Classifying Metrics Based on Request or Response (Experimental)
It’s useful to visualize telemetry based on the type of requests and responses handled by services in your mesh. For example, a bookseller tracks the number of times book reviews are requested. A book review request has this structure:
GET /reviews/{review_id}
Counting the number of review requests must account for the unbounded element review_id
. GET /reviews/1
followed by GET /reviews/2
should count as two requests to get reviews.
Istio lets you create classification rules using the AttributeGen plugin that groups requests into a fixed number of logical operations. For example, you can create an operation named GetReviews
, which is a common way to identify operations using the Open API Spec operationId
. This information is injected into request processing as istio_operationId
attribute with value equal to GetReviews
. You can use the attribute as a dimension in Istio standard metrics. Similarly, you can track metrics based on other operations like ListReviews
and CreateReviews
.
For more information, see the reference content.
Istio uses the Envoy proxy to generate metrics and provides its configuration in the EnvoyFilter
at manifests/charts/istio-control/istio-discovery/templates/telemetryv2_1.6.yaml
. As a result, writing classification rules involves adding attributes to the EnvoyFilter
.
For more information, see configuration reference.
Classify metrics by request
You can classify requests based on their type, for example ListReview
, GetReview
, CreateReview
.
Create a file, for example
attribute_gen_service.yaml
, and save it with the following contents. This adds theistio.attributegen
plugin to theEnvoyFilter
. It also creates an attribute,istio_operationId
and populates it with values for the categories to count as metrics.This configuration is service-specific since request paths are typically service-specific.
apiVersion: networking.istio.io/v1alpha3
kind: EnvoyFilter
metadata:
name: istio-attributegen-filter
spec:
workloadSelector:
labels:
app: reviews
configPatches:
- applyTo: HTTP_FILTER
match:
context: SIDECAR_INBOUND
proxy:
proxyVersion: '1\.6.*'
listener:
filterChain:
filter:
name: "envoy.http_connection_manager"
subFilter:
name: "istio.stats"
patch:
operation: INSERT_BEFORE
value:
name: istio.attributegen
typed_config:
"@type": type.googleapis.com/udpa.type.v1.TypedStruct
type_url: type.googleapis.com/envoy.extensions.filters.http.wasm.v3.Wasm
value:
config:
configuration: |
{
"attributes": [
{
"output_attribute": "istio_operationId",
"match": [
{
"value": "ListReviews",
"condition": "request.url_path == '/reviews' && request.method == 'GET'"
},
{
"value": "GetReview",
"condition": "request.url_path.matches('^/reviews/[[:alnum:]]*$') && request.method == 'GET'"
},
{
"value": "CreateReview",
"condition": "request.url_path == '/reviews/' && request.method == 'POST'"
}
]
}
]
}
vm_config:
runtime: envoy.wasm.runtime.null
code:
local: { inline_string: "envoy.wasm.attributegen" }
Apply your changes using the following command:
$ kubectl -n istio-system apply -f attribute_gen_service.yaml
Find the
stats-filter-1.6
EnvoyFilter
resource from theistio-system
namespace, using the following command:$ kubectl -n istio-system get envoyfilter | grep ^stats-filter-1.6
stats-filter-1.6 2d
Create a local file system copy of the
EnvoyFilter
configuration, using the following command:$ kubectl -n istio-system get envoyfilter stats-filter-1.6 -o yaml > stats-filter-1.6.yaml
Open
stats-filter-1.6.yaml
with a text editor and locate thename: istio.stats
extension configuration. Update it to maprequest_operation
dimension in therequests_total
standard metric toistio_operationId
attribute. The updated configuration file section should look like the following.name: istio.stats
typed_config:
'@type': type.googleapis.com/udpa.type.v1.TypedStruct
type_url: type.googleapis.com/envoy.extensions.filters.http.wasm.v3.Wasm
value:
config:
configuration: >
{
"debug": "true",
"stat_prefix": "istio",
"metrics": [
{
"name": "requests_total",
"dimensions": {
"request_operation": "istio_operationId"
}
}]
}
Save
stats-filter-1.6.yaml
and then apply the configuration using the following command:$ kubectl -n istio-system apply -f stats-filter-1.6.yaml
Generate metrics by sending traffic to your application.
After the changes take effect, visit Prometheus and look for the new or changed dimensions, for example
istio_requests_total
.
Classify metrics by response
You can classify responses using a similar process as requests.
