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Ganesh Vernekar

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Unlock High-Frequency Deployments without Blowing Up PrometheusSREcon26 Americas2026-03-24
Prometheus gets OOMs from Kubernetes rollouts because label changes and pod churn create thousands of stale time series that stay in memory until periodic…
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The Future of Metadata in Prometheus: Enhancing Storage and UsabilityPromCon EU 20242024-09-11
Proposes a persistent metadata store that treats metadata as key/value pairs stored as separate indexed series rather than in-memory labels, with a Grafana…
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Using OpenTelemetry’s Exponential Histograms in PrometheusObservability Day Europe 20232023-04-18
Explains how OpenTelemetry’s dense representation exponential histograms map to Prometheus’s sparse representation native histograms, with concrete encoding…
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Lifecycle of a Sample in the Prometheus TSDBSREcon22 Asia/Pacific2022-12-07
Prometheus TSDB stores each sample as int64 timestamp + float64 value, writes every mutation to a Write-Ahead Log (WAL) for crash durability, compresses on the…
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Prometheus - Intro, Deep Dive, And Open Q+AKubeCon + CloudNativeCon North America 20222022-10-24
Prometheus is a metrics-focused, pull-based system that scales to about 1 million samples/sec on a single node, compresses samples to ~1.2–1.6 bytes each, and…
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Prometheus Sparse High-Resolution Histograms in ActionKubeCon + CloudNativeCon Europe 20222022-05-16
Demonstrates a proof‑of‑concept that encodes entire histograms into a single sample so Prometheus stores one series per histogram instead of one per bucket…
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Sparse High-resolution Histograms in the Prometheus TSDBPromCon North America 20212021-10-11
Prometheus TSDB prototype stores sparse high-resolution histograms as single series per histogram with metadata encoding a growth factor 1.1 and a sparse…
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Intro: PrometheusKubeCon + CloudNativeCon North America 20192019-11-18
Prometheus is a single Go binary that scrapes instrumented apps and exporters (Go/Python/Java/Ruby/C/Rust), stores samples in a local TSDB with a write‑ahead…
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