From 3b3f2f27344d4eaaf51d5b9997abf7e885bbc260 Mon Sep 17 00:00:00 2001 From: luanamulesoft Date: Wed, 8 Nov 2023 15:39:06 -0300 Subject: [PATCH 01/24] W-14455231-ch2-autoscaling --- .../ROOT/pages/ch2-configure-horizontal-autoscaling.adoc | 4 ++++ 1 file changed, 4 insertions(+) create mode 100644 cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc diff --git a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc new file mode 100644 index 00000000..60fe86a1 --- /dev/null +++ b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc @@ -0,0 +1,4 @@ += Configure Autoscaling for CH2 Deployments +ifndef::env-site,env-github[] +include::_attributes.adoc[] +endif::[] From 7780adad707114e57e2f331286c084268ed2bce8 Mon Sep 17 00:00:00 2001 From: luanamulesoft Date: Thu, 9 Nov 2023 17:20:50 -0300 Subject: [PATCH 02/24] added content --- .../ch2-config-autoscaling.graffle | Bin 0 -> 389927 bytes .../ch2-status-autoscaling.graffle | Bin 0 -> 764406 bytes .../assets/images/ch2-config-autoscaling.png | Bin 0 -> 325774 bytes .../assets/images/ch2-status-autoscaling.png | Bin 0 -> 303449 bytes .../ch2-configure-horizontal-autoscaling.adoc | 58 +++++++++++++++++- 5 files changed, 57 insertions(+), 1 deletion(-) create mode 100644 cloudhub-2/modules/ROOT/assets/image-source-files/ch2-config-autoscaling.graffle create mode 100644 cloudhub-2/modules/ROOT/assets/image-source-files/ch2-status-autoscaling.graffle create mode 100644 cloudhub-2/modules/ROOT/assets/images/ch2-config-autoscaling.png create mode 100644 cloudhub-2/modules/ROOT/assets/images/ch2-status-autoscaling.png diff --git a/cloudhub-2/modules/ROOT/assets/image-source-files/ch2-config-autoscaling.graffle b/cloudhub-2/modules/ROOT/assets/image-source-files/ch2-config-autoscaling.graffle new file mode 100644 index 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zm;>h{8EfI#%mQ{q1%>$c0s;5cxgUnB=s!2$8tv%`tWGbe+~@AyoPZgzx#hxlj8zcx zjw!F$#5{O%ZSCVh?qmyteSe=KkrvvnRB28iZ&77g#|Y1$hfwJn0qnyJ38xyBgo(XvUHE;=S92w&|~9_MGwF_`kXh z6VArYX`hzXnqyrvL2W6>Cqk$O)r{DIP0u?{MChz){ONBR^BI|)zk(db6xMSKoujl& s4dP2$%i*sqrk0NO7yoLHnGSs|gZk#7-z(=X5PsAiYAF>wuzdIb0O{>NkpKVy literal 0 HcmV?d00001 diff --git a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc index 60fe86a1..bd37a3d0 100644 --- a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc +++ b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc @@ -1,4 +1,60 @@ -= Configure Autoscaling for CH2 Deployments += Configuring Autoscaling for CH2 Deployments ifndef::env-site,env-github[] include::_attributes.adoc[] endif::[] + +You can configure horizontal scaling of Mule applications to make them responsive to resource usage by automatically scaling up or down the deployment replicas as needed. + +In Kubernetes, a Horizontal Pod Autoscaler (HPA) automatically updates a workload resource, with the aim of automatically scaling the workload to match demand. Horizontal scaling means that the response to increased load is to deploy more pods. For more information, visit the https://kubernetes.io/docs/tasks/run-application/horizontal-pod-autoscale[Kubernetes documentaton^]. + +== Before You Begin + +* Enable the https://kubernetes.io/docs/tasks/run-application/horizontal-pod-autoscale/#support-for-metrics-apis[support for metrics APIs^] on your managed K8s API server. ++ +Refer to your managed vendors' documentation on how to install or enable metrics API servers. + +== Configure Horizontal Autoscaling + +To configure horizontal autoscaling: + +. From Anypoint Platform, select *Runtime Manager* > *Applications*. +. Click *Deploy application*. +. In the *Runtime* tab, check the *Enable Autoscaling* box. +. Set the minimum and maximum *Replica Count* limits. +. Deploy your Mule application. + +image::ch2-config-autoscaling.png[Configure horizontal autoscaling.] + + +== Limitations + +* Horizontal autoscaling does not work with clustering and rate limiting. +* Horizontal autoscaling works with 0.1 vCcore replica size only. You cannot reserve or limit CPU resources. + + +== Autoscaling Status + +When an autoscaling event occurs and your Mule application with horizontal autoscaling scales