4353ff7ef1
Previously multiple goroutines could access remoteWriteCtx.tss concurrently, which could lead to data race and improper relabeling. Now each goroutine has its own copy of tss during relabeling. Updates https://github.com/VictoriaMetrics/VictoriaMetrics/issues/599 |
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.. | ||
common | ||
csvimport | ||
deployment | ||
graphite | ||
influx | ||
opentsdb | ||
opentsdbhttp | ||
prometheusimport | ||
promremotewrite | ||
remotewrite | ||
vmimport | ||
main.go | ||
Makefile | ||
README.md | ||
vmagent.png |
vmagent
vmagent
is a tiny but brave agent, which helps you collect metrics from various sources
and stores them in VictoriaMetrics
or any other Prometheus-compatible storage system that supports the remote_write
protocol.
Motivation
While VictoriaMetrics provides an efficient solution to store and observe metrics, our users needed something fast
and RAM friendly to scrape metrics from Prometheus-compatible exporters to VictoriaMetrics.
Also, we found that users’ infrastructure are snowflakes - no two are alike, and we decided to add more flexibility
to vmagent
(like the ability to push metrics instead of pulling them). We did our best and plan to do even more.
Features
- Can be used as drop-in replacement for Prometheus for scraping targets such as node_exporter. See Quick Start for details.
- Can add, remove and modify labels (aka tags) via Prometheus relabeling. Can filter data before sending it to remote storage. See these docs for details.
- Accepts data via all the ingestion protocols supported by VictoriaMetrics:
- Influx line protocol via
http://<vmagent>:8429/write
. See these docs. - Graphite plaintext protocol if
-graphiteListenAddr
command-line flag is set. See these docs. - OpenTSDB telnet and http protocols if
-opentsdbListenAddr
command-line flag is set. See these docs. - Prometheus remote write protocol via
http://<vmagent>:8429/api/v1/write
. - JSON lines import protocol via
http://<vmagent>:8429/api/v1/import
. See these docs. - Data in Prometheus exposition format. See these docs for details.
- Arbitrary CSV data via
http://<vmagent>:8429/api/v1/import/csv
. See these docs.
- Influx line protocol via
- Can replicate collected metrics simultaneously to multiple remote storage systems.
- Works in environments with unstable connections to remote storage. If the remote storage is unavailable, the collected metrics
are buffered at
-remoteWrite.tmpDataPath
. The buffered metrics are sent to remote storage as soon as connection to remote storage is recovered. The maximum disk usage for the buffer can be limited with-remoteWrite.maxDiskUsagePerURL
. - Uses lower amounts of RAM, CPU, disk IO and network bandwidth compared to Prometheus.
Quick Start
Just download vmutils-*
archive from releases page, unpack it
and pass the following flags to vmagent
binary in order to start scraping Prometheus targets:
-promscrape.config
with the path to Prometheus config file (it is usually located at/etc/prometheus/prometheus.yml
)-remoteWrite.url
with the remote storage endpoint such as VictoriaMetrics. The-remoteWrite.url
argument can be specified multiple times in order to replicate data concurrently to an arbitrary amount of remote storage systems.
Example command line:
/path/to/vmagent -promscrape.config=/path/to/prometheus.yml -remoteWrite.url=https://victoria-metrics-host:8428/api/v1/write
If you only need to collect Influx data, then the following is sufficient:
/path/to/vmagent -remoteWrite.url=https://victoria-metrics-host:8428/api/v1/write
Then send Influx data to http://vmagent-host:8429
. See these docs for more details.
vmagent
is also available in docker images.
Pass -help
to vmagent
in order to see the full list of supported command-line flags with their descriptions.
Use cases
IoT and Edge monitoring
vmagent
can run and collect metrics in IoT and industrial networks with unreliable or scheduled connections to the remote storage.
It buffers the collected data in local files until the connection to remote storage becomes available and then sends the buffered
data to the remote storage. It re-tries sending the data to remote storage on any errors.
The maximum buffer size can be limited with -remoteWrite.maxDiskUsagePerURL
.
vmagent
works on various architectures from IoT world - 32-bit arm, 64-bit arm, ppc64, 386, amd64.
See the corresponding Makefile rules for details.
Drop-in replacement for Prometheus
If you use Prometheus only for scraping metrics from various targets and forwarding these metrics to remote storage,
then vmagent
can replace such Prometheus setup. Usually vmagent
requires lower amounts of RAM, CPU and network bandwidth comparing to Prometheus for such a setup.
