文章背景：使用Prometheus+Grafana监控JVM，这片文章中介绍了怎么用jvm-exporter监控我们的java应用，在我们的使用场景中需要监控k8s集群中的jvm，接下来谈谈k8s和Prometheus的集成扩展使用，假设我们已经成功将Prometheus部署到我们的k8s集群中了kubernetes集成prometheus+grafana监控，但是kube-prometheus并没有集成jvm-exporter，这就需要我们自己操作。
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将jvm-exporter整合进我们的应用
整合过程很简单，只需要将jvm-exporter作为javaagent加入到我们的java启动命令就可以了，详细见使用Prometheus+Grafana监控JVM
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配置Prometheus服务自动发现
对于有Service暴露的服务我们可以用 prometheus-operator 项目定义的ServiceMonitorCRD来配置服务发现，配置模板如下：
--- # ServiceMonitor 服务自动发现规则
apiVersion: monitoring.coreos.com/v1
kind: ServiceMonitor # prometheus-operator 定义的CRD
metadata:
name: jmx-metrics
namespace: monitoring
labels:
k8s-apps: jmx-metrics
spec:
jobLabel: metrics #监控数据的job标签指定为metrics label的值，即加上数据标签job=jmx-metrics
selector:
matchLabels:
metrics: jmx-metrics # 自动发现 label中有metrics: jmx-metrics 的service
namespaceSelector:
matchNames: # 配置需要自动发现的命名空间，可以配置多个
- my-namespace
endpoints:
- port: http-metrics # 拉去metric的端口，这个写的是 service的端口名称，即 service yaml的spec.ports.name
interval: 15s # 拉取metric的时间间隔
--- # 服务service模板
apiVersion: v1
kind: Service
metadata:
labels:
metrics: jmx-metrics # ServiceMonitor 自动发现的关键label
name: jmx-metrics
namespace: my-namespace
spec:
ports:
- name: http-metrics #对应 ServiceMonitor 中spec.endpoints.port
port: 9093 # jmx-exporter 暴露的服务端口
targetPort: http-metrics # pod yaml 暴露的端口名
selector:
metrics: jmx-metrics # service本身的标签选择器
以上配置了my-namespace命名空间的 jmx-metrics Service的服务自动发现，Prometheus会将这个service 的所有关联pod自动加入监控，并从apiserver获取到最新的pod列表，这样当我们的服务副本扩充时也能自动添加到监控系统中。
那么对于没有创建 Service 的服务，比如以HostPort对集群外暴露服务的实例，我们可以使用 PodMonitor 来做服务发现，相关样例如下：
--- # PodMonitor 服务自动发现规则，最新的版本支持，旧版本可能不支持
apiVersion: monitoring.coreos.com/v1
kind: PodMonitor # prometheus-operator 定义的CRD
metadata:
name: jmx-metrics
namespace: monitoring
labels:
k8s-apps: jmx-metrics
spec:
jobLabel: metrics #监控数据的job标签指定为metrics label的值，即加上数据标签job=jmx-metrics
selector:
matchLabels:
metrics: jmx-metrics # 自动发现 label中有metrics: jmx-metrics 的pod
namespaceSelector:
matchNames: # 配置需要自动发现的命名空间，可以配置多个
- my-namespace
podMetricsEndpoints:
- port: http-metrics # Pod yaml中 metric暴露端口的名称 即 spec.ports.name
interval: 15s # 拉取metric的时间间隔
--- # 需要监控的Pod模板
apiVersion: v1
kind: Pod
metadata:
labels:
metrics: jmx-metrics
name: jmx-metrics
namespace: my-namespace
spec:
containers:
- image: tomcat:9.0
name: tomcat
ports:
- containerPort: 9093
name: http-metrics
- 为Prometheus serviceAccount 添加对应namespace的权限
--- # 在对应的ns中创建角色
apiVersion: rbac.authorization.k8s.io/v1
kind: Role
metadata:
name: prometheus-k8s
namespace: my-namespace
rules:
- apiGroups:
- ""
resources:
- services
- endpoints
- pods
verbs:
- get
- list
- watch
--- # 绑定角色 prometheus-k8s 角色到 Role
apiVersion: rbac.authorization.k8s.io/v1
kind: RoleBinding
metadata:
name: prometheus-k8s
namespace: my-namespace
roleRef:
apiGroup: rbac.authorization.k8s.io
kind: Role
name: prometheus-k8s
subjects:
- kind: ServiceAccount
name: prometheus-k8s # Prometheus 容器使用的 serviceAccount，kube-prometheus默认使用prometheus-k8s这个用户
namespace: monitoring
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在Prometheus管理页面中查看服务发现
服务发现配置成功后会出现在Prometheus的管理界面中：
image.png
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添加报警规则
新建报警规则文件：jvm-alert-rules.yaml，填入以下内容
apiVersion: monitoring.coreos.com/v1
kind: PrometheusRule
metadata:
labels:
prometheus: k8s
role: alert-rules
name: jvm-metrics-rules
namespace: monitoring
spec:
groups:
- name: jvm-metrics-rules
rules:
# 在5分钟里，GC花费时间超过10%
- alert: GcTimeTooMuch