up, you can check the scaling status by clicking *Vew status* in your application's details window: + +image::ch2-status-autoscaling.png[Check the application's scaling status.] + + +You can track the scaled up replicas startup and the number of replicas your application scaled from and to by checking the application's logs: + +. From Anypoint Platform, select *Runtime Manager* > *Applications*. +. Click the row of the application with autoscaling. +. Click *Manage application*. +. Seelect the *Logs* tab. + +[source,console,linenums] +---- +Info 8 minutes ago - 2023-11-08 14:35:01.466 PST - Runtime Manager +Application id: scaled UP from 1 to 2 replicas. +Info a minute ago - 2023-11-08 14:41:24.819 PST - Runtime Manager +Application id: scaled DOWN from 2 to 1 replicas. : +---- + + +== See Also + +* xref:runtime-fabric::configure-horizontal-autoscaling.adoc[] \ No newline at end of file From 834d1b9d0a6890e82f3f3e7efb895dec5d48afa5 Mon Sep 17 00:00:00 2001 From: luanamulesoft Date: Thu, 9 Nov 2023 17:25:08 -0300 Subject: [PATCH 03/24] added link in nav --- cloudhub-2/modules/ROOT/nav.adoc | 1 + 1 file changed, 1 insertion(+) diff --git a/cloudhub-2/modules/ROOT/nav.adoc b/cloudhub-2/modules/ROOT/nav.adoc index 9a4b3b1f..c1be27b3 100644 --- a/cloudhub-2/modules/ROOT/nav.adoc +++ b/cloudhub-2/modules/ROOT/nav.adoc @@ -29,6 +29,7 @@ ** xref:ch2-deploy-shared-space.adoc[] ** xref:ch2-deploy-private-space.adoc[] *** xref:ch2-config-endpoints-paths.adoc[] +** xref:ch2-configure-horizontal-autoscaling.adoc[] ** xref:ch2-deploy-maven.adoc[] ** xref:ch2-deploy-cli.adoc[] ** xref:ch2-deploy-api.adoc[] From 7be01bde5f81da95e2a5cda6909f815eaf4af80c Mon Sep 17 00:00:00 2001 From: luanamulesoft Date: Thu, 9 Nov 2023 17:26:15 -0300 Subject: [PATCH 04/24] changed title --- .../ROOT/pages/ch2-configure-horizontal-autoscaling.adoc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc index bd37a3d0..e3c23653 100644 --- a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc +++ b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc @@ -1,4 +1,4 @@ -= Configuring Autoscaling for CH2 Deployments += Configuring Horizontal Autoscaling for CH2 Deployments ifndef::env-site,env-github[] include::_attributes.adoc[] endif::[] From 9c4ead237973ae6fbd3f203e06b42ae5abd6d906 Mon Sep 17 00:00:00 2001 From: Luana Dos Santos <84200607+luanamulesoft@users.noreply.github.com> Date: Mon, 13 Nov 2023 13:57:06 -0300 Subject: [PATCH 05/24] Update cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc Co-authored-by: Kevin Troller --- .../ROOT/pages/ch2-configure-horizontal-autoscaling.adoc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc index e3c23653..498b25f0 100644 --- a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc +++ b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc @@ -1,4 +1,4 @@ -= Configuring Horizontal Autoscaling for CH2 Deployments += Configuring Horizontal Autoscaling (HPA) for CH2 Deployments ifndef::env-site,env-github[] include::_attributes.adoc[] endif::[] From 4b9133e930ffebbc9fbe51211384d399d1efbf6c Mon Sep 17 00:00:00 2001 From: Luana Dos Santos <84200607+luanamulesoft@users.noreply.github.com> Date: Mon, 13 Nov 2023 13:57:19 -0300 Subject: [PATCH 06/24] Update cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc Co-authored-by: Kevin Troller --- .../ROOT/pages/ch2-configure-horizontal-autoscaling.adoc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc index 498b25f0..2d698fea 100644 --- a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc +++ b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc @@ -21,7 +21,7 @@ To configure horizontal autoscaling: . Click *Deploy application*. . In the *Runtime* tab, check the *Enable Autoscaling* box. . Set the minimum and maximum *Replica Count* limits. -. Deploy your Mule application. +. Click *Deploy Application*. image::ch2-config-autoscaling.png[Configure horizontal autoscaling.] From a30965e4894bc5be3dd24c06211c03e21866a481 Mon Sep 17 00:00:00 2001 From: Luana Dos Santos <84200607+luanamulesoft@users.noreply.github.com> Date: Mon, 13 Nov 2023 13:57:29 -0300 Subject: [PATCH 07/24] Update cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc Co-authored-by: Kevin Troller --- .../ROOT/pages/ch2-configure-horizontal-autoscaling.adoc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc index 2d698fea..1f88d00b 100644 --- a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc +++ b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc @@ -32,7 +32,7 @@ image::ch2-config-autoscaling.png[Configure horizontal autoscaling.] * Horizontal autoscaling works with 0.1 vCcore replica size only. You cannot reserve or limit CPU resources. -== Autoscaling Status +== Autoscaling Status in Runtime Manager When an autoscaling event occurs and your Mule application with horizontal autoscaling scales up, you can check the scaling status by clicking *Vew status* in your application's details window: From 8c484ef46d17eca78b64835964e40a86ae8cc2d8 Mon Sep 17 00:00:00 2001 From: Luana Dos Santos <84200607+luanamulesoft@users.noreply.github.com> Date: Mon, 13 Nov 2023 14:02:03 -0300 Subject: [PATCH 08/24] Update ch2-configure-horizontal-autoscaling.adoc --- .../ROOT/pages/ch2-configure-horizontal-autoscaling.adoc | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc index 1f88d00b..94fa8a8a 100644 --- a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc +++ b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc @@ -34,12 +34,12 @@ image::ch2-config-autoscaling.png[Configure horizontal autoscaling.] == Autoscaling Status in Runtime Manager -When an autoscaling event occurs and your Mule application with horizontal autoscaling scales up, you can check the scaling status by clicking *Vew status* in your application's details window: +When an autoscaling event occurs and your Mule application with horizontal autoscaling scales up, you can check the scaling status by clicking *View status* in your application's details window: image::ch2-status-autoscaling.png[Check the application's scaling status.] -You can track the scaled up replicas startup and the number of replicas your application scaled from and to by checking the application's logs: +You can track the scaled-up replicas startup and the number of replicas your application scaled from and to by checking the application's logs: . From Anypoint Platform, select *Runtime Manager* > *Applications*. . Click the row of the application with autoscaling. @@ -57,4 +57,4 @@ Application id: scaled DOWN from 2 to 1 replicas. : == See Also -* xref:runtime-fabric::configure-horizontal-autoscaling.adoc[] \ No newline at end of file +* xref:runtime-fabric::configure-horizontal-autoscaling.adoc[] From 6f35725446c3443d24ccf9d959bd6b1c0c8fd538 Mon Sep 17 00:00:00 2001 From: Luana Dos Santos <84200607+luanamulesoft@users.noreply.github.com> Date: Mon, 13 Nov 2023 14:02:59 -0300 Subject: [PATCH 09/24] Update cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc Co-authored-by: Kevin Troller --- .../ROOT/pages/ch2-configure-horizontal-autoscaling.adoc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc index 94fa8a8a..4dc3f193 100644 --- a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc +++ b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc @@ -44,7 +44,7 @@ You can track the scaled-up replicas startup and the number of replicas your app . From Anypoint Platform, select *Runtime Manager* > *Applications*. . Click the row of the application with autoscaling. . Click *Manage application*. -. Seelect the *Logs* tab. +. Select the *Logs* tab. [source,console,linenums] ---- From 03587c14ec91178382d543a3448f825ad18b31ef Mon Sep 17 00:00:00 2001 From: Luana Dos Santos <84200607+luanamulesoft@users.noreply.github.com> Date: Mon, 13 Nov 2023 14:08:00 -0300 Subject: [PATCH 10/24] Update ch2-configure-horizontal-autoscaling.adoc --- .../ROOT/pages/ch2-configure-horizontal-autoscaling.adoc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc index 4dc3f193..69f44bed 100644 --- a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc +++ b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc @@ -34,7 +34,7 @@ image::ch2-config-autoscaling.png[Configure horizontal autoscaling.] == Autoscaling Status in Runtime Manager -When an