See these docs for details.
Replication and high availability
vmagent
replicates the collected metrics among multiple remote storage instances configured via -remoteWrite.url
args.
If a single remote storage instance temporarily is out of service, then the collected data remains available in another remote storage instances.
vmagent
buffers the collected data in files at -remoteWrite.tmpDataPath
until the remote storage becomes available again.
Then it sends the buffered data to the remote storage in order to prevent data gaps in the remote storage.
Relabeling and filtering
vmagent
can add, remove or update labels on the collected data before sending it to remote storage. Additionally,
it can remove unwanted samples via Prometheus-like relabeling before sending the collected data to remote storage.
See these docs for details.
Splitting data streams among multiple systems
vmagent
supports splitting the collected data between muliple destinations with the help of -remoteWrite.urlRelabelConfig
,
which is applied independently for each configured -remoteWrite.url
destination. For instance, it is possible to replicate or split
data among long-term remote storage, short-term remote storage and real-time analytical system built on top of Kafka.
Note that each destination can receive its own subset of the collected data thanks to per-destination relabeling via -remoteWrite.urlRelabelConfig
.
Prometheus remote_write proxy
vmagent
may be used as a proxy for Prometheus data sent via Prometheus remote_write
protocol. It can accept data via remote_write
API
at /api/v1/write
endpoint, apply relabeling and filtering and then proxy it to another remote_write
systems.
The vmagent
can be configured to encrypt the incoming remote_write
requests with -tls*
command-line flags.
Additionally, Basic Auth can be enabled for the incoming remote_write
requests with -httpAuth.*
command-line flags.
How to collect metrics in Prometheus format
Pass the path to prometheus.yml
to -promscrape.config
command-line flag. vmagent
takes into account the following
sections from Prometheus config file:
global
scrape_configs
All the other sections are ignored, including remote_write section.
Use -remoteWrite.*
command-line flags instead for configuring remote write settings.
The following scrape types in scrape_config section are supported:
static_configs
- for scraping statically defined targets. See these docs for details.file_sd_configs
- for scraping targets defined in external files aka file-based service discover. See these docs for details.kubernetes_sd_configs
- for scraping targets in Kubernetes (k8s). See kubernetes_sd_config for details.ec2_sd_configs
- for scraping targets in Amazon EC2. See ec2_sd_config for details.vmagent
doesn't supportrole_arn
config param yet.gce_sd_configs
- for scraping targets in Google Compute Engine (GCE). See gce_sd_config for details.vmagent
provides the following additional functionality forgce_sd_config
:- if
project
arg is missing, thenvmagent
uses the project for the instance where it runs; - if
zone
arg is missing, thenvmagent
uses the zone for the instance where it runs; - if
zone
arg equals to"*"
, thenvmagent
discovers all the zones for the given project; zone
may contain arbitrary number of zones, i.e.zone: [us-east1-a, us-east1-b]
.
- if
consul_sd_configs
- for scraping targets registered in Consul. See consul_sd_config for details.dns_sd_configs
- for scraping targets discovered from DNS records (SRV, A and AAAA). See dns_sd_config for details.
File feature requests at our issue tracker if you need other service discovery mechanisms to be supported by vmagent
.
vmagent
also support the following additional options in scrape_config
section:
disable_compression: true
- for disabling response compression on a per-job basis. By defaultvmagent
requests compressed responses from scrape targets in order to save network bandwidth.disable_keepalive: true
- for disabling HTTP keep-alive connections on a per-job basis. By defaultvmagent
uses keep-alive connections to scrape targets in order to reduce overhead on connection re-establishing.
Note that vmagent
doesn't support refresh_interval
option these scrape configs. Use the corresponding -promscrape.*CheckInterval
command-line flag instead. For example, -promscrape.consulSDCheckInterval=60s
sets refresh_interval
for all the consul_sd_configs
entries to 60s. Run vmagent -help
in order to see default values for -promscrape.*CheckInterval
flags.
Adding labels to metrics
Labels can be added to metrics via the following mechanisms:
- Via
global -> external_labels
section in-promscrape.config
file. These labels are added only to metrics scraped from targets configured in-promscrape.config
file. - Via
-remoteWrite.label
command-line flag. These labels are added to all the collected metrics before sending them to-remoteWrite.url
.
