The VictoriaMetrics Observability Blog

vminsert acts as a gateway for incoming monitoring data. It receives data in different formats, processes it by parsing and adjusting labels, then uses memory buffers to send this data to storage nodes. It’s smart enough to always send the same type of data to the same storage node and can redirect data if a node isn’t working properly.

The net/rpc package in Go demonstrates basic RPC concepts by establishing TCP connections between clients and servers, using sequence numbers to match requests with responses, and supporting both gob (Go-specific) and JSON codecs for data serialization. While net/rpc is simpler and limited to Go services by default, gRPC offers advanced features like HTTP/2 streaming, cross-language support, and better performance

We’re happy to announce that VictoriaMetrics and IHI Terrasun Solutions, a leading energy storage system integrator, have partnered on one of North America’s largest clean energy projects!

Through the weak package, you can create these special pointers that automatically become nil when their target memory gets collected. While they’re a bit trickier to use than regular pointers, they’re super useful for things like canonicalization maps and memory-efficient caching. The implementation is pretty clever too, using an 8-byte indirection object to make garbage collection more efficient.

VictoriaMetrics agent, or vmagent, is a lightweight tool designed to gather metrics from a number of different sources. Once it pulls in all those metrics, vmagent lets you ‘design’ them (through ‘relabeling’) or filter them down (doing things like reducing cardinality, stream aggregation, deduplication, and so on) before shipping them off to wherever you want to store them.

We’re delighted to announce the GA release of our innovative logging solution: VictoriaLogs. It’s perfect for managing and analyzing large volumes of log data, especially in containerized environments such as Kubernetes.

Explore the latest improvements in VictoriaMetrics Anomaly Detection (vmanomaly), including optimizations, online models, multitenantcy and mTLS support.

Go’s runtime package provides two intriguing features: Finalizers and KeepAlive, which help manage object lifecycle in unique ways. Finalizers let you attach cleanup functions to objects that run when they’re garbage collected. Meanwhile, KeepAlive serves as a tool to prevent premature object collection, especially when dealing with resources that need to stay alive longer than the compiler might expect.

The sync.Once is probably the easiest sync primitive to use, but there’s more under the hood than you might think. It’s also a good opportunity to understand how it works by juggling both atomic operations and mutexes.

Come say hello at booth R17 for KubeCon 2024 in Salt Lake City, meet our team, and find out about the latest updates on our new VictoriaLogs solution, VictoriaMetrics Enterprise, anomaly detection capabilities, and more