Advanced Data Systems AI
Application analytics for data system reliability metrics — so uptime, latency, and recovery signals describe the same reality your operators live.
Primary engagement
Reliability Baseline Audit — a structured pass over how your applications emit, store, and interpret reliability signals.
You receive an inventory of SLI candidates, a gap list for silent failures and duplicate counters, and a remediation order your team can own. Pricing is informational; work begins after a written proposal.
Related offers
Request a focused engagement or combine modules into a longer reliability analytics programme.
Reliability Baseline Audit
Map how your apps emit uptime, latency, error, and recovery signals — then show where the metric chain breaks.
SLI Signal Design
Define service-level indicators that match how users feel failures, then wire them into your analytics pipeline.
Incident Metric Reconstruction
Rebuild the measurement trail after an outage so postmortems rest on facts, not screenshots.
Reliability Ops Reporting
Stand up recurring reliability metric packs for leadership and on-call without drowning the room in charts.
How teams describe the work
Operators and platform leads who asked us to make reliability metrics trustworthy again.
The baseline audit caught duplicate latency counters we had trusted for two quarters. Our weekly reliability pack finally matches what support hears from customers.Mei Ling C. — Platform lead, logistics data platform
We asked for SLI definitions, not another dashboard. The taxonomy stuck — on-call stopped renaming the same failure three ways.Hari — SRE, fintech processing stack
After the March outage, the reconstruction gave us a timeline we could defend in the postmortem. Still wish we had instrumented restore events sooner.Client in healthcare data ops — Anonymous review
Common questions
Do you install a monitoring product for us?
No. We work with the application analytics and observability tools you already run. Engagements focus on metric design, instrumentation quality, and reporting cadence — not product sales or checkout.
What do we actually receive after an engagement?
Written deliverables: inventories, SLI catalogues, reconstructed timelines, or recurring metric packs depending on the service. Work starts after a written proposal; published prices are informational.
Can you join incident bridges live?
Incident Metric Reconstruction is usually scheduled after containment. During active incidents we may advise on which signals to capture, but we do not replace your on-call ownership.
Is remote work available outside Yuen Long?
Yes. Most measurement reviews run remotely across Hong Kong. On-site sessions at Maple Gdn are optional when teams prefer a working day together.