Hi Linkis Community, **Date:** April 15, 2026 **Topic:** Best Practices & Patterns **Participants:** ming, dearong, Gerry, 瘦了才... **Discussion Period:** 2026-04-15 09:30 - 11:24
--- **[09:30] dearong:** 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? **[09:35] ming:** Resource quotas prevent any single team from consuming everything. **[09:42] Gerry:** Connection pooling is critical. We found the sweet spot through trial and error. **[09:51] 瘦了才...:** What would you include in a best practices guide? **[09:59] dearong:** Security config took some iteration. Happy to share what we learned. **[10:08] ming:** Monitoring setup with Prometheus has been great. Custom metrics for engine health. **[10:16] Gerry:** Would example configs be helpful? **[10:27] 瘦了才...:** Count me in for testing or feedback. **[10:39] dearong:** This aligns well with what we are seeing in production. **[10:42] ming:** Any anti-patterns to warn new users about? **[10:50] Gerry:** That is a great point! **[11:06] 瘦了才...:** Count me in for testing or feedback. **[11:24] dearong:** 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! --- Best regards, Apache Linkis Community Member Note: This is an automated discussion starter to engage community members. Reply to this email to continue the discussion on the dev mailing list. Apache Linkis - https://linkis.apache.org/
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