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title: Articles
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- /Articles.html
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---
See also [case studies](https://docs.victoriametrics.com/victoriametrics/casestudies/).

## Third-party articles and slides about VictoriaMetrics

* [Spotify: faster insights and improved accuracy after the upgrade from Heroic to VictoriaMetrics](https://www.youtube.com/watch?v=87koDlpKDR4)
* [Datanami: Why Roblox Picked VictoriaMetrics for Observability Data Overhaul](https://www.hpcwire.com/bigdatawire/2023/05/30/why-roblox-picked-victoriametrics-for-observability-data-overhaul/)
* [Cloudflare: Introducing notifications for HTTP Traffic Anomalies](https://blog.cloudflare.com/introducing-http-traffic-anomalies-notifications/)
* [Grammarly: Better, Faster, Cheaper: How Grammarly Improved Monitoring by Over 10x with VictoriaMetrics](https://www.grammarly.com/blog/engineering/monitoring-with-victoriametrics/)
* [Xata: How we rebuilt PostgreSQL branch metrics on VictoriaMetrics, per cell](https://xata.io/blog/how-we-rebuilt-postgresql-branch-metrics-on-victoriametrics-per-cell)
* [CERN: CMS monitoring R&D: Real-time monitoring and alerts](https://indico.cern.ch/event/877333/contributions/3696707/attachments/1972189/3281133/CMS_mon_RD_for_opInt.pdf)
* [CERN: The CMS monitoring infrastructure and applications](https://arxiv.org/pdf/2007.03630.pdf)
* [Forbes: The (Almost) Infinitely Scalable Open Source Monitoring Dream](https://www.forbes.com/sites/adrianbridgwater/2022/08/16/the-almost-infinitely-scalable-open-source-monitoring-dream/)
* [Forbes: The Agility In Cloud Observability](https://www.forbes.com/sites/adrianbridgwater/2023/07/05/the-agility-in-cloud-observability/)
* [Airbnb: Building a high-volume metrics pipeline with OpenTelemetry and vmagent](https://medium.com/airbnb-engineering/building-a-high-volume-metrics-pipeline-with-opentelemetry-and-vmagent-c714d6910b45)
* [Bedrock: Monitoring at scale with Victoria Metrics](https://tech.bedrockstreaming.com/2022/09/06/monitoring-at-scale-with-victoriametrics.html)
* [TiDB by PingCap: Scaling Observability: Why TiDB Moved from Prometheus to VictoriaMetrics](https://www.pingcap.com/blog/tidb-observability-migrating-prometheus-victoriametrics/)
* [TigrisData: We do our billing with Prometheus](https://www.tigrisdata.com/blog/billing-prometheus/)
* [Percona: Optimizing the Storage of Large Volumes of Metrics for a Long Time in VictoriaMetrics](https://percona.community/blog/2022/06/02/long-time-keeping-metrics-victoriametrics/)
* [Percona: Foiled by the Firewall: A Tale of Transition From Prometheus to VictoriaMetrics](https://www.percona.com/blog/2020/12/01/foiled-by-the-firewall-a-tale-of-transition-from-prometheus-to-victoriametrics/)
* [Percona: Observations on Better Resource Usage with Percona Monitoring and Management v2.12.0](https://www.percona.com/blog/2020/12/23/observations-on-better-resource-usage-with-percona-monitoring-and-management-v2-12-0/)
* [Percona: How do We Keep Metrics for a Long Time in VictoriaMetrics](https://www.youtube.com/watch?v=SGZjY7xgDwE)
