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Use Elasticsearch histogram type to store Prometheus histograms (elas…
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…tic#17061)

* Allow to override already defined metricsets

This is useful when we want to have different behaviors between flavours

* Add new Prometheus skeleton for basic types usage

* Refactor Prometheus module to accommodate newer uses

* Add typed schema to Prometheus module

This should make room for using different Elasticsearch types depending
on the Prometheus metric

* Convert Prometheus histograms to ES histograms

Co-authored-by: Chris Mark <[email protected]>
Co-authored-by: Jaime Soriano Pastor <[email protected]>
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3 people authored Mar 24, 2020
1 parent 0e86555 commit 142b859
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Showing 35 changed files with 2,102 additions and 108 deletions.
2 changes: 2 additions & 0 deletions CHANGELOG.next.asciidoc
Original file line number Diff line number Diff line change
Expand Up @@ -262,6 +262,8 @@ https://github.com/elastic/beats/compare/v7.0.0-alpha2...master[Check the HEAD d
- Add support for CouchDB v2 {issue}16352[16352] {pull}16455[16455]
- Add dashboards for the azure container metricsets. {pull}17194[17194]
- Replace vpc metricset into vpn, transitgateway and natgateway metricsets. {pull}16892[16892]
- Use Elasticsearch histogram type to store Prometheus histograms {pull}17061[17061]
- Allow to rate Prometheus counters when scraping them {pull}17061[17061]
- Release Oracle module as GA. {issue}14279[14279] {pull}16833[16833]
- Release vsphere module as GA. {issue}15798[15798] {pull}17119[17119]
- Add Storage metricsets to GCP module {pull}15598[15598]
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48 changes: 48 additions & 0 deletions metricbeat/docs/fields.asciidoc
Original file line number Diff line number Diff line change
Expand Up @@ -66,6 +66,7 @@ grouped in the following categories:
* <<exported-fields-postgresql>>
* <<exported-fields-process>>
* <<exported-fields-prometheus>>
* <<exported-fields-prometheus-xpack>>
* <<exported-fields-rabbitmq>>
* <<exported-fields-redis>>
* <<exported-fields-redisenterprise>>
Expand Down Expand Up @@ -31639,6 +31640,53 @@ query metricset
remote write metrics from Prometheus server
[[exported-fields-prometheus-xpack]]
== Prometheus typed metrics fields
Stats scraped from a Prometheus endpoint.
*`prometheus.*.value`*::
+
--
Prometheus gauge metric
type: object
--
*`prometheus.*.counter`*::
+
--
Prometheus counter metric
type: object
--
*`prometheus.*.rate`*::
+
--
Prometheus rated counter metric
type: object
--
*`prometheus.*.histogram`*::
+
--
Prometheus histogram metric - release: ga
type: object
--
[[exported-fields-rabbitmq]]
== RabbitMQ fields
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30 changes: 23 additions & 7 deletions metricbeat/mb/registry.go
Original file line number Diff line number Diff line change
Expand Up @@ -68,6 +68,7 @@ type MetricSetRegistration struct {
IsDefault bool
HostParser HostParser
Namespace string
Replace bool
}

// MetricSetOption sets an option for a MetricSetFactory that is being
Expand Down Expand Up @@ -99,6 +100,15 @@ func WithNamespace(namespace string) MetricSetOption {
}
}

// MustReplace specifies that the MetricSetFactory must be replacing an existing
// metricset with the same name. An error will happen if there is no metricset
// defined with the same params.
func MustReplace() MetricSetOption {
return func(r *MetricSetRegistration) {
r.Replace = true
}
}

// Register contains the factory functions for creating new Modules and new
// MetricSets. Registers are thread safe for concurrent usage.
type Register struct {
Expand Down Expand Up @@ -201,22 +211,28 @@ func (r *Register) addMetricSet(module, name string, factory MetricSetFactory, o
module = strings.ToLower(module)
name = strings.ToLower(name)