autoscaling event occurs and your Mule application with horizontal autoscaling scales up, you can check the scaling status by clicking *View status* in your application's details window: +When an autoscaling event occurs and your Mule application with horizontal autoscaling scales up, you can check the *Scaling* status by clicking *View status* in your application's details window: image::ch2-status-autoscaling.png[Check the application's scaling status.] From 0e88d3a3d73ec08e41398aacc3772f5705f5d548 Mon Sep 17 00:00:00 2001 From: Luana Dos Santos <84200607+luanamulesoft@users.noreply.github.com> Date: Tue, 14 Nov 2023 11:41:35 -0300 Subject: [PATCH 11/24] Update cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc Co-authored-by: Kevin Troller --- .../ROOT/pages/ch2-configure-horizontal-autoscaling.adoc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc index 69f44bed..441e8226 100644 --- a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc +++ b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc @@ -32,7 +32,7 @@ image::ch2-config-autoscaling.png[Configure horizontal autoscaling.] * Horizontal autoscaling works with 0.1 vCcore replica size only. You cannot reserve or limit CPU resources. -== Autoscaling Status in Runtime Manager +== Autoscaling Status and Logs When an autoscaling event occurs and your Mule application with horizontal autoscaling scales up, you can check the *Scaling* status by clicking *View status* in your application's details window: From f0912a6902df58696413c67071197f7bbcb4630b Mon Sep 17 00:00:00 2001 From: luanamulesoft Date: Fri, 17 Nov 2023 12:54:12 -0300 Subject: [PATCH 12/24] applied reviews3 --- .../ch2-configure-horizontal-autoscaling.adoc | 19 +++++++------------ 1 file changed, 7 insertions(+), 12 deletions(-) diff --git a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc index 441e8226..eb10dae2 100644 --- a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc +++ b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc @@ -1,18 +1,12 @@ -= Configuring Horizontal Autoscaling (HPA) for CH2 Deployments += Configuring CPU-based Horizontal Pod Autoscaling (HPA) for CH2 Deployments ifndef::env-site,env-github[] include::_attributes.adoc[] endif::[] -You can configure horizontal scaling of Mule applications to make them responsive to resource usage by automatically scaling up or down the deployment replicas as needed. +You can configure horizontal scaling of Mule applications to make them responsive to CPU usage by automatically scaling up or down the deployment replicas as needed. In Kubernetes, a Horizontal Pod Autoscaler (HPA) automatically updates a workload resource, with the aim of automatically scaling the workload to match demand. Horizontal scaling means that the response to increased load is to deploy more pods. For more information, visit the https://kubernetes.io/docs/tasks/run-application/horizontal-pod-autoscale[Kubernetes documentaton^]. -== Before You Begin - -* Enable the https://kubernetes.io/docs/tasks/run-application/horizontal-pod-autoscale/#support-for-metrics-apis[support for metrics APIs^] on your managed K8s API server. -+ -Refer to your managed vendors' documentation on how to install or enable metrics API servers. - == Configure Horizontal Autoscaling To configure horizontal autoscaling: @@ -26,15 +20,16 @@ To configure horizontal autoscaling: image::ch2-config-autoscaling.png[Configure horizontal autoscaling.] -== Limitations +== Performance Considerations and Limitations -* Horizontal autoscaling does not work with clustering and rate limiting. -* Horizontal autoscaling works with 0.1 vCcore replica size only. You cannot reserve or limit CPU resources. +* CPU-based HPA does not work with clustering and rate limiting. +* CPU-based HPA works with 0.1 vCcores replica size only. +* CPU-based HPA is specially useful for Mule applications that scale based on CPU usage. For example, HTTP/HTTPS applications with async requests, or Mule applications with high throughput (shorter requests, lower latency). == Autoscaling Status and Logs -When an autoscaling event occurs and your Mule application with horizontal autoscaling scales up, you can check the *Scaling* status by clicking *View status* in your application's details window: +When an autoscaling event occurs and your Mule application with horizontal autoscaling scales up, you can check the *Scaling* status by clicking *View status* in your application's details window. 