Hi Linkis Community,

**Date:** March 28, 2026
**Topic:** Best Practices & Patterns
**Participants:** 木果果..., ming, 白呀白...
**Time:** 2026-03-28 Evening

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**[14:03] 木果果...:**
Collecting best practices for common Linkis patterns:

- Connection pooling strategies
- Error handling approaches
- Monitoring and alerting
- Resource management
- Security configurations

What patterns have worked well for your team?

**[14:09] ming:**
Connection pooling is critical. We found the sweet spot through trial and error.

**[14:21] 白呀白...:**
Security config took some iteration. Happy to share what we learned.

**[14:39] 木果果...:**
Any anti-patterns to warn new users about?

**[14:47] ming:**
Monitoring setup with Prometheus has been great. Custom metrics for engine 
health.

**[15:05] 白呀白...:**
Resource quotas prevent any single team from consuming everything.

**[15:27] 木果果...:**
Would example configs be helpful?

**[15:47] ming:**
This aligns well with what we are seeing in production.

**[15:57] 白呀白...:**
Happy to contribute to this effort.

**[16:14] 木果果...:**
What would you include in a best practices guide?

**[16:21] ming:**
That is a great point!

**[16:44] 木果果...:**
Great discussion! Here is what we have so far:

✅ Best Practices & Patterns - Community feedback collected
✅ More discussion needed - Continue on dev list
✅ Volunteers welcome - Join the conversation

Sending this to the dev mailing list to get more community input.
Everyone is welcome to chime in!


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Best regards,
Apache Linkis Community Member

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