expr: increase(jvm_gc_collection_seconds_sum[5m]) > 30
for: 5m
labels:
severity: red
annotations:
summary: "{{ $labels.app }} GC时间占比超过10%"
message: "ns:{{ $labels.namespace }} pod:{{ $labels.pod }} GC时间占比超过10%，当前值({{ $value }}%)"
# GC次数太多
- alert: GcCountTooMuch
expr: increase(jvm_gc_collection_seconds_count[1m]) > 30
for: 1m
labels:
severity: red
annotations:
summary: "{{ $labels.app }} 1分钟GC次数>30次"
message: "ns:{{ $labels.namespace }} pod:{{ $labels.pod }} 1分钟GC次数>30次，当前值({{ $value }})"
# FGC次数太多
- alert: FgcCountTooMuch
expr: increase(jvm_gc_collection_seconds_count{gc="ConcurrentMarkSweep"}[1h]) > 3
for: 1m
labels:
severity: red
annotations:
summary: "{{ $labels.app }} 1小时的FGC次数>3次"
message: "ns:{{ $labels.namespace }} pod:{{ $labels.pod }} 1小时的FGC次数>3次，当前值({{ $value }})"
# 非堆内存使用超过80%
- alert: NonheapUsageTooMuch
expr: jvm_memory_bytes_used{job="jmx-metrics", area="nonheap"} / jvm_memory_bytes_max * 100 > 80
for: 1m
labels:
severity: red
annotations:
summary: "{{ $labels.app }} 非堆内存使用>80%"
message: "ns:{{ $labels.namespace }} pod:{{ $labels.pod }} 非堆内存使用率>80%，当前值({{ $value }}%)"
# 内存使用预警
- alert: HeighMemUsage
expr: process_resident_memory_bytes{job="jmx-metrics"} / os_total_physical_memory_bytes * 100 > 85
for: 1m
labels:
severity: red
annotations:
summary: "{{ $labels.app }} rss内存使用率大于85%"
message: "ns:{{ $labels.namespace }} pod:{{ $labels.pod }} rss内存使用率大于85%，当前值({{ $value }}%)"
执行 kubectl apply -f jvm-alert-rules.yaml使规则生效
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添加报警接收人
编辑接受人配置：
global:
resolve_timeout: 5m
route:
group_by: ['job', 'alertname', 'pod']
group_interval: 2m
receiver: my-alert-receiver
routes:
- match:
job: jmx-metrics
receiver: my-alert-receiver
repeat_interval: 3h
receivers:
- name: my-alert-receiver
webhook_configs:
- url: http://mywebhook.com/
max_alerts: 1
send_resolved: true
使用工具转换为base64编码，填入alert-manager对应的配置Secret中
kubectl edit -n monitoring Secret alertmanager-main
apiVersion: v1
data:
alertmanager.yaml: KICAgICJyZWNlaXZlciI6ICJudWxsIg== # base64填入这里
kind: Secret
metadata:
name: alertmanager-main
namespace: monitoring
type: Opaque
退出编辑后稍等一会儿生效。
自此，jvm监控系统配置完成。
附jvm-exporter接口返回参数示例，可以根据需要自取其中的metric
# HELP jvm_threads_current Current thread count of a JVM
# TYPE jvm_threads_current gauge
jvm_threads_current 218.0
# HELP jvm_threads_daemon Daemon thread count of a JVM
# TYPE jvm_threads_daemon gauge
jvm_threads_daemon 40.0
# HELP jvm_threads_peak Peak thread count of a JVM
# TYPE jvm_threads_peak gauge
jvm_threads_peak 219.0
# HELP jvm_threads_started_total Started thread count of a JVM
# TYPE jvm_threads_started_total counter
jvm_threads_started_total 249.0
# HELP jvm_threads_deadlocked Cycles of JVM-threads that are in deadlock waiting to acquire object monitors or ownable synchronizers
# TYPE jvm_threads_deadlocked gauge
jvm_threads_deadlocked 0.0
# HELP jvm_threads_deadlocked_monitor Cycles of JVM-threads that are in deadlock waiting to acquire object monitors
# TYPE jvm_threads_deadlocked_monitor gauge
jvm_threads_deadlocked_monitor 0.0
# HELP jvm_threads_state Current count of threads by state
# TYPE jvm_threads_state gauge
jvm_threads_state{state="NEW",} 0.0
jvm_threads_state{state="RUNNABLE",} 49.0
jvm_threads_state{state="TIMED_WAITING",} 141.0
jvm_threads_state{state="TERMINATED",} 0.0
jvm_threads_state{state="WAITING",} 28.0
jvm_threads_state{state="BLOCKED",} 0.0
# HELP jvm_info JVM version info
# TYPE jvm_info gauge
jvm_info{version="1.8.0_261-b12",vendor="Oracle Corporation",runtime="Java(TM) SE Runtime Environment",} 1.0
