The High Performance Open Source Time Series Database & Monitoring Solution
This session is great for you if you want to learn how to optimize your database effectively.
p99conf.io
#DevOps

@victoriametrics.bsky.social
The High Performance Open Source Time Series Database & Monitoring Solution
This session is great for you if you want to learn how to optimize your database effectively.
p99conf.io
#DevOps
In this session, weβll explore essential optimizations to maintain database speed, such as string interning, caching results, goroutine management and understanding sync.pool.
The largest installations handle 100 million samples/s on the ingestion path. This requires being very clever with data pipelines to keep them efficient and scalable as resources scale.
Application Performance #Monitoring and #Kubernetes monitoring in their current state are pretty expensive. The average VictoriaMetrics installation processes 2-4 million samples/s on the ingestion path and 20-40 million samples/s on the read path.
VictoriaMetrics is heading to P99! The event for developers who care about high-performance, low-latency applications. π Our Co-Founder, @hagen1778.bsky.social, will present, βWriting a TSDB from Scratch: Performance Optimization.β π October 21st π Online
π Save the dates and join us for two days of open source observability insights!
We'd love to see you there.
#TechConference #OpenSource
There are no queries against storage, no new query language to learn, and nothing tied to a specific vendor, so any Prometheus-compatible setup can use it.
osoday.com/speaker/roma...
A small estimator maintains a #HyperLogLog sketch for each label dimension and publishes the results as ordinary #metrics in the #Prometheus exposition format. It receives data over remote-write and is scraped like any other target.
This talk is about estimating cardinality in flight, while the metrics are still streaming in. The estimator runs as a separate pipeline alongside the storage, not inside it.
π£ Tracking Cardinality Explosions In Flight π€ @hagen1778.bsky.social - Co-founder of VictoriaMetrics π 04:02 PM CEST
How queries run the same structure in reverse, applying a stack of pruning mechanisms based on time, stream labels, and bloom filters so that only the data that can actually match is ever read.
This talk follows a log entry through the VictoriaLogs engine: how it is ingested with no upfront schema, how it lands in an immutable #LSM-like compressed column-oriented storage.
Catch our talks: π£ How to create a database optimized for petabytes of logs and wide events π€ @valyala.bsky.social - CTO & Co-Founder of VictoriaMetrics π 05:03 PM CEST
#VictoriaMetrics is proud to sponsor #Osoday 2026!
Join us to explore the world of #observability and #monitoring, including #logs, #traces & time-series #databases.
π Online: osoday.com
ποΈ October 15 - 16
π October 14th, at 5:00 PM CEST
π Online
See you soon!
ocgroups.dev/cncf/group/j...
Rather than focusing on #sustainability reporting, we examine the technical challenge of modeling carbon as telemetry: what entities should emissions be attributed to, which attributes should be standardized, and whether carbon belongs in metrics, traces, resource metadata, or all three.
π²π¦ Salam, Rabat!
@didiviking.bsky.social, our DevRel, will speak at Cloud Native Rabat and present her talk, βCarbon as a First-Class Signal: Designing a Standard for OpenTelemetry.β
This talk explores Software Carbon Intensity (SCI) through the lens of #OpenTelemetry semantic conventions.
Where?
πhttps://bit.ly/4hMDXcS
When?
β° 13th of October at 06:00 PM CET
π RSVP now to save your spot:
bit.ly/47rnbM1
#Monitoring #metrics #traces #techevents ##DevOps #OpenTelemetry
What motivates someone to keep contributing week after week? What do contributors gain from participating? And what can an #OpenSource community do to make that first step easier and create a welcoming path from newcomer to regular contributor?
In this talk, sheβll explore what localization communities actually do, why first-time contributors choose to get involved, and what turns an initial contribution into an ongoing commitment.