. I'd like to remove the Show As and Print options, since they aren't applicable for

                                  • Field Not Updating in FSM Script - Service and Parts module.

                                    Dear Team, I am reaching out regarding a script I have implemented in Zoho FSM to automate the calculation of the End of Service date based on the End of Sale date in the Service and Parts module. Overview of the script: Fetches the End_of_Sale__C and

                                  • Zadarma + Zoho CRM Integration – Missed Calls Saved as Contacts Instead of Leads

                                    Hello everyone, I’m looking for input from anyone with experience using the Zadarma + Zoho CRM integration. Currently, I’m seeing that missed calls are automatically being created as Contacts instead of Leads. From a CRM perspective, this doesn’t make

                                  • Zoho Books | Product updates | September 2025

                                    Hello users, We’ve rolled out new features and enhancements in Zoho Books. From PayNow payment method to applying journal credits to invoices and bills in other locations, explore the updates designed to enhance your bookkeeping experience. Integrate

                                  • How to update Multiple Users field in Quote Module from Deal Module

                                    Scenario : Deal Module having Multiple User Field (Presales Engineer) which having more than 1 User and through Deluge Script I need to get that Users Details and need to put into Multiple User Field (Presales Engineer) of Quote Module. Note: Both Module

                                  • Auto-sync field of lookup value

                                    This feature has been requested many times in the discussion Field of Lookup Announcement and this post aims to track it separately. At the moment the value of a 'field of lookup' is a snapshot but once the parent lookup field is updated the values diverge.

                                  • Clone a Module??

                                    I am giong to repurpose the Vendors module but would like to have a separate but very similar module for another group of contacts called Buyers. I have already repurposed Contacts to Sellers. Is it possible to clone (make a duplicate) module of Vendors

                                  • Advance PDF creation from CRM data

                                    I'm trying to create a PDF export of data in the CRM. My problem is I want a pretty complicated format for the data. I'm trying to export multiple modules worth of data, with nested one-to-many relationships between the modules. Along with that, I want

                                  • how to disable staff selection Zoho Booking integrated to SalesIQ?

                                    currently there is only one Consultant in my Zoho Bookings like this I integrate Zoho Bookings into Zoho SalesIQ to create a chatbot. Unfortunately, even though I only have one consultant for a consultation, the user have to pick the consultant. It will

                                  • How to change the text in WhatsApp Zobot integrated to Zoho Booking?

                                    I have integrated Zoho Bookings into Zoho SalesIQ, I want to change the text in WhatsApp when creating a booking in Zobot how to change those text?

                                  • Updating Subform Record from other Form

                                    Just wanted to ask how to properly approach this. I have 2 forms and would like to trigger an auto update on the subform once record submitted. block below only updates 1 row for each recordRow in input.AV_System { AssetRecord = Site_Asset_Services[SOR_No

                                  • when I email a invoice how can i see it was sent and also were i can go to see all emails sent

                                    when I email a invoice how can i see it was sent and also were i can go to see all emails sent?

                                  • Zoho Books - Hide Convert to Sales Order if it can't be used.

                                    Hi Books team, I noticed that it is not possible to convert a Quote to a Sales Order when a Quote is not yet marked as accepted. My idea is to not show the Convert to Sales Order button when it is not possible to use it, or show it in a grey inactive

                                  • How do I bulk archive my projects in ZOHO projects

                                    Hi, I want to archive 50 Projects in one go. Can you please help me out , How can I do this? Thanks kapil

                                  • Cross-Data Center Collaboration and / Or allowing users to choose DC

                                    Dear Zoho Cliq Support Team, We are writing to request a significant enhancement to Zoho Cliq that would greatly benefit our geographically dispersed development team. Current Challenge: Currently, Zoho Cliq automatically routes users to specific data

                                  • Zoho Flow - Update record in Trackvia

                                    Hello, I have a Flow that executes correctly but I only want it to execute once when a particular field on a record is updated in TrackVia. I have the trigger filters setup correctly and I want to add an "update record" action at the end of the flow to

                                  • 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

                                  • Send / Send & Close keyboard shortcuts

                                    Hello! My team is so close to using Zoho Desk with just the keyboard. Keyboard shortcuts really help us to be more efficient -- saving a second or two over thousands of tickets adds up quickly. It seems like the keyboard shortcuts in Desk are only for

                                  • Is it possible to register webhooks in Zoho CRM using API?

                                    Hello, I am trying to register a webhook in Zoho CRM programmatically (using the API). Specifically, I want to register a webhook that is fired when new Contacts are created in the CRM. I was able to setup a webhook using the UI, by creating a rule that

                                  • Calls where the local audio is shared, have echo

                                    When another user is sharing their screen with audio, I get echo from my own voice. We tested this with multiple users, with different audio setups, and there's no obvious way to fix it. Is this a bug you could look into, or are we missing something?

                                  • Systematic SPF alignment issues with Zoho subdomains

                                    Analysis Period: August 19 - September 1, 2025 PROBLEM SUMMARY Multiple Zoho services are causing systematic SPF authentication failures in DMARC reports from major email providers (Google, Microsoft, Zoho). While emails are successfully delivered due

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