# HELP jvm_memory_bytes_used Used bytes of a given JVM memory area.
# TYPE jvm_memory_bytes_used gauge
jvm_memory_bytes_used{area="heap",} 1.553562144E9
jvm_memory_bytes_used{area="nonheap",} 6.5181496E7
# HELP jvm_memory_bytes_committed Committed (bytes) of a given JVM memory area.
# TYPE jvm_memory_bytes_committed gauge
jvm_memory_bytes_committed{area="heap",} 4.08027136E9
jvm_memory_bytes_committed{area="nonheap",} 6.8747264E7
# HELP jvm_memory_bytes_max Max (bytes) of a given JVM memory area.
# TYPE jvm_memory_bytes_max gauge
jvm_memory_bytes_max{area="heap",} 4.08027136E9
jvm_memory_bytes_max{area="nonheap",} 1.317011456E9
# HELP jvm_memory_bytes_init Initial bytes of a given JVM memory area.
# TYPE jvm_memory_bytes_init gauge
jvm_memory_bytes_init{area="heap",} 4.294967296E9
jvm_memory_bytes_init{area="nonheap",} 2555904.0
# HELP jvm_memory_pool_bytes_used Used bytes of a given JVM memory pool.
# TYPE jvm_memory_pool_bytes_used gauge
jvm_memory_pool_bytes_used{pool="Code Cache",} 2.096832E7
jvm_memory_pool_bytes_used{pool="Metaspace",} 3.9320064E7
jvm_memory_pool_bytes_used{pool="Compressed Class Space",} 4893112.0
jvm_memory_pool_bytes_used{pool="Par Eden Space",} 1.71496168E8
jvm_memory_pool_bytes_used{pool="Par Survivor Space",} 7.1602832E7
jvm_memory_pool_bytes_used{pool="CMS Old Gen",} 1.310463144E9
# HELP jvm_memory_pool_bytes_committed Committed bytes of a given JVM memory pool.
# TYPE jvm_memory_pool_bytes_committed gauge
jvm_memory_pool_bytes_committed{pool="Code Cache",} 2.3396352E7
jvm_memory_pool_bytes_committed{pool="Metaspace",} 4.0239104E7
jvm_memory_pool_bytes_committed{pool="Compressed Class Space",} 5111808.0
jvm_memory_pool_bytes_committed{pool="Par Eden Space",} 1.718091776E9
jvm_memory_pool_bytes_committed{pool="Par Survivor Space",} 2.14695936E8
jvm_memory_pool_bytes_committed{pool="CMS Old Gen",} 2.147483648E9
# HELP jvm_memory_pool_bytes_max Max bytes of a given JVM memory pool.
# TYPE jvm_memory_pool_bytes_max gauge
jvm_memory_pool_bytes_max{pool="Code Cache",} 2.5165824E8
jvm_memory_pool_bytes_max{pool="Metaspace",} 5.36870912E8
jvm_memory_pool_bytes_max{pool="Compressed Class Space",} 5.28482304E8
jvm_memory_pool_bytes_max{pool="Par Eden Space",} 1.718091776E9
jvm_memory_pool_bytes_max{pool="Par Survivor Space",} 2.14695936E8
jvm_memory_pool_bytes_max{pool="CMS Old Gen",} 2.147483648E9
# HELP jvm_memory_pool_bytes_init Initial bytes of a given JVM memory pool.
# TYPE jvm_memory_pool_bytes_init gauge
jvm_memory_pool_bytes_init{pool="Code Cache",} 2555904.0
jvm_memory_pool_bytes_init{pool="Metaspace",} 0.0
jvm_memory_pool_bytes_init{pool="Compressed Class Space",} 0.0
jvm_memory_pool_bytes_init{pool="Par Eden Space",} 1.718091776E9
jvm_memory_pool_bytes_init{pool="Par Survivor Space",} 2.14695936E8
jvm_memory_pool_bytes_init{pool="CMS Old Gen",} 2.147483648E9
# HELP jmx_config_reload_failure_total Number of times configuration have failed to be reloaded.
# TYPE jmx_config_reload_failure_total counter
jmx_config_reload_failure_total 0.0
# HELP os_free_physical_memory_bytes FreePhysicalMemorySize (java.lang<type=OperatingSystem><>FreePhysicalMemorySize)
# TYPE os_free_physical_memory_bytes gauge
os_free_physical_memory_bytes 9.1234304E8
# HELP os_committed_virtual_memory_bytes CommittedVirtualMemorySize (java.lang<type=OperatingSystem><>CommittedVirtualMemorySize)