Relabeling
vmagent
supports Prometheus relabeling.
Additionally it provides the following extra actions:
replace_all
: replaces all the occurences ofregex
in the values ofsource_labels
with thereplacement
and stores the result in thetarget_label
.labelmap_all
: replaces all the occurences ofregex
in all the label names with thereplacement
.keep_if_equal
: keeps the entry if all label values fromsource_labels
are equal.drop_if_equal
: drops the entry if all the label values fromsource_labels
are equal.
The relabeling can be defined in the following places:
- At
scrape_config -> relabel_configs
section in-promscrape.config
file. This relabeling is applied to target labels. - At
scrape_config -> metric_relabel_configs
section in-promscrape.config
file. This relabeling is applied to all the scraped metrics in the givenscrape_config
. - At
-remoteWrite.relabelConfig
file. This relabeling is aplied to all the collected metrics before sending them to remote storage. - At
-remoteWrite.urlRelabelConfig
files. This relabeling is applied to metrics before sending them to the corresponding-remoteWrite.url
.
Read more about relabeling in the following articles:
- Life of a label
- Discarding targets and timeseries with relabeling
- Dropping labels at scrape time
- Extracting labels from legacy metric names
- relabel_configs vs metric_relabel_configs
Monitoring
vmagent
exports various metrics in Prometheus exposition format at http://vmagent-host:8429/metrics
page. It is recommended setting up regular scraping of this page
either via vmagent
itself or via Prometheus, so the exported metrics could be analyzed later.
vmagent
also exports target statuses at http://vmagent-host:8429/targets
page in plaintext format.
Troubleshooting
-
It is recommended increasing the maximum number of open files in the system (
ulimit -n
) when scraping big number of targets, sincevmagent
establishes at least a single TCP connection per each target. -
When
vmagent
scrapes many unreliable targets, it can flood error log with scrape errors. These errors can be suppressed by passing-promscrape.suppressScrapeErrors
command-line flag tovmagent
. The most recent scrape error per each target can be observed athttp://vmagent-host:8429/targets
. -
It is recommended to increase
-remoteWrite.queues
ifvmagent
collects more than 100K samples per second andvmagent_remotewrite_pending_data_bytes
metric exported athttp://vmagent-host:8429/metrics
page constantly grows. -
vmagent
buffers scraped data at-remoteWrite.tmpDataPath
directory until it is sent to-remoteWrite.url
. The directory can grow large when remote storage is unavailable for extended periods of time and if-remoteWrite.maxDiskUsagePerURL
isn't set. If you don't want to send all the data from the directory to remote storage, simply stopvmagent
and delete the directory. -
If you see
skipping duplicate scrape target with identical labels
errors when scraping Kubernetes pods, then it is likely these pods listen multiple ports. Just add the following relabeling rule torelabel_configs
section in order to filter out targets with unneeded ports:
- action: keep_if_equal
source_labels: [__meta_kubernetes_pod_annotation_prometheus_io_port, __meta_kubernetes_pod_container_port_number]
How to build from sources
It is recommended using binary releases - vmagent
is located in vmutils-*
archives there.
Development build
- Install Go. The minimum supported version is Go 1.13.
- Run
make vmagent
from the root folder of the repository. It buildsvmagent
binary and puts it into thebin
folder.
Production build
- Install docker.
- Run
make vmagent-prod
from the root folder of the repository. It buildsvmagent-prod
binary and puts it into thebin
folder.
Building docker images
Run make package-vmagent
. It builds victoriametrics/vmagent:<PKG_TAG>
docker image locally.
<PKG_TAG>
is auto-generated image tag, which depends on source code in the repository.
The <PKG_TAG>
may be manually set via PKG_TAG=foobar make package-vmagent
.
By default the image is built on top of alpine image. It is possible to build the package on top of any other base image
by setting it via <ROOT_IMAGE>
environment variable. For example, the following command builds the image on top of scratch image:
ROOT_IMAGE=scratch make package-vmagent
Profiling
vmagent
provides handlers for collecting the following Go profiles:
- Memory profile. It can be collected with the following command:
curl -s http://<vmagent-host>:8429/debug/pprof/heap > mem.pprof
- CPU profile. It can be collected with the following command:
curl -s http://<vmagent-host>:8429/debug/pprof/profile > cpu.pprof
The command for collecting CPU profile waits for 30 seconds before returning.
The collected profiles may be analyzed with go tool pprof.