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Beyond Prometheus: pushing the boundaries of scalable monitoring with VictoriaMetrics
2025-10-15 · 18:00
Diana Todea
– VictoriaMetrics Developer Advocate
@ VictoriaMetrics
Prometheus has become the go-to standard for metrics-based monitoring, but as environments grow in complexity and scale, teams often find themselves hitting its operational limits, especially around cardinality and long-term storage. This talk explores how VictoriaMetrics builds on Prometheus fundamentals to offer a more scalable and efficient alternative for teams managing high-ingestion workloads and demanding retention needs, without abandoning the familiar Prometheus ecosystem. I’ll dive into how VictoriaMetrics supports Prometheus-compatible scrape configurations and exporters, allowing seamless integration with existing workflows. The session will showcase practical strategies for setting up and tuning scrape jobs, managing cardinality through label analysis and relabeling, and using VictoriaMetrics’ UI and tools to gain insight into metric usage patterns. This talk is tailored for advanced users eager to push the boundaries of Prometheus-based observability, demonstrating how the core philosophy of Prometheus can be extended and elevated through the integration of high-performance systems like VictoriaMetrics. |
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A History of Automatic Aggregations
2025-10-15 · 18:00
Raphael Bizos
– Site Reliability Engineer
@ Criteo
At Criteo, we’ve relied on automatic aggregations for years. “Automatic aggregation” is the name we give to a system of recording rules that matches most metrics and removes certain dimensions, such as the instance emitting the metric, to reduce the cardinality (i.e., the number of metrics) and thus makes queries faster. What started as a workaround has become a key part of how we ensure backend stability and reliability at scale, with hundreds of millions of active metrics, all without requiring users to write a single recording rule. It also significantly reduces the cost of metrics storage. Internally, we call this approach zero-effort Observability, as most teams don’t have to write/maintain recording rules. In this talk, Raphael will explain how our approach to automatic aggregations has evolved over time and how we’ve adapted it to fit naturally into our Prometheus-based stack. He will share the different implementations we’ve tried, the lessons we’ve learned, and how our latest version takes advantage of recent improvements in Prometheus (new type label). |
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VictoriaLogs cluster architecture and typical use cases
2025-10-15 · 18:00
Aliaksandr Valialkin
– Co-Founder | CTO | Principal Architect
@ VictoriaMetrics
A single-node version of VictoriaLogs can handle hundreds of terabytes of logs. What if this isn't enough for you? Then the cluster version of VictoriaLogs comes to the rescue! It can scale to tens of petabytes of logs. This talk dives into the architectural details of the VictoriaLogs cluster, which explains how it achieves linear horizontal scalability for both data ingestion and querying paths. There is no magic - the cluster architecture is clear and quite simple. The talk also covers typical use cases for the VictoriaLogs cluster when a single-node version isn't enough. |
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Aliaksandr Valialkin: Large-Scale Logging Made Easy
2024-12-06 · 22:30
🌟 Session Overview 🌟 Session Name: Large-Scale Logging Made Easy Speaker: Aliaksandr Valialkin Session Description: Logging at scale is a common source of infrastructure expenses and frustration. While logging is something any organization does, there is still no silver bullet or simple, scalable solution without trade-offs. In this session, Aliaksandr presents his innovative approach to log management after studying the limitations of existing logging systems. His solution is tailored for SREs, DevOps, and system engineers seeking a comprehensive logging platform for their organization. Aliaksandr's solution seamlessly integrates with existing logging agents, pipelines, and streams, efficiently storing logs in a highly optimized database. Notably, it offers lightning-fast query speeds and seamless integration with essential tools like jq, awk, and cut. 🚀 About Big Data and RPA 2024 🚀 Unlock the future of innovation and automation at Big Data & RPA Conference Europe 2024! 🌟 This unique event brings together the brightest minds in big data, machine learning, AI, and robotic process automation to explore cutting-edge solutions and trends shaping the tech landscape. Perfect for data engineers, analysts, RPA developers, and business leaders, the conference offers dual insights into the power of data-driven strategies and intelligent automation. 🚀 Gain practical knowledge on topics like hyperautomation, AI integration, advanced analytics, and workflow optimization while networking with global experts. Don’t miss this exclusive opportunity to expand your expertise and revolutionize your processes—all from the comfort of your home! 📊🤖✨ 📅 Yearly Conferences: Curious about the evolution of QA? Check out our archive of past Big Data & RPA sessions. Watch the strategies and technologies evolve in our videos! 🚀 🔗 Find Other Years' Videos: 2023 Big Data Conference Europe https://www.youtube.com/playlist?list=PLqYhGsQ9iSEpb_oyAsg67PhpbrkCC59_g 2022 Big Data Conference Europe Online https://www.youtube.com/playlist?list=PLqYhGsQ9iSEryAOjmvdiaXTfjCg5j3HhT 2021 Big Data Conference Europe Online https://www.youtube.com/playlist?list=PLqYhGsQ9iSEqHwbQoWEXEJALFLKVDRXiP 💡 Stay Connected & Updated 💡 Don’t miss out on any updates or upcoming event information from Big Data & RPA Conference Europe. Follow us on our social media channels and visit our website to stay in the loop! 🌐 Website: https://bigdataconference.eu/, https://rpaconference.eu/ 👤 Facebook: https://www.facebook.com/bigdataconf, https://www.facebook.com/rpaeurope/ 🐦 Twitter: @BigDataConfEU, @europe_rpa 🔗 LinkedIn: https://www.linkedin.com/company/73234449/admin/dashboard/, https://www.linkedin.com/company/75464753/admin/dashboard/ 🎥 YouTube: http://www.youtube.com/@DATAMINERLT |
DATA MINER Big Data Europe Conference 2020 |
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Criteo / VictoriaMetrics Meetup Paris 🇫🇷
2024-10-09 · 16:30
Bonjour, Paris! 🇫🇷 Join us for an exciting #VictoriaMetrics #Meetup in the City of Lights. hosted by #Criteo!