// Set the options.
msInfo := MetricSetRegistration{Name: name, Factory: factory}
for _, opt := range options {
opt(&msInfo)
}

if metricsets, ok := r.metricSets[module]; !ok {
if msInfo.Replace {
return fmt.Errorf("metricset '%s/%s' should be replacing an existing metricset, none found", module, name)
}

r.metricSets[module] = map[string]MetricSetRegistration{}
} else if _, exists := metricsets[name]; exists {
return fmt.Errorf("metricset '%s/%s' is already registered", module, name)
if !msInfo.Replace {
return fmt.Errorf("metricset '%s/%s' is already registered", module, name)
}
}

if factory == nil {
return fmt.Errorf("metricset '%s/%s' cannot be registered with a nil factory", module, name)
}

// Set the options.
msInfo := MetricSetRegistration{Name: name, Factory: factory}
for _, opt := range options {
opt(&msInfo)
}

r.metricSets[module][name] = msInfo
r.log.Infof("MetricSet registered: %s/%s", module, name)
return nil
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8 changes: 8 additions & 0 deletions metricbeat/mb/registry_test.go
Original file line number Diff line number Diff line change
Expand Up @@ -192,6 +192,14 @@ func TestDefaultMetricSet(t *testing.T) {
assert.Contains(t, names, metricSetName)
}

func TestMustReplaceMetricSet(t *testing.T) {
registry := NewRegister()
err := registry.addMetricSet(moduleName, metricSetName, fakeMetricSetFactory, MustReplace())
if assert.Error(t, err) {
assert.Equal(t, "metricset 'mymodule/mymetricset' should be replacing an existing metricset, none found", err.Error())
}
}

func TestMetricSetQuery(t *testing.T) {
registry := NewRegister()
err := registry.AddMetricSet(moduleName, metricSetName, fakeMetricSetFactory)
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17 changes: 15 additions & 2 deletions metricbeat/mb/testing/testdata.go
Original file line number Diff line number Diff line change
Expand Up @@ -336,9 +336,22 @@ func documentedFieldCheck(foundKeys common.MapStr, knownKeys map[string]interfac
return nil
}
}
// If a field is defined as object it can also be defined as `status_codes.*`
// So this checks if such a key with the * exists by removing the last part.
// If a field is defined as object it can also have a * somewhere
// So this checks if such a key with the * exists by testing with it
splits := strings.Split(foundKey, ".")
found := false
for pos := 1; pos < len(splits)-1; pos++ {
key := strings.Join(splits[0:pos], ".") + ".*." + strings.Join(splits[pos+1:len(splits)], ".")
if _, ok := knownKeys[key]; ok {
found = true
break
}
}
if found {
continue
}

// last case `status_codes.*`:
prefix := strings.Join(splits[0:len(splits)-1], ".")
if _, ok := knownKeys[prefix+".*"]; ok {
continue
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52 changes: 52 additions & 0 deletions metricbeat/module/prometheus/collector/_meta/docs.asciidoc
Original file line number Diff line number Diff line change
Expand Up @@ -24,6 +24,58 @@ to retrieve the metrics from (`/metrics` by default) can be configured with `met
-------------------------------------------------------------------------------------


[float]
[role="xpack"]
=== Histograms and types

beta[]

[source,yaml]
-------------------------------------------------------------------------------------
metricbeat.modules:
- module: prometheus
period: 10s
hosts: ["localhost:9090"]
use_types: true
rate_counters: false
-------------------------------------------------------------------------------------

`use_types` paramater (default: false) enables a different layout for metrics storage, leveraging Elasticsearch
types, including https://www.elastic.co/guide/en/elasticsearch/reference/current/histogram.html[histograms].

`rate_counters` paramater (default: false) enables calculating a rate out of Prometheus counters. When enabled, Metricbeat stores
the counter increment since the last collection. This metric should make some aggregations easier and with better
performance. This parameter can only be enabled in combination with `use_types`.

When `use_types` and `rate_counters` are enabled, metrics are stored like this:

[source,json]
----
{
"prometheus": {
"labels": {
"instance": "172.27.0.2:9090",
"job": "prometheus"
},
"prometheus_target_interval_length_seconds_count": {
"counter": 1,
"rate": 0
},
"prometheus_target_interval_length_seconds_sum": {
"counter": 15.000401344,
"rate": 0
}
"prometheus_tsdb_compaction_chunk_range_seconds_bucket": {
"histogram": {
"values": [50, 300, 1000, 4000, 16000],
"counts": [10, 2, 34, 7]
}
}
},
}
----


[float]
=== Scraping all metrics from a Prometheus server

Expand Down
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