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Dave McAllister

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15 NGINX Metrics to MonitorSREday London 2025 Q32025-09-18
Open source NGINX exposes roughly 10 metrics via the status module (active connections, request rate, request_time, upstream response time, error rates…
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Know your data the stats behind the AltersDevworld Conference 20252025-02-27
Explains concrete rules: use median for alerts because a spike barely moves it while the arithmetic mean lingers; compares arithmetic, geometric and harmonic…
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The Subtle Science of Misleading with StatisticsJfokus 20252025-02-03
Explains concrete ways numbers mislead: swapping arithmetic/geometric/harmonic means to change a result, hiding variance so a 105 ms mean with standard…
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The Subtle Art of Lying with StatisticsOpen Source Monitoring Conference 20242024-11-19
Shows concrete ways numbers mislead: arithmetic vs harmonic mean gives 1.56 versus 0.53 for the same dataset; geometric mean 1.01 and mode 1. Demonstrates…
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Ignite: Wild Correlations and moreOpen Source Monitoring Conference 20242024-11-19
Five minutes of slide-after-slide showing absurd but statistically strong pairings, with an explanation of R and R² and how data dredging and confounders…
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The Subtle Art of Lying with StatisticsSREday London 20242024-09-19
Shows concrete ways numbers mislead: using arithmetic versus geometric means (reporting 1.5 hours vs 0.53 hours), hiding deviation (Death Valley mean 61°F…
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The subtle art of misleading with StatisticsMonitorama PDX 20242024-06-10
Shows concrete tricks and real numbers: switching between arithmetic vs harmonic mean turns 1.56 hours into 0.53 hours; two samples with SD 3.3 ms and 44.8 ms…
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Know your data: The stats behind your alertsOpen Source Monitoring Conference 20232023-11-07
Compares arithmetic, geometric and harmonic means with concrete numbers (arithmetic mean 200 rps vs harmonic 150 rps) and shows harmonic mean weights the…
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IGNITE: Serving Server-Side WASM with Web Awareness withOpen Source Monitoring Conference 20232023-11-07
NGINX Unit now embeds a server-side Wasm runtime (using Wasmtime) so HTTP routing, TLS, reverse proxy and request context stay in the web tier while compiled…
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Know your data: The stats behind your alertsSREday 2023 London2023-09-14
Choice of central measure changes alerting: an arithmetic mean reads 13.33 req/s while a geometric mean compresses that to ~6.52 and a harmonic mean sits…
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Adding OpenTelemetry to Production Apps Lessons LearnedCloudOpen @ Open Source Summit North America 20222022-06-21
Engineers add OpenTelemetry to an open source microservice app (Bank of Sirius) running on Kubernetes using OpenTelemetry Collector, Jaeger, Elastic Stack…
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PremiereConf42 Cloud Native 20222022-04-28
A rapid lineup of concrete claims and demos: iterative canary releases with feature toggles that cut rollback time and raise SLOs, a live Argo CD demo…
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Rules of Observability: The Data EditionConf42 Cloud Native 20222022-04-28
Claims that observability is a data problem: keep metrics, traces, logs at full fidelity because sampling and aggregation introduce blind spots. Demonstrates…
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The Murphy's Laws of ObservabilityConf42 Site Reliability Engineering 20212021-09-30
Claims that observability needs raw high-resolution data not glossed aggregates backed by tools: use OpenTelemetry collector to unify traces metrics logs…
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Murphy’s Laws for observabilityAWS Summit Online – Americas 20212021-08-24
Claims that observability fails when you under-sample and lose rare but critical events, showing sampled traces can appear 1–2s while full capture reveals…
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Live DemoIndy Cloud Conf 20202020-03-26
Live demo of Splunk shows ingestion of any structured or unstructured data with schema on-the-fly and prebuilt applications for AWS, databases, and IoT…
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Seeing RED: Monitoring for Microservices and ServerlessIndy Cloud Conf 20202020-03-26
RED (Rates, Errors, Duration) adapts Google’s Golden Signals for microservices and serverless and focuses on concrete checks: Rates, Errors, Duration as…
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Monitoring in a Kubernetes WorldDeveloperWeek 20202020-02-12
Kubernetes adds at least four infrastructure layers (master node, worker nodes, pods, containers) so monitoring must answer where not just what — monitor the…
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Seeing REDDevOpsDays Boston 20192019-09-23
RED claims that monitoring focused on RED (Rates, Errors, Duration) plus logs and traces finds root causes faster; it recommends Prometheus/APM metrics…
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Observability, Distributed Tracing & the Complex WorldGOTO Chicago 20192019-04-29
Claims that distributed request tracing is the practical trace model (every request needs a unique ID) and that traces are high-volume, high-cardinality so…
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Connecting Things Together, an IoT Data Protocol Story - Dave McAllister, SolaceCloud Foundry Summit Europe 20172017-10-11
Built a particulate sensor on an Arduino Uno that sends MQTT into a Solace VMR which converts and forwards data to Pivotal Cloud Foundry over REST, using the…
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