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Jay Alexander Clifford

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Logs, Metrics, Traces and Mayhem: An Interactive Observability Adventure GameKubeCon + CloudNativeCon Europe 20252025-04-01
A playable text adventure is built as a Python script instrumented with the OpenTelemetry SDK and routed through an OTLP collector into Prometheus, Loki and…
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A 101 in Time Series Analytics with Apache Arrow, Pandas and ParquetBig Data Conference Europe 20232023-11-22
Claims concrete performance: using Arrow Flight, DataFusion, Apache Arrow and Parquet 87% smaller yields real speedups — a Spark round trip drops serialization…
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Infrastructure Monitoring Basics with Telegraf, Grafana and InfluxDBOpen Source Summit North America 2023: Open Source On-Ramp2023-05-10
Step-by-step build of a hybrid monitoring stack that collects metrics with Telegraf, stores everything in InfluxDB 3.0 and visualizes with Grafana, using…
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Methods and Tools for Time Series Data Science ProblemsBig Data Conference Europe 20222022-11-23
Shows a concrete pipeline: data ingested by Telegraf execd processor, fed to a Python script using statsmodels to apply Holt Winters (double/triple exponential…
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Methods & Tools For Time Series Data Science Problems With InfluxDBBig Data LDN 20222022-09-21
Shows a working pipeline that uses the Telegraf execd processor to micro‑batch sensor lines, call a Python script using statsmodels implementing double…
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