Worked on expanding and renaming the Snowflake Fluentd Quickstart Guide in the Snowflake-Labs/sfquickstarts repository to address broader security and observability analytics use cases. Focused on content management and documentation, the update preserved the core log-forwarding pipeline from Fluentd to Snowflake via Snowpipe, ensuring no changes to runtime behavior or user workflows. The enhancement was implemented through a single changelist using Markdown, maintaining backward compatibility and documentation parity to minimize disruption. This approach aligned onboarding materials with evolving product strategy, providing clearer guidance for users integrating security and observability analytics while retaining the original SIEM-focused functionality and technical clarity.