* [Miro: Prometheus High Availability and Fault Tolerance strategy, long term storage with VictoriaMetrics](https://medium.com/miro-engineering/prometheus-high-availability-and-fault-tolerance-strategy-long-term-storage-with-victoriametrics-82f6f3f0409e)
* [ZERODHA: Infrastructure monitoring with Prometheus at Zerodha](https://zerodha.tech/blog/infra-monitoring-at-zerodha/)
* [ZERODHA: Monitoring K8s with Victoriametrics](https://www.youtube.com/watch?v=ZJQYW-cFOms)
* [Criteo: VictoriaMetrics, a stress-free Prometheus Remote Storage for 1 Billion metrics](https://medium.com/criteo-engineering/victoriametrics-a-prometheus-remote-storage-solution-57081a3d8e61)
* [Abios Gaming: Choosing a Time Series Database for High Cardinality Aggregations](https://abiosgaming.com/press/high-cardinality-aggregations/)
* [Cybozu: Monitoring Kubernetes clusters with VictoriaMetrics and Grafana](https://blog.cybozu.io/entry/2021/03/18/115743)
* [Razorpay: Scaling to trillions of metric data points](https://engineering.razorpay.com/scaling-to-trillions-of-metric-data-points-f569a5b654f2)
* [Fly.io: Fly's Prometheus Metrics](https://fly.io/blog/measuring-fly/)
* [Sismology: Iguana Solutions’ Monitoring System](https://medium.com/nerd-for-tech/sismology-iguana-solutions-monitoring-system-f46e4170447f)
* [Nordic APIs: Monitoring with Prometheus, Grafana, AlertManager and VictoriaMetrics](https://nordicapis.com/api-monitoring-with-prometheus-grafana-alertmanager-and-victoriametrics/)
* [Smarkets: How we improved our Kubernetes monitoring at Smarkets, and how you could too](https://smarketshq.com/monitoring-kubernetes-clusters-41a4b24c19e3)
* [Mist: Kubernetes and VictoriaMetrics in Mist v4.6](https://mist.io/blog/2021-11-26-kubernetes-and-victoriametrics-in-Mist-v4-6)
* [Kintone: Multi-tenancy monitoring system for Kubernetes cluster using VictoriaMetrics and operators](https://blog.kintone.io/entry/2021/03/31/175256)
* [Alteos: Observability, Availability & DORA’s Research Program](https://medium.com/alteos-tech-blog/observability-availability-and-doras-research-program-85deb6680e78)
* [Brewblox: InfluxDB to Victoria Metrics](https://www.brewblox.com/dev/decisions/20210718_victoria_metrics.html)
* [Techetio: Evaluating Backend Options For Prometheus Metrics](https://www.techetio.com/2022/08/21/evaluating-backend-options-for-prometheus-metrics/)
* [Asserts: Announcing Asserts](https://www.asserts.ai/blog/announcing-asserts/)
* [Optimizing Linkerd metrics in Prometheus](https://aatarasoff.medium.com/optimizing-linkerd-metrics-in-prometheus-de607ec10f6b)
* [VictoriaMetrics vs. OpenTSDB](https://blg.robot-house.us/posts/tsdbs-grow/)
* [Monitoring of multiple OpenShift clusters with VictoriaMetrics](https://medium.com/ibm-garage/monitoring-of-multiple-openshift-clusters-with-victoriametrics-d4f0979e2544)
* [Ultra Monitoring with Victoria Metrics](https://dev.to/aws-builders/ultra-monitoring-with-victoria-metrics-1p2)
* [Percona: Better Prometheus rate() function with VictoriaMetrics](https://www.percona.com/blog/2020/02/28/better-prometheus-rate-function-with-victoriametrics/)
* [Percona: Percona monitoring and management migration from Prometheus to VictoriaMetrics FAQ](https://www.percona.com/blog/2020/12/16/percona-monitoring-and-management-migration-from-prometheus-to-victoriametrics-faq/)