# TYPE os_committed_virtual_memory_bytes gauge
os_committed_virtual_memory_bytes 2.2226296832E10
# HELP os_total_swap_space_bytes TotalSwapSpaceSize (java.lang<type=OperatingSystem><>TotalSwapSpaceSize)
# TYPE os_total_swap_space_bytes gauge
os_total_swap_space_bytes 0.0
# HELP os_max_file_descriptor_count MaxFileDescriptorCount (java.lang<type=OperatingSystem><>MaxFileDescriptorCount)
# TYPE os_max_file_descriptor_count gauge
os_max_file_descriptor_count 1048576.0
# HELP os_system_load_average SystemLoadAverage (java.lang<type=OperatingSystem><>SystemLoadAverage)
# TYPE os_system_load_average gauge
os_system_load_average 4.97
# HELP os_total_physical_memory_bytes TotalPhysicalMemorySize (java.lang<type=OperatingSystem><>TotalPhysicalMemorySize)
# TYPE os_total_physical_memory_bytes gauge
os_total_physical_memory_bytes 1.073741824E10
# HELP os_system_cpu_load SystemCpuLoad (java.lang<type=OperatingSystem><>SystemCpuLoad)
# TYPE os_system_cpu_load gauge
os_system_cpu_load 1.0
# HELP os_free_swap_space_bytes FreeSwapSpaceSize (java.lang<type=OperatingSystem><>FreeSwapSpaceSize)
# TYPE os_free_swap_space_bytes gauge
os_free_swap_space_bytes 0.0
# HELP os_available_processors AvailableProcessors (java.lang<type=OperatingSystem><>AvailableProcessors)
# TYPE os_available_processors gauge
os_available_processors 6.0
# HELP os_process_cpu_load ProcessCpuLoad (java.lang<type=OperatingSystem><>ProcessCpuLoad)
# TYPE os_process_cpu_load gauge
os_process_cpu_load 0.14194299011052938
# HELP os_open_file_descriptor_count OpenFileDescriptorCount (java.lang<type=OperatingSystem><>OpenFileDescriptorCount)
# TYPE os_open_file_descriptor_count gauge
os_open_file_descriptor_count 717.0
# HELP jmx_scrape_duration_seconds Time this JMX scrape took, in seconds.
# TYPE jmx_scrape_duration_seconds gauge
jmx_scrape_duration_seconds 0.004494197
# HELP jmx_scrape_error Non-zero if this scrape failed.
# TYPE jmx_scrape_error gauge
jmx_scrape_error 0.0
# HELP jmx_scrape_cached_beans Number of beans with their matching rule cached
# TYPE jmx_scrape_cached_beans gauge
jmx_scrape_cached_beans 0.0
# HELP jvm_buffer_pool_used_bytes Used bytes of a given JVM buffer pool.
# TYPE jvm_buffer_pool_used_bytes gauge
jvm_buffer_pool_used_bytes{pool="direct",} 2.3358974E7
jvm_buffer_pool_used_bytes{pool="mapped",} 0.0
# HELP jvm_buffer_pool_capacity_bytes Bytes capacity of a given JVM buffer pool.
# TYPE jvm_buffer_pool_capacity_bytes gauge
jvm_buffer_pool_capacity_bytes{pool="direct",} 2.3358974E7
jvm_buffer_pool_capacity_bytes{pool="mapped",} 0.0
# HELP jvm_buffer_pool_used_buffers Used buffers of a given JVM buffer pool.
# TYPE jvm_buffer_pool_used_buffers gauge
jvm_buffer_pool_used_buffers{pool="direct",} 61.0
jvm_buffer_pool_used_buffers{pool="mapped",} 0.0
