~/talks

Marcin Wielgus

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WG-Batch Updates: What’s New and What Is Next?KubeCon + CloudNativeCon Europe 20252025-04-01
WG-Batch reports concrete progress: Kueue hits about 50 releases and offers workload-level scheduling with topology-aware placement, two fair-sharing modes…
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SIG Autoscaling Updates And Feature HighlightsKubeCon + CloudNativeCon North America 20222022-10-24
Updates list concrete changes and timelines for Cluster Autoscaler, Horizontal Pod Autoscaler and Vertical Pod Autoscaler: HPA becomes multithreaded and…
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SIG-Autoscaling: Introduction + HPA/VPA UpdatesKubeCon + CloudNativeCon North America 20212021-10-11
Overview of Kubernetes autoscaling fundamentals and concrete changes: Horizontal Pod Autoscaler computes independent recommendations per metric and picks the…
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SIG-Autoscaling Deep Dive and Q+AKubeCon + CloudNativeCon Europe 20212021-05-04
Explains exactly which checks block node deletion and which flags change behavior: 50% utilization threshold as a default heuristic, local-storage prevents…
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Introduction to AutoscalingKubeCon + CloudNativeCon North America 20192019-11-18
Explains how Kubernetes autoscaling actually works: Horizontal Pod Autoscaler adjusts replicas from CPU or custom metrics toward a target utilization…
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Deep Dive into AutoscalingKubeCon + CloudNativeCon North America 20192019-11-18
Explains HPA, VPA and Cluster Autoscaler internals and how they interact to cut cloud bills: recommend price expander by default, describe expanders…
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Intro: Autoscaling SIGKubeCon + CloudNativeCon Europe 20192019-05-20
Covers how to combine HPA, VPA and Cluster Autoscaler with concrete knobs: set HPA target utilization to leave a two‑minute spike buffer (example: allow 50%…
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Intro: SIG AutoscalingKubeCon + CloudNativeCon China 20182018-11-13
Overview of Kubernetes autoscaling components and current status with actionable details: Horizontal Pod Autoscaler uses metrics-server for CPU and supports…
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Deep Dive: SIG AutoscalingKubeCon + CloudNativeCon China 20182018-11-13
Vertical Pod Autoscaler ships as a CRD, runs a recommender that writes lower/upper/target/uncapped target recommendations from metrics, and applies sizes via…
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SIG Autoscaling IntroKubeCon + CloudNativeCon Europe 20182018-05-02
Overview of Kubernetes autoscaling: HPA adjusts replica counts using CPU or custom metrics via metric-server or adapters (Prometheus, cloud providers); ensure…
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SIG Autoscaling Deep DiveKubeCon + CloudNativeCon Europe 20182018-05-02
Alpha Vertical Pod Autoscaler is available as a CRD and uses an admission plugin to override pod requests on creation while recommendations come from…
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Autoscaling in KubernetesCloudNativeCon + KubeCon Europe 20172017-03-29
Explains exactly how Kubernetes scales pods and nodes: horizontal pod autoscaler uses pod CPU requests and target utilization (example: sum usage / target →…
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