Zoho Logs and Their Analysis in Third-Party Analytics Platforms

Published On: Jul 12, 2025
Zoho Logs and Their Analysis in Third-Party Analytics Platforms

Zoho is a leading provider of cloud-based business applications, offering tools for customer relationship management (CRM), email, accounting, project management, and more. As part of its ecosystem, Zoho products generate logs that record user activities, system events, and application performance. These logs, collectively referred to as Zoho Logs, are essential for debugging, auditing, ensuring security, and gaining insights into application usage. Each Zoho product generates logs specific to its functionality, and many of these logs can be exported or accessed via APIs for analysis in third-party analytics platforms.

This guide explores the types of logs available across key Zoho products, methods to extract them, and how they can be analyzed using popular third-party analytics platforms like Splunk, Tableau, Power BI, and SIEM tools. By leveraging these logs, businesses can enhance security, optimize performance, and ensure compliance.

Types of Logs Available in Zoho Products

Zoho’s diverse suite of applications generates various logs, each tailored to the specific needs of the product. Below is a detailed list of key Zoho products and the types of logs they produce that are suitable for extraction and analysis:

Zoho Product Log Type Description
Zoho Mail Audit Logs Track administrative actions and user activities within the organization, such as configuration changes or user management tasks.
Delivery Logs Record the delivery status of emails sent through Zoho Mail, including successful deliveries and failures.
Rejection Logs Log emails rejected due to spam filters, invalid recipients, or other issues.
Login History Track user login and logout activities, including timestamps and IP addresses.
Zoho Books Activity Logs Record all user actions within Zoho Books, such as creating invoices, recording payments, or updating transactions.
Zoho ZeptoMail Email Logs Contain data on email sending, including bounces, clicks, and sender/recipient information.
Activity Logs Track user activities within ZeptoMail, such as campaign creation or configuration changes.
Suppression List Logs Record emails suppressed due to bounces or complaints.
Zoho Creator Application Logs Document actions executed in custom applications, such as form submissions, workflow executions, and integrations.
Zoho Assist Session Logs Detail activities during remote support sessions, including actions performed and session metadata.
Zoho People Time Logs Track employee time entries, including hours worked, project assignments, and approval statuses.
Zoho Analytics Audit Logs Monitor user access and activities within Zoho Analytics, including who accessed what data and when.

These logs serve various purposes, such as statistical analysis, security monitoring, and debugging, and can be exported or accessed for deeper analysis in external platforms.

Exporting Logs from Zoho

To analyze Zoho logs in third-party analytics platforms, businesses must first extract the logs. Zoho provides several methods for accessing logs, depending on the product:

1. Exporting Logs

Many Zoho products allow logs to be exported in formats like CSV or ZIP, making them compatible with most analytics platforms. Below are examples of how to export logs from key Zoho products:

  • Zoho Books: Navigate to Reports > Activity > Activity Logs, select a time period, and click Export As to download the logs in a desired format (e.g., CSV).
  • Zoho ZeptoMail: In the Email Logs tab, click Initiate Export, choose a date range (up to 60 days), and download the logs as a ZIP file.
  • Zoho People: Go to Timesheet > Time Logs, select a user or all users, and click Export to download time logs in CSV format.
  • Zoho Assist: Extract session logs using specific commands and zip them for export.
  • Zoho Creator: While logs can be viewed under Developer Tools > Logs, export functionality is not explicitly documented, suggesting manual extraction or API use may be required.

2. Accessing Logs via APIs

Some Zoho products provide APIs to retrieve logs programmatically, enabling seamless integration with third-party tools. Examples include:

  • Zoho Mail: Offers Logs APIs to retrieve login history, audit logs, and SMTP logs.
  • Zoho Projects: Provides a Time Tracking API to fetch time logs.
  • Zoho Voice: Includes a Call Logs API for retrieving call-related logs.

3. Direct Integrations

Certain Zoho products support direct integrations with third-party analytics platforms, simplifying the process of log analysis. For example:

Analyzing Zoho Logs in Third-Party Analytics Platforms

Once logs are extracted, they can be analyzed in popular third-party analytics platforms to uncover insights. Below are some widely used platforms and how Zoho logs can be integrated with them:

1. Splunk

Splunk is a leading platform for log management and security information and event management (SIEM), ideal for analyzing audit logs, session logs, or email delivery logs.