* [Percona: Compiling a Percona Monitoring and Management v2 Client in ARM: Raspberry Pi 3 Reprise](https://www.percona.com/blog/2021/05/26/compiling-a-percona-monitoring-and-management-v2-client-in-arm-raspberry-pi-3/)
* [Percona: Tame Kubernetes Costs with Percona Monitoring and Management and Prometheus Operator](https://www.percona.com/blog/2021/02/12/tame-kubernetes-costs-with-percona-monitoring-and-management-and-prometheus-operator/)
* [Making peace with Prometheus rate()](https://www.doit.com/making-peace-with-prometheus-rate/)
* [Disk usage: VictoriaMetrics vs Prometheus](https://stas.starikevich.com/posts/disk-usage-for-vm-versus-prometheus/)
* [VictoriaMetrics: Long-Term Storage of Home Assistant Data](https://helgeklein.com/blog/victoriametrics-long-term-storage-of-home-assistant-data/)
* [Benchmarking time series workloads on Apache Kudu using TSBS](https://blog.cloudera.com/benchmarking-time-series-workloads-on-apache-kudu-using-tsbs/)
* [What are Open Source Time Series Databases?](https://www.iunera.com/kraken/fabric/time-series-database/)
* [Evaluating performance and correctness](https://www.robustperception.io/evaluating-performance-and-correctness)
* [Running VictoriaMetrics on Raspberry PI](https://stas.starikevich.com/posts/raspberry-pi-4-prometheus/)
* [Calculating the Error of Quantile Estimation with Histograms](https://linuxczar.net/blog/2020/08/13/histogram-error/)
* [Monitoring private clouds with VictoriaMetrics at LeroyMerlin](https://www.youtube.com/watch?v=74swsWqf0Uc)
* [Monitoring Kubernetes with VictoriaMetrics+Prometheus](https://speakerdeck.com/bo0km4n/victoriametrics-plus-prometheusdegou-zhu-surufu-shu-kubernetesfalsejian-shi-ji-pan)
* [High-performance Graphite storage solution on top of VictoriaMetrics](https://github.com/zhihu/promate)
* [Cloud Native Model Driven Telemetry Stack on OpenShift](https://cer6erus.medium.com/cloud-native-model-driven-telemetry-stack-on-openshift-80712621f5bc)
* [Prometheus VictoriaMetrics On AWS ECS](https://dalefro.medium.com/prometheus-victoria-metrics-on-aws-ecs-62448e266090)
* [Monitoring as Code на базе VictoriaMetrics и Grafana](https://habr.com/ru/post/568090/)
* [Push Prometheus metrics to VictoriaMetrics or other exporters](https://github.com/gistart/prometheus-push-client)
* [Superset BI with Victoria Metrics](https://cer6erus.medium.com/superset-bi-with-victoria-metrics-a109d3e91bc6)
* [VictoriaMetrics Source Code Analysis - Bloom filter](https://www.sobyte.net/post/2022-05/victoriametrics-bloomfilter/)
* [How we tried using VictoriaMetrics and Thanos at the same time](https://medium.com/@uburro/how-we-tried-using-victoriametrics-and-thanos-at-the-same-time-48803d2a638b)
* [Prometheus, Grafana, and Kubernetes, Oh My!](https://www.groundcover.com/blog/prometheus-grafana-kubernetes)
* [Explaining modern server monitoring stacks for self-hosting](https://dataswamp.org/~solene/2022-09-11-exploring-monitoring-stacks.html)
* [VictoriaMetrics static scraper](https://blog.differentpla.net/blog/2022/10/16/victoria-metrics-static-scraper/)
* [VictoriaMetrics and Open Cosmos boldly takes edge computing to the edge of space](https://www.iot-now.com/2022/07/19/122423-victoriametrics-and-open-cosmos-boldly-takes-edge-computing-to-the-edge-of-space/)