# HELP jvm_gc_collection_seconds Time spent in a given JVM garbage collector in seconds.
# TYPE jvm_gc_collection_seconds summary
jvm_gc_collection_seconds_count{gc="ParNew",} 77259.0
jvm_gc_collection_seconds_sum{gc="ParNew",} 2399.831
jvm_gc_collection_seconds_count{gc="ConcurrentMarkSweep",} 1.0
jvm_gc_collection_seconds_sum{gc="ConcurrentMarkSweep",} 0.29
# HELP jmx_config_reload_success_total Number of times configuration have successfully been reloaded.
# TYPE jmx_config_reload_success_total counter
jmx_config_reload_success_total 0.0
# HELP process_cpu_seconds_total Total user and system CPU time spent in seconds.
# TYPE process_cpu_seconds_total counter
process_cpu_seconds_total 1759604.89
# HELP process_start_time_seconds Start time of the process since unix epoch in seconds.
# TYPE process_start_time_seconds gauge
process_start_time_seconds 1.608630226597E9
# HELP process_open_fds Number of open file descriptors.
# TYPE process_open_fds gauge
process_open_fds 717.0
# HELP process_max_fds Maximum number of open file descriptors.
# TYPE process_max_fds gauge
process_max_fds 1048576.0
# HELP process_virtual_memory_bytes Virtual memory size in bytes.
# TYPE process_virtual_memory_bytes gauge
process_virtual_memory_bytes 2.2226292736E10
# HELP process_resident_memory_bytes Resident memory size in bytes.
# TYPE process_resident_memory_bytes gauge
process_resident_memory_bytes 4.644765696E9
# HELP jmx_exporter_build_info A metric with a constant '1' value labeled with the version of the JMX exporter.
# TYPE jmx_exporter_build_info gauge
jmx_exporter_build_info{version="0.14.0",name="jmx_prometheus_javaagent",} 1.0
# HELP jvm_memory_pool_allocated_bytes_total Total bytes allocated in a given JVM memory pool. Only updated after GC, not continuously.
# TYPE jvm_memory_pool_allocated_bytes_total counter
jvm_memory_pool_allocated_bytes_total{pool="Par Survivor Space",} 1.42928399936E11
jvm_memory_pool_allocated_bytes_total{pool="CMS Old Gen",} 2.862731656E9
jvm_memory_pool_allocated_bytes_total{pool="Code Cache",} 2.8398656E7
jvm_memory_pool_allocated_bytes_total{pool="Compressed Class Space",} 4912848.0
jvm_memory_pool_allocated_bytes_total{pool="Metaspace",} 3.9438872E7
jvm_memory_pool_allocated_bytes_total{pool="Par Eden Space",} 1.32737951722432E14
# HELP jvm_classes_loaded The number of classes that are currently loaded in the JVM
# TYPE jvm_classes_loaded gauge
jvm_classes_loaded 7282.0
# HELP jvm_classes_loaded_total The total number of classes that have been loaded since the JVM has started execution
# TYPE jvm_classes_loaded_total counter
jvm_classes_loaded_total 7317.0
# HELP jvm_classes_unloaded_total The total number of classes that have been unloaded since the JVM has started execution
# TYPE jvm_classes_unloaded_total counter
jvm_classes_unloaded_total 35.0
