About
We help teams treat reliability metrics as a craft: clear definitions, clean events, and reporting that operators will open during a rough week — not only during an audit.
Advanced Data Systems AI started from a simple frustration: dashboards that looked healthy while customers waited on stalled jobs. Our work stays narrow on purpose — application analytics for data system reliability metrics — so engagements stay concrete.
From Maple Gdn in Yuen Long District we run remote reviews across Hong Kong and occasional on-site working days. We do not sell monitoring software or process payments on this site. Informational pricing frames the conversation; a written proposal starts the work.
What we believe
- SLIs should map to user-visible failure, not vanity uptime.
- Recovery deserves the same instrumentation care as failure.
- Cadence beats ornament — fewer trustworthy charts beat a wall of noise.