Create a file, for example
attribute_gen_service.yaml
, and save it with the following contents. This add theistio.attributegen
plugin to theEnvoyFilter
and generates theistio_responseClass
attribute used by the stats plugin.This example classifies various responses, such as grouping all response codes in the
200
range as a2xx
dimension.apiVersion: networking.istio.io/v1alpha3
kind: EnvoyFilter
metadata:
name: istio-attributegen-filter
spec:
workloadSelector:
labels:
app: productpage
configPatches:
- applyTo: HTTP_FILTER
match:
context: SIDECAR_INBOUND
proxy:
proxyVersion: '1\.6.*'
listener:
filterChain:
filter:
name: "envoy.http_connection_manager"
subFilter:
name: "istio.stats"
patch:
operation: INSERT_BEFORE
value:
name: istio.attributegen
typed_config:
"@type": type.googleapis.com/udpa.type.v1.TypedStruct
type_url: type.googleapis.com/envoy.extensions.filters.http.wasm.v3.Wasm
value:
config:
configuration: >
{
"attributes": [
{
"output_attribute": "istio_responseClass",
"match": [
{
"value": "2xx",
"condition": "response.code >= 200 && response.code <= 299"
},
{
"value": "3xx",
"condition": "response.code >= 300 && response.code <= 399"
},
{
"value": "404",
"condition": "response.code == 404"
},
{
"value": "429",
"condition": "response.code == 429"
},
{
"value": "503",
"condition": "response.code == 503"
},
{
"value": "5xx",
"condition": "response.code >= 500 && response.code <= 599"
},
{
"value": "4xx",
"condition": "response.code >= 400 && response.code <= 499"
}
]
}
]
}
vm_config:
runtime: envoy.wasm.runtime.null
code:
local: { inline_string: "envoy.wasm.attributegen" }
Apply your changes using the following command:
$ kubectl -n istio-system apply -f attribute_gen_service.yaml
Find the
stats-filter-1.6
EnvoyFilter
resource from theistio-system
namespace, using the following command:$ kubectl -n istio-system get envoyfilter | grep ^stats-filter-1.6
stats-filter-1.6 2d
Create a local file system copy of the
EnvoyFilter
configuration, using the following command:$ kubectl -n istio-system get envoyfilter stats-filter-1.6 -o yaml > stats-filter-1.6.yaml
Open
stats-filter-1.6.yaml
with a text editor and locate thename: istio.stats
extension configuration. Update it to mapresponse_code
dimension in therequests_total
standard metric toistio_responseClass
attribute. The updated configuration file section should look like the following.name: istio.stats
typed_config:
'@type': type.googleapis.com/udpa.type.v1.TypedStruct
type_url: type.googleapis.com/envoy.extensions.filters.http.wasm.v3.Wasm
value:
config:
configuration: >
{
"debug": "true",
"stat_prefix": "istio",
"metrics": [
{
"name": "requests_total",
"dimensions": {
"response_code": "istio_responseClass"
}
}]
}
Save
stats-filter-1.6.yaml
and then apply the configuration using the following command:$ kubectl -n istio-system apply -f stats-filter-1.6.yaml
Verify the results
Generate metrics by sending traffic to your application.
Visit Prometheus and look for the new or changed dimensions, for example
2xx
. Alternatively, use the following command to verify that Istio generates the data for your new dimension:$ kubectl exec pod-name -c istio-proxy -- curl 'localhost:15000/stats/prometheus' | grep istio_
In the output, locate the metric (e.g.
istio_requests_total
) and verify the presence of the new or changed dimension.
Troubleshooting
If classification does not occur as expected, check the following potential causes and resolutions.
Review the Envoy proxy logs for the pod that has the service on which you applied the configuration change. Check that there are no errors reported by the service in the Envoy proxy logs on the pod, (pod-name
), where you configured classification by using the following command:
$ kubectl log pod-name -c istio-proxy | grep -e "Config Error" -e "envoy wasm"
Additionally, ensure that there are no Envoy proxy crashes by looking for signs of restarts in the output of the following command:
$ kubectl get pods pod-name
See also
This task shows you how to configure Istio’s Mixer to collect and customize metrics.
Collecting Metrics for TCP Services
This task shows you how to configure Istio to collect metrics for TCP services.
Collecting Metrics for TCP services with Mixer
This task shows you how to configure Istio’s Mixer to collect metrics for TCP services.
This task shows you how to customize the Istio metrics.
Querying Metrics from Prometheus
This task shows you how to query for Istio Metrics using Prometheus.
Improving availability and reducing latency.