Understand the data update workflows and social media integration
The SG Cars Trends API includes a comprehensive workflow system for automated data updates and social media integration. This guide explains how workflows operate and how to interact with them.
The workflow system uses QStash for reliable message queuing and scheduling:
Updates car registration data from LTA DataMall:
Updates COE bidding results from official sources:
Trigger both car and COE workflows simultaneously:
SHA-256 checksums prevent reprocessing identical files
Efficient bulk database operations for large datasets
Comprehensive error handling with Discord notifications
Social media posts only when new data is available
Post updates to LinkedIn company pages:
Post updates to Twitter:
Send notifications to Discord channels:
Send messages to Telegram channels:
Workflows run on the following schedule:
Workflow | Schedule | Description |
---|---|---|
Car Data Update | 0 0 15 * * | 15th of each month at midnight |
COE Data Update | 0 0 * * 3 | Every Wednesday at midnight |
Health Check | 0 */6 * * * | Every 6 hours |
You can manually trigger workflows for testing or immediate updates:
Monitor workflow system health:
Be mindful of workflow timing to avoid conflicts with scheduled operations.
Always validate workflow responses:
For local development and testing:
Set up local development environment
Explore workflow API endpoints
See workflow integration examples
Learn about monitoring and testing
Understand the data update workflows and social media integration
The SG Cars Trends API includes a comprehensive workflow system for automated data updates and social media integration. This guide explains how workflows operate and how to interact with them.
The workflow system uses QStash for reliable message queuing and scheduling:
Updates car registration data from LTA DataMall:
Updates COE bidding results from official sources:
Trigger both car and COE workflows simultaneously:
SHA-256 checksums prevent reprocessing identical files
Efficient bulk database operations for large datasets
Comprehensive error handling with Discord notifications
Social media posts only when new data is available
Post updates to LinkedIn company pages:
Post updates to Twitter:
Send notifications to Discord channels:
Send messages to Telegram channels:
Workflows run on the following schedule:
Workflow | Schedule | Description |
---|---|---|
Car Data Update | 0 0 15 * * | 15th of each month at midnight |
COE Data Update | 0 0 * * 3 | Every Wednesday at midnight |
Health Check | 0 */6 * * * | Every 6 hours |
You can manually trigger workflows for testing or immediate updates:
Monitor workflow system health:
Be mindful of workflow timing to avoid conflicts with scheduled operations.
Always validate workflow responses:
For local development and testing:
Set up local development environment
Explore workflow API endpoints
See workflow integration examples
Learn about monitoring and testing