Agenda & Speakers 🎙 6.30pm: Registration & Greetings 7pm: Presentations start
8pm: Questions / Drinks & Nibbles / Discussions 9.30pm: Finish Don't miss out on this opportunity! Sign up for free today and secure your spot to learn more about #Observability. This event will be in English. LogManagement #TechEvents |
Criteo / VictoriaMetrics Meetup Paris 🇫🇷
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Deutsche Bank x Victoria Metrics: Best Practices on Scaling Observability
2024-04-11 · 16:30
Mark your calendars for April 11th, 2024, as Deutsche Bank and VictoriaMetrics join forces to share key insights on scaling observability. Join us at the Deutsche Bank Berlin Technology Centre for an evening of expert-led discussions on streamlining large-scale logging and evolving clusters for optimal performance. Network with peers, gain valuable knowledge, and stay ahead in the rapidly evolving landscape of observability and banking technology. Timetable 18:30-19:00: Doors open 19:00-19:30: Large-scale logging made easy, by Aliaksandr Valialkin, Founder & CTO of Victoria Metrics Logging at scale is a common source of infrastructure expenses and frustration. While logging is something any organization does, there is still no silver bullet or just a simple and scalable solution without trade-offs. After studying the most popular logging systems, Aliaksandr came up with his design and vision of the problem. The proposed solution fits ideally for SRE, DevOps, and system engineers who need to provide logging solutions as a platform for the entire company or team. It accepts logs from existing logging agents, pipelines, and streams, efficiently stores them in a highly optimized log database and can be queried at lightning-fast speeds with perfect integration with tools like jq, awk, cut, etc. 19:30-20:00: Fixed Income & Currencies - VictoriaMetrics cluster evolution by Dmitry Evdokimov, Senior Engineer at Deutsche Bank Berlin Technology Centre During the presentation, Dmitry will delve into Deutsche Bank's Fixed Income & Currencies journey from Prometheus to VictoriaMetrics, providing a thorough overview. He will examine the challenges encountered, including scalability issues and heightened demands, and detail the solutions implemented to overcome them. Dmitry will offer valuable insights into the decision-making process, hurdles overcome, and the operational implications of adopting VictoriaMetrics in a highly regulated environment. 20:00-20:30: Q&A 20:30 - Networking with finger food and refreshments 21:30 – Doors Close About Deutsche Bank Berlin Technology Centre Deutsche Bank Berlin Technology Centre (BTC) is a dynamic and fast-growing technology hub situated in Berlin, supporting mainly Deutsche Bank's Investment Bank and Corporate Bank businesses. As one of the five strategic global Technology Centres spanning Europe, Asia, and the US, BTC drives innovation and technological advancement of the Bank. Equipped with a diverse array of both established and cutting-edge tools, BTC develops state-of-the-art financial technology solutions. Within the Investment Banking Technology, its engineering teams excel in crafting solutions tailored to pricing, trading, and risk management within Deutsche Bank's renowned Fixed Income and Currency business. Leveraging full and hybrid Cloud setups alongside ultra-low latency technologies, developers at BTC ensure Deutsche Bank maintains its industry-leading position. Similarly, BTC's Corporate Banking Technology teams are dedicated to meeting the diverse needs of businesses, from startups to corporations. Whether optimizing Trade Finance or enhancing Cash Management, BTC's unwavering commitment to excellence supports large-scale payment systems critical to Deutsche Bank's standing as the largest Euro clearer. With a diverse and vibrant team of ca. 1400 engineers hailing from various backgrounds and cultures, BTC recognizes equality and belonging as vital for its successful growth. Within its collaborative environment, engineering culture at BTC flourishes, sparking innovation and ideas that transform the industry. Find out more about the Deutsche Bank Berlin Tech Center and the career opportunities that it offers here. About Victoria Metrics VictoriaMetrics is the scaleup leader in the category of open source time series database monitoring. Founded in Kyiv, Ukraine, it is now globally led and headquartered in the US. The VictoriaMetrics management team came together following successful careers at Google, Lyft and Cloudflare to solve the hard problems around very large, constantly changing data types which they themselves had encountered. VictoriaMetrics now boasts 400+ million downloads and customers include Adidas, Roblox, Grammarly and Wix. Banking #Technology #DeutscheBank #Berlin #Observability #VictoriaMetrics |
Deutsche Bank x Victoria Metrics: Best Practices on Scaling Observability
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