Network & Infrastructure
An interface restart produces a huge bandwidth spike on a dashboard even though traffic was low. The query may be treating a cumulative counter as a gauge or mishandling a reset.
Telemetry, Capacity & Incident Analysis2 min read
Read article : Counter resets and false traffic spikes in network dashboards
Network & Infrastructure
A five-minute rate graph looks stable while users experience brief congestion. A shorter query reveals bursts but can become noisy or unreliable when only a few samples exist.
Telemetry, Capacity & Incident Analysis2 min read
Read article : Rate-window selection and burst visibility tradeoffs
Network & Infrastructure
A dashboard averages each server's p99 and reports an apparently acceptable fleet value. A busy slow node or a low-volume outlier can make that calculation unrelated to the actual request distribution.
Telemetry, Capacity & Incident Analysis2 min read
Read article : Why averaging p99 latency across nodes is misleading
Network & Infrastructure
An isolated packet-loss spike repeatedly pages operators even when users see no meaningful service impact. Conversely, sustained modest failures can erode availability without crossing a dramatic device threshold.
Telemetry, Capacity & Incident Analysis2 min read
Read article : Error-budget burn alerts for network-dependent services
Network & Infrastructure
A monitoring system slows after adding source IP, destination IP and session ID labels to every flow metric. The number of time series grows with traffic diversity rather than stable infrastructure size.
Telemetry, Capacity & Incident Analysis2 min read
Read article : Unbounded metric labels from per-flow infrastructure telemetry
Network & Infrastructure
A dashboard displays zero traffic during a monitoring network outage. Operators interpret the graph as an idle service even though the collector simply received no samples.
Telemetry, Capacity & Incident Analysis1 min read
Read article : Scrape gaps are missing evidence, not zero utilization
Network & Infrastructure
After a switch upgrade, one graph appears to inherit another port's traffic history. Interface indices or exporter labels may have changed while the dashboard assumes stable identity.
Telemetry, Capacity & Incident Analysis2 min read
Read article : Interface index changes and misleading historical continuity
Network & Infrastructure
A security or capacity report treats sampled flow records as an exact count of every connection. Rare flows may be absent, while scaled estimates can carry substantial uncertainty.
Telemetry, Capacity & Incident Analysis2 min read
Read article : Sampled flow telemetry and estimates for small traffic classes
Network & Infrastructure
A router log seems to precede the application error by seconds, but the devices have different clock offsets. The apparent order may be an artifact of unsynchronized time.
Telemetry, Capacity & Incident Analysis1 min read
Read article : Incident event ordering with uncertain device clocks
Network & Infrastructure
A monitor reports the service healthy by connecting to a nearby endpoint, while remote users fail through a different DNS view and security boundary. The probe does not exercise their path.
Telemetry, Capacity & Incident Analysis2 min read
Read article : Synthetic probes that represent the actual application path
Network & Infrastructure
A device alarm fires without user impact, while another incident hurts users with no obvious hardware alarm. External service observations and internal component metrics provide complementary evidence.
Telemetry, Capacity & Incident Analysis2 min read
Read article : Correlate black-box symptoms with white-box mechanisms
Network & Infrastructure
A circuit is sized from its normal 95th-percentile utilization, but overloads when a second circuit fails. Steady-state percentiles omit traffic redistribution and recovery demand.
Telemetry, Capacity & Incident Analysis1 min read
Read article : Capacity percentiles and the failure-state demand hidden by averages