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b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc index eb10dae2..03aa72b1 100644 --- a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc +++ b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc @@ -49,6 +49,62 @@ Info a minute ago - 2023-11-08 14:41:24.819 PST - Runtime Manager Application id: scaled DOWN from 2 to 1 replicas. : ---- +== CPU-based Autoscaling Policy + +MuleSoft owns and applies the https://kubernetes.io/docs/tasks/run-application/horizontal-pod-autoscale/[autoscaling^] policy for your Mule application deployments. + +The CPU based HPA policy used for all Mule apps deployed to CloudHub 2.0 is as follows: + +---- +apiVersion: autoscaling/v2 +kind: HorizontalPodAutoscaler +metadata: + name: my-app + namespace: app-namespace +spec: + behavior: + scaleDown: + policies: + - periodSeconds: 15 + type: Percent + value: 100 + selectPolicy: Max + stabilizationWindowSeconds: 300 + scaleUp: + policies: + - periodSeconds: 180 + type: Percent + value: 100 + selectPolicy: Max + stabilizationWindowSeconds: 0 + maxReplicas: 3 + metrics: + - resource: + name: cpu + target: + averageUtilization: 70 + type: Utilization + type: Resource + minReplicas: 1 + scaleTargetRef: + apiVersion: apps/v1 + kind: Deployment + name: my-app +---- + +Some points to consider: + +Scale up + + +* Each period up to 100% of the running pods may be added until the maximum configured replicas. +* The number of replicas added is based on the aggregated calculations over the past 180 seconds. +* Max scale up profile is 1 -> 2 -> 4 -> 8, where MuleSoft hits 8 replicas in approximately 6 minutes. + +Scale down + + +* Each period, running replicas may be scaled down till it reaches the minimum configured replicas. +* The number of replicas removed is based on the aggregated calculations over the past 300 seconds of the stabilization window. + == See Also From 11d41c8900a1e37f0c1ee8e12dec6e5770225bf7 Mon Sep 17 00:00:00 2001 From: luanamulesoft Date: Fri, 17 Nov 2023 13:54:40 -0300 Subject: [PATCH 15/24] applied add apps examples --- .../ROOT/pages/ch2-configure-horizontal-autoscaling.adoc | 9 +++++++-- 1 file changed, 7 insertions(+), 2 deletions(-) diff --git a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc index 03aa72b1..cf52e563 100644 --- a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc +++ b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc @@ -24,8 +24,13 @@ image::ch2-config-autoscaling.png[Configure horizontal autoscaling.] * CPU-based HPA does not work with clustering and rate limiting. * CPU-based HPA works with 0.1 vCcores replica size only. -* CPU-based HPA is specially useful for Mule applications that scale based on CPU usage. For example, HTTP/HTTPS applications with async requests, or Mule applications with high throughput (shorter requests, lower latency). - +* Mule apps that scale based on CPU usage are a good fit with CPU based HPA. For example: +** HTTP/HTTPS applications with async requests. +** Reverse Proxies +** Low latency+High throughput apps +** Dataweave Transformations +** APIKit Routing +** API Gateways with policies == Autoscaling Status and Logs From a1cdb4d2f1bf19d6f5a880cb84f844bf3afe10a4 Mon Sep 17 00:00:00 2001 From: luanamulesoft Date: Fri, 17 Nov 2023 14:08:25 -0300 Subject: [PATCH 16/24] applied reviews3 --- .../assets/images/ch2-config-autoscaling.png | Bin 370015 -> 743759 bytes .../ch2-configure-horizontal-autoscaling.adoc | 18 +++++++++--------- 2 files changed, 9 insertions(+), 9 deletions(-) diff --git a/cloudhub-2/modules/ROOT/assets/images/ch2-config-autoscaling.png b/cloudhub-2/modules/ROOT/assets/images/ch2-config-autoscaling.png index 0bb7fcec1b61722204a16af404b033b751ef75c2..6bba500937c7de0c90fb347d5aaf47e7cbf24131 100644 GIT