  • Integration:
    • Direct Integration: Zoho Mail supports direct integration with Splunk. Administrators can configure Splunk in the Zoho Mail Admin Console by providing a Splunk event collector token and selecting audit event categories. Zoho Mail SIEM Integration
    • Manual Import: Export logs from other Zoho products (e.g., Zoho Books or ZeptoMail) as CSV or JSON and import them into Splunk.
  • Analysis Capabilities:
    • Search and correlate logs across multiple sources to identify patterns or anomalies.
    • Create real-time dashboards for monitoring security events or system performance.
    • Use Splunk’s machine learning toolkit to detect unusual activities, such as unauthorized access attempts.

2. Tableau

Tableau is a business intelligence tool suited for visualizing structured data, such as activity logs or time logs, to identify trends or performance metrics.

  • Integration:
    • Export logs as CSV from Zoho products like Zoho Books or Zoho People.
    • Import the CSV files into Tableau for visualization.
  • Analysis Capabilities:
    • Create interactive dashboards to track user activities, time spent on projects, or email delivery trends.
    • Perform ad-hoc analysis to identify patterns, such as frequent user actions or project bottlenecks.

3. Power BI

Power BI is another business intelligence tool that excels at connecting to various data sources and creating interactive reports.

  • Integration:
    • Export Zoho logs as CSV or use APIs to fetch data programmatically.
    • Connect Power BI to the exported files or API endpoints using connectors like OData or custom scripts.
  • Analysis Capabilities:
    • Build custom reports to monitor key metrics, such as email delivery rates or user login patterns.
    • Leverage Power BI’s AI capabilities for predictive insights, such as forecasting project completion times based on time logs.

4. SIEM Tools (e.g., LogRhythm, Sumo Logic)

SIEM tools are specialized for security monitoring and compliance, making them ideal for analyzing audit logs or detecting suspicious activities.

  • Integration:
    • Use direct integrations (e.g., Zoho Mail with Splunk) or export logs and import them into the SIEM tool.
  • Analysis Capabilities:
    • Monitor security events in real-time, such as unauthorized access attempts.
    • Correlate logs from multiple sources to identify potential threats.
    • Generate compliance reports for regulatory requirements.

5. Elasticsearch with Kibana

Elasticsearch is a powerful search and analytics engine, often paired with Kibana for visualization, suitable for analyzing large volumes of log data.

  • Integration:
    • Export logs as JSON or CSV and ingest them into Elasticsearch.
    • Use Kibana to create dashboards and visualizations.
  • Analysis Capabilities:
    • Perform complex searches and aggregations on log data to identify trends or anomalies.
    • Create custom alerts for specific log patterns, such as repeated login failures.

Use Cases for Analyzing Zoho Logs

Analyzing Zoho logs in third-party platforms can provide significant value to businesses. Below are key use cases:

Use Case Description Relevant Logs Platform
Security Monitoring Monitor audit logs for suspicious activities, such as unauthorized access or unusual login patterns. Zoho Mail Audit Logs, Zoho Analytics Audit Logs Splunk, SIEM Tools
Performance Analysis Analyze application logs to identify bottlenecks or errors in custom applications. Zoho Creator Application Logs Tableau, Power BI
Email Delivery Optimization Track email delivery rates, bounces, and clicks to improve email campaigns. Zoho ZeptoMail Email Logs Power BI, Tableau
User Behavior Tracking Understand user interactions to optimize workflows or identify training needs. Zoho Books Activity Logs, Zoho Mail Login History Tableau, Elasticsearch
Compliance and Auditing Ensure compliance with regulatory requirements by monitoring and reporting on audit logs. Zoho Mail Audit Logs, Zoho Analytics Audit Logs Splunk, LogRhythm

Conclusion

Zoho Logs are a powerful resource for businesses using Zoho’s suite of applications. By capturing detailed information about user activities, system performance, and security events, these logs enable businesses to debug issues, monitor security, and gain actionable insights. Many Zoho products allow logs to be exported as CSV or accessed via APIs, making them compatible with popular third-party analytics platforms like Splunk, Tableau, Power BI, and SIEM tools. Direct integrations, such as Zoho Mail with Splunk, further simplify the process for specific use cases.

By analyzing Zoho logs in third-party platforms, businesses can enhance security, optimize performance, improve email campaigns, and ensure compliance. As cloud-based tools like Zoho become integral to business operations, the ability to extract and analyze logs in external platforms will continue to drive better decision-making and operational efficiency.

Monika Verma