* [Time Series in the Multiverse of Madness (in Korean)](https://www.youtube.com/watch?v=OUyXPgVcdw4), plus [these slides](https://deview.kr/data/deview/session/attach/%5B2B4%5DVictoriaMetrics_%E1%84%89%E1%85%B5%E1%84%80%E1%85%A8%E1%84%8B%E1%85%A7%E1%86%AF_%E1%84%83%E1%85%A6%E1%84%8B%E1%85%B5%E1%84%90%E1%85%A5_%E1%84%83%E1%85%A2%E1%84%92%E1%85%A9%E1%86%AB%E1%84%83%E1%85%A9%E1%86%AB%E1%84%8B%E1%85%B4_%E1%84%86%E1%85%A5%E1%86%AF%E1%84%90%E1%85%B5%E1%84%87%E1%85%A5%E1%84%89%E1%85%B3_Kor+Eng.pdf)
* [VictoriaMetrics: an overview and its use instead of Prometheus](https://rtfm.co.ua/en/victoriametrics-an-overview-and-its-use-instead-of-prometheus/)
* [VictoriaMetrics: deploying a Kubernetes monitoring stack](https://rtfm.co.ua/en/victoriametrics-deploying-a-kubernetes-monitoring-stack/)
* [VictoriaMetrics: VMAuth – Proxy, Authentication, and Authorization](https://rtfm.co.ua/en/victoriametrics-vmauth-proxy-authentication-and-authorization/)
* [Solving metrics at scale with VictoriaMetrics](https://sarthak-acoustic.medium.com/solving-metrics-at-scale-with-victoriametrics-ac9c306826c3) and [video](https://www.youtube.com/watch?v=QgLMztnj7-8)
* [VictoriaMetrics: a comprehensive guide](https://medium.com/@seifeddinerajhi/victoriametrics-a-comprehensive-guide-comparing-it-to-prometheus-and-implementing-kubernetes-03eb8feb0cc2)
* [Unleashing VM histograms for Ruby: Migrating from Prometheus to VictoriaMetrics with vm-client](https://hackernoon.com/unleashing-vm-histograms-for-ruby-migrating-from-prometheus-to-victoriametrics-with-vm-client)
* [Observe and record performance of Spark jobs with Victoria Metrics](https://medium.com/constructor-engineering/observe-and-record-performance-of-databricks-jobs-11ffe236555e)
* [Supercharge your Monitoring: Migrate from Prometheus to VictoriaMetrics for Scalability and Speed - Part 1](https://zetablogs.medium.com/supercharge-your-monitoring-migrate-from-prometheus-to-victoriametrics-for-scalability-and-speed-e1e9df786145)
* [Supercharge your Monitoring: Migrate from Prometheus to VictoriaMetrics for optimized CPU and Memory usage - Part 2](https://zetablogs.medium.com/part-2-supercharge-your-monitoring-migrate-from-prometheus-to-victoriametrics-for-optimised-cpu-9a90c015ccba)
* [Persistent Data Structures in VictoriaMetrics (Part 1): vmagent](https://medium.com/devops-dev/persistent-data-structures-in-victoriametrics-part-1-vmagent-2e9c7681a6f0)
* [Persistent Data Structures in VictoriaMetrics (Part 2): vmselect](https://medium.com/@jiekun/persistent-data-structures-in-victoriametrics-part-2-vmselect-9e3de39a4d20)
* [Migrating to VictoriaMetrics (by Zomato): A Complete Overhaul for Enhanced Observability](https://blog.zomato.com/migrating-to-victoriametrics-a-complete-overhaul-for-enhanced-observability)
* [Harness the Power of VictoriaMetrics and Grafana Operators for Metrics Management](https://blog.ogenki.io/post/series/observability/metrics/)
* [VictoriaMetrics: Effective alerts, from theory to practice](https://blog.ogenki.io/post/series/observability/alerts/)
* [Reducing Inter-AZ traffic in VictoriaMetrics with Zonekeeper](https://tanmay-bhat.medium.com/reducing-inter-az-traffic-in-victoriametrics-with-zonekeeper-3bd7e1526796)
* [Victoriametrics k8s stack setup gotchas](https://davidhernandez21.github.io/posts/Victoriametrics-k8s-stack-gotchas/)
* [Building a Scalable and Cost-Effective Monitoring Stack on AWS with Victoria Metrics](https://medium.com/@heliodevhub/construindo-uma-stack-de-monitoramento-escal%C3%A1vel-e-econ%C3%B4mica-na-aws-com-victoria-metrics-532d535dcfb6)
* [Optimizing Datadog Costs with VictoriaMetrics: A Practical Step-by-Step Guide](https://medium.com/p/optimizing-datadog-costs-with-victoriametrics-a-practical-step-by-step-guide-c984d32c7423)
* [Kubernetes Monitoring — A Complete Solution](https://itnext.io/kubernetes-monitoring-a-complete-solution-part-1-architecture-eb5b998658d5)
* [Why VictoriaMetrics? A Practical Guide to Scalable and Faster Monitoring Than Prometheus](https://amir-shams.medium.com/why-victoriametrics-a-practical-guide-to-scalable-and-faster-monitoring-than-prometheus-54ef21f10465)
* [How We Saved 80% on Our Observability Bill!](https://blog.devops.dev/how-we-saved-80-on-our-observability-bill-402421edfc1d)
* [When metrics leak secrets: Kubernetes CTF lessons](https://programmerprodigy.code.blog/2025/09/01/when-metrics-leak-secrets-kubernetes-ctf-lessons/)
* [K3S and monitoring with VictoriaMetrics, kube-state-metrics, node-exporter and Grafana](https://j.hommet.net/k3s-victoriametrics-kube-state-metrics-node-exporter-grafana/)
* [How We Eliminated $10K+/Year in AWS Cross-Zone Data Transfer Costs with Zone-Aware Kubernetes Monitoring](https://medium.com/@vijayrauniyar1818/how-we-eliminated-10k-year-in-aws-cross-zone-data-transfer-costs-with-zone-aware-kubernetes-09fff0c2435b)
* [Why I Switched to VictoriaMetrics: Scaling from Small Business to Enterprise](https://blackmetalz.github.io/why-i-switched-to-victoriametrics-scaling-from-small-business-to-enterprise.html)
* [Backing up VictoriaMetrics Data: A Complete Guide](https://medium.com/@kanakaraju896/backing-up-victoriametrics-data-a-complete-guide-24473c74450f)
* [Unlocking the Power of VictoriaMetrics: A Prometheus Alternative](https://developer-friendly.blog/blog/2024/06/17/unlocking-the-power-of-victoriametrics-a-prometheus-alternative/)
* [How to Master Kubernetes Observability: Multi-Cluster Monitoring with VictoriaMetrics, Loki, and Grafana](https://www.keyvalue.systems/blog/kubernetes-observability-with-victoriametrics-loki-grafana/)
* [A Complete Guide to VictoriaMetrics, a Prometheus Comparison, and Kubernetes Monitoring Implementation](https://apprecode.com/blog/a-complete-guide-to-victoriametrics-a-prometheus-comparison-and-kubernetes-monitoring-implementation)
* [Monitoring Pipeline with Prometheus and VictoriaMetrics](https://clovisc.medium.com/monitoring-pipeline-with-blackbox-exporter-prometheus-victoriametrics-and-vmalert-0ab020c7202a)
* [FreeBSD: monitoring with VictoriaMetrics and Grafana](https://setevoy.medium.com/freebsd-monitoring-with-victoriametrics-and-grafana-f789904f2628)
* [QCon London 2026: Wrangling Telemetry at Scale, a Guide to Self-Hosted Observability](https://www.infoq.com/news/2026/03/self-hosted-observability/)
* [How We Made Telemetry Queries 10x Faster: Chunk-Split Caching for Metrics, Logs, and Traces](https://mirastacklabs.ai/blog/chunk-split-caching/)
* [Claude Code: creating Kubernetes debugging AI Agent for VictoriaMetrics](https://rtfm.co.ua/en/claude-code-creating-kubernetes-debugging-ai-agent-for-victoriametrics/)

## Third-party articles and slides about VictoriaLogs

Articles about VictoriaLogs have been moved at [https://docs.victoriametrics.com/victorialogs/articles/](https://docs.victoriametrics.com/victorialogs/articles/).

## Our articles

See [our blog](https://victoriametrics.com/blog) for the latest articles written by the Victoriametrics team

### Announcements

* [Open-source strategy at VictoriaMetrics](https://www.youtube.com/watch?v=-DbbIZzFHIY)
* [Open-sourcing VictoriaMetrics](https://valyala.medium.com/open-sourcing-victoriametrics-f31e34485c2b)
* [VictoriaMetrics — creating the best remote storage for Prometheus](https://faun.pub/victoriametrics-creating-the-best-remote-storage-for-prometheus-5d92d66787ac)
* [Anomaly Detection in VictoriaMetrics](https://victoriametrics.medium.com/anomaly-detection-in-victoriametrics-9528538786a7)

### Benchmarks

* [Grafana Mimir and VictoriaMetrics: performance tests](https://victoriametrics.com/blog/mimir-benchmark/)
* [When size matters — benchmarking VictoriaMetrics vs Timescale and InfluxDB](https://valyala.medium.com/when-size-matters-benchmarking-victoriametrics-vs-timescale-and-influxdb-6035811952d4)
* [High-cardinality TSDB benchmarks: VictoriaMetrics vs TimescaleDB vs InfluxDB](https://valyala.medium.com/high-cardinality-tsdb-benchmarks-victoriametrics-vs-timescaledb-vs-influxdb-13e6ee64dd6b)
* [Insert benchmarks with inch: InfluxDB vs VictoriaMetrics](https://valyala.medium.com/insert-benchmarks-with-inch-influxdb-vs-victoriametrics-e31a41ae2893)
* [Measuring vertical scalability for time series databases in Google Cloud](https://valyala.medium.com/measuring-vertical-scalability-for-time-series-databases-in-google-cloud-92550d78d8ae)
* [Billy: how VictoriaMetrics deals with more than 500 billion rows](https://valyala.medium.com/billy-how-victoriametrics-deals-with-more-than-500-billion-rows-e82ff8f725da)
* [First look at performance comparison between InfluxDB IOx and VictoriaMetrics](https://victoriametrics.medium.com/first-look-at-perfomance-comparassion-between-influxdb-iox-and-victoriametrics-e590f847935b)
* [Prometheus vs VictoriaMetrics benchmark on node-exporter metrics](https://valyala.medium.com/prometheus-vs-victoriametrics-benchmark-on-node-exporter-metrics-4ca29c75590f)
* [Promscale vs VictoriaMetrics: resource usage on production workload](https://valyala.medium.com/promscale-vs-victoriametrics-resource-usage-on-production-workload-91c8e3786c03)

### Technical articles

* [How VictoriaMetrics makes instant snapshots for multi-terabyte time series data](https://medium.com/@valyala/how-victoriametrics-makes-instant-snapshots-for-multi-terabyte-time-series-data-e1f3fb0e0282)
* [WAL Usage Looks Broken in Modern TSDBs](https://valyala.medium.com/wal-usage-looks-broken-in-modern-time-series-databases-b62a627ab704)
* [mmap may slow down your Go app](https://valyala.medium.com/mmap-in-go-considered-harmful-d92a25cb161d)
* [VictoriaMetrics: achieving better compression than Gorilla for time series data](https://faun.pub/victoriametrics-achieving-better-compression-for-time-series-data-than-gorilla-317bc1f95932)
* [Stripping dependency bloat in VictoriaMetrics Docker image](https://valyala.medium.com/stripping-dependency-bloat-in-victoriametrics-docker-image-983fb5912b0d)
* [Speeding up backups for big time series databases](https://valyala.medium.com/speeding-up-backups-for-big-time-series-databases-533c1a927883)
* [Improving histogram usability for Prometheus and Grafana](https://valyala.medium.com/improving-histogram-usability-for-prometheus-and-grafana-bc7e5df0e350)
* [Why irate from Prometheus doesn't capture spikes](https://valyala.medium.com/why-irate-from-prometheus-doesnt-capture-spikes-45f9896d7832)
* [VictoriaMetrics: PromQL compliance](https://medium.com/@romanhavronenko/victoriametrics-promql-compliance-d4318203f51e)
* [How do open source solutions for logs work: Elasticsearch, Loki and VictoriaLogs](https://itnext.io/how-do-open-source-solutions-for-logs-work-elasticsearch-loki-and-victorialogs-9f7097ecbc2f)

### Tutorials, guides and how-to articles

See [our guides](https://docs.victoriametrics.com/guides/) for the up-to-date guides and tutorials.

* [Monitoring VictoriaMetrics](https://victoriametrics.com/blog/victoriametrics-monitoring/)
* [PromQL tutorial for beginners and humans](https://valyala.medium.com/promql-tutorial-for-beginners-9ab455142085)
* [How to optimize PromQL and MetricsQL queries](https://valyala.medium.com/how-to-optimize-promql-and-metricsql-queries-85a1b75bf986)
* [Analyzing Prometheus data with external tools](https://valyala.medium.com/analyzing-prometheus-data-with-external-tools-5f3e5e147639)
* [Prometheus Subqueries in VictoriaMetrics](https://valyala.medium.com/prometheus-subqueries-in-victoriametrics-9b1492b720b3)
* [How to migrate data from Prometheus to VictoriaMetrics](https://medium.com/@romanhavronenko/victoriametrics-how-to-migrate-data-from-prometheus-d44a6728f043)
* [VictoriaMetrics: how to migrate data from Prometheus. Filtering and modifying time series.](https://medium.com/@romanhavronenko/victoriametrics-how-to-migrate-data-from-prometheus-filtering-and-modifying-time-series-6d40cea4bf21)
* [How to use relabeling in Prometheus and VictoriaMetrics](https://valyala.medium.com/how-to-use-relabeling-in-prometheus-and-victoriametrics-8b90fc22c4b2)
* [How to monitor Go applications with VictoriaMetrics](https://victoriametrics.medium.com/how-to-monitor-go-applications-with-victoriametrics-c04703110870)
* [Prometheus storage: tech terms for humans](https://valyala.medium.com/prometheus-storage-technical-terms-for-humans-4ab4de6c3d48)
* [Cardinality explorer](https://victoriametrics.com/blog/cardinality-explorer/)
* [Rules backfilling via vmalert](https://victoriametrics.com/blog/rules-replay/)

### Other articles

* [How ClickHouse inspired us to build a high performance time series database](https://www.youtube.com/watch?v=p9qjb_yoBro). See also [slides](https://docs.google.com/presentation/d/1SdFrwsyR-HMXfbzrY8xfDZH_Dg6E7E5NJ84tQozMn3w/edit?usp=sharing)
* [OSA Con 2022: Specifics of data analysis in Time Series Databases](https://www.youtube.com/watch?v=_zORxrgLtec)
* [OSMC 2022. VictoriaMetrics: scaling to 100 million metrics per second](https://www.youtube.com/watch?v=xfed9_Q0_qU). See also [slides](https://www.slideshare.net/NETWAYS/osmc-2022-victoriametrics-scaling-to-100-million-metrics-per-second-by-aliaksandr-valialkin)
* [OSMC 2023. Large-scale logging made easy](https://docs.google.com/presentation/d/e/2PACX-1vTDs-Ggs89Xp-Q6s6JAuututM-j43ohssght5ar2egb_uCoxibb2VkrrqG931Tt4eRWfy9JJRJ39Qyy/pub?start=false&loop=false&delayms=3000)
* [CNCF Paris Meetup 2022-09-15 - VictoriaMetrics - The cost of scale in Prometheus ecosystem](https://www.youtube.com/watch?v=gcZYHpri2Hw). See also [slides](https://docs.google.com/presentation/d/1jhZuKnAXi15M-mdBP5a4ZAiyrMeHhYmzO8xcZ6pMyLc/edit?usp=sharing)
* [VictoriaMetrics Meetup December 2022](https://www.youtube.com/watch?v=Mesc6JBFNhQ). See also [slides for "VictoriaMetrics 2022: new features" talk](https://docs.google.com/presentation/d/1jI7XZoodmuzLymdu4MToG9onAKQjzCNwMO2NDupyUkQ/edit?usp=sharing).
* [Comparing Thanos to VictoriaMetrics cluster](https://faun.pub/comparing-thanos-to-victoriametrics-cluster-b193bea1683)
* [Evaluation performance and correctness: VictoriaMetrics response](https://valyala.medium.com/evaluating-performance-and-correctness-victoriametrics-response-e27315627e87)
* [How to reduce expenses on monitoring slides](https://www.slideshare.net/RomanKhavronenko/how-to-reduce-expenses-on-monitoringpdf) and [video](https://www.youtube.com/watch?v=lnVnF79XdoE)
* [Writing a TSDB from Scratch: Performance Optimization](https://www.youtube.com/watch?v=NdjuW98ep_w)