binary patch literal 743759 zcmbq*2|U}`+P}8CFIw%b+7+c8TT%Pk)=(|g)xNca5)%6^#&pvuQhN!a)mA&T)Dl6E 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scaling of Mule applications to make them responsive to CPU usage by automatically scaling up or down the deployment replicas as needed. +You can configure CPU-based horizontal scaling for Mule applications to make them responsive to CPU usage by automatically scaling up or down the deployment replicas as needed. In Kubernetes, a Horizontal Pod Autoscaler (HPA) automatically updates a workload resource, with the aim of automatically scaling the workload to match demand. Horizontal scaling means that the response to increased load is to deploy more pods. For more information, visit the https://kubernetes.io/docs/tasks/run-application/horizontal-pod-autoscale[Kubernetes documentaton^]. -== Configure Horizontal Autoscaling +== Configure Horizontal Pod Autoscaling To configure horizontal autoscaling: @@ -26,11 +26,11 @@ image::ch2-config-autoscaling.png[Configure horizontal autoscaling.] * CPU-based HPA works with 0.1 vCcores replica size only. * Mule apps that scale based on CPU usage are a good fit with CPU based HPA. For example: ** HTTP/HTTPS applications with async requests. -** Reverse Proxies -** Low latency+High throughput apps -** Dataweave Transformations -** APIKit Routing -** API Gateways with policies +** Reverse Proxies. +** Low latency+High throughput applications. +** Dataweave Transformations. +** APIKit Routing. +** API Gateways with policies. == Autoscaling Status and Logs @@ -58,7 +58,7 @@ Application id: scaled DOWN from 2 to 1 replicas. : MuleSoft owns and applies the https://kubernetes.io/docs/tasks/run-application/horizontal-pod-autoscale/[autoscaling^] policy for your Mule application deployments. -The CPU based HPA policy used for all Mule apps deployed to CloudHub 2.0 is as follows: +The CPU-based HPA policy used for all Mule apps deployed to CloudHub 2.0 is as follows: ---- apiVersion: autoscaling/v2 From c655860ff072970fd57bc95f2a2a05a552c408dc Mon Sep 17 00:00:00 2001 From: luanamulesoft Date: Fri, 17 Nov 2023 14:11:10 -0300 Subject: [PATCH 17/24] applied image --- 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Fri, 17 Nov 2023 14:29:10 -0300 Subject: [PATCH 19/24] added audit logs --- .../ROOT/pages/ch2-configure-horizontal-autoscaling.adoc | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc index 93b8405e..1f27b08e 100644 --- a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc +++ b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc @@ -54,6 +54,15 @@ Info a minute ago - 2023-11-08 14:41:24.819 PST - Runtime Manager Application id: scaled DOWN from 2 to 1 replicas. : ---- +You can also track when autoscaling events occurred through audit logs. Each time an application deployment scales, an audit log is published under the product `Runtime Manager`, by the `Anypoint Staff` user. The log has action set to `Scaling`, and the object is the application ID. + +Example payload: + +[source,console,linenums] +---- +{"properties":{"organizationId":"my-orgID-abc","environmentId":"my-envID-xyz","response":{"message":{"message":"Application id:my-appID-123 scaled DOWN from 3 to 2 replicas.","logLevel":"INFO","context":{"logger":"Runtime Manager"},"timestamp":1700234556678}},"deploymentId":"my-appID-123","initialRequest":"/organizations/my-orgID-abc/environments/my-envID-xyz/deployments/my-appID-123/specs/my-specID-456"},"subaction":"Scaling"} +---- + == CPU-based Autoscaling Policy MuleSoft owns and applies the https://kubernetes.io/docs/tasks/run-application/horizontal-pod-autoscale/[autoscaling^] policy for your Mule application deployments. From e153844e168814627e232fa9a6d2811ba9200cc9 Mon Sep 17 00:00:00 2001 From: Kevin Troller Date: Fri, 17 Nov 2023 15:56:05 -0300 Subject: [PATCH 20/24] Update ch2-configure-horizontal-autoscaling.adoc --- .../ch2-configure-horizontal-autoscaling.adoc | 138 ++++++++++-------- 1 file changed, 75 insertions(+), 63 deletions(-) diff --git a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc index 1f27b08e..fbcd9369 100644 --- a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc +++ b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc @@ -7,63 +7,8 @@ You can configure CPU-based horizontal scaling for Mule applications to make the In Kubernetes, a Horizontal Pod Autoscaler (HPA) automatically updates a workload resource, with the aim of automatically scaling the workload to match demand. Horizontal scaling means that the response to increased load is to deploy more pods. For more information, visit the https://kubernetes.io/docs/tasks/run-application/horizontal-pod-autoscale[Kubernetes documentaton^]. -== Configure Horizontal Pod Autoscaling - -To configure horizontal autoscaling: - -. From Anypoint Platform, select *Runtime Manager* > *Applications*. -. Click *Deploy application*. -. In the *Runtime* tab, check the *Enable Autoscaling* box. -. Set the minimum and maximum *Replica Count* limits. -. Click *Deploy Application*. - -image::ch2-config-autoscaling.png[Configure horizontal autoscaling.] - - -== Performance Considerations and Limitations - -* CPU-based HPA does not work with clustering and rate limiting. -* CPU-based HPA works with 0.1 vCcores replica size only. -* Mule apps that scale based on CPU usage are a good fit with CPU based HPA. For example: -** HTTP/HTTPS applications with async requests. -** Reverse Proxies. -** Low latency+High throughput applications. -** Dataweave Transformations. -** APIKit Routing. -** API Gateways with policies. - -== Autoscaling Status and Logs - -When an autoscaling event occurs and your Mule application with horizontal autoscaling scales up, you can check the *Scaling* status by clicking *View status* in your application's details window. You can also see the *Scaling* status of your application in the *Applications* list. - -image::ch2-status-autoscaling.png[Check the application's scaling status.] - -You can track the scaled-up replicas startup and the number of replicas your application scaled from and to by checking the application's logs: - -. From Anypoint Platform, select *Runtime Manager* > *Applications*. -. Click the row of the application with autoscaling. -. Click *Manage application*. -. Select the *Logs* tab. - -[source,console,linenums] ----- -Info 8 minutes ago - 2023-11-08 14:35:01.466 PST - Runtime Manager -Application id: scaled UP from 1 to 2 replicas. -Info a minute ago - 2023-11-08 14:41:24.819 PST - Runtime Manager -Application id: scaled DOWN from 2 to 1 replicas. : ----- - -You can also track when autoscaling events occurred through audit logs. Each time an application deployment scales, an audit log is published under the product `Runtime Manager`, by the `Anypoint Staff` user. The log has action set to `Scaling`, and the object is the application ID. - -Example payload: - -[source,console,linenums] ----- -{"properties":{"organizationId":"my-orgID-abc","environmentId":"my-envID-xyz","response":{"message":{"message":"Application id:my-appID-123 scaled DOWN from 3 to 2 replicas.","logLevel":"INFO","context":{"logger":"Runtime Manager"},"timestamp":1700234556678}},"deploymentId":"my-appID-123","initialRequest":"/organizations/my-orgID-abc/environments/my-envID-xyz/deployments/my-appID-123/specs/my-specID-456"},"subaction":"Scaling"} ----- - -== CPU-based Autoscaling Policy +== Understand CPU-based Autoscaling Policy MuleSoft owns and applies the https://kubernetes.io/docs/tasks/run-application/horizontal-pod-autoscale/[autoscaling^] policy for your Mule application deployments. @@ -108,16 +53,83 @@ spec: Some points to consider: -Scale up + +Scale up can occur at most every 180 seconds. Each period, up to 100% of the currently running replicas may be added until the maximum configured replicas is reached. For scaling up there is no stabilization window. When the metrics indicate that the target should be scaled up, the target is scaled up immediately. + +Scale down can occur at most every 15 seconds. Each Period, up to 100% of the currently running replicas may be removed which means the scaling target can be scaled down to the minimum allowed replicas. The number of replicas removed is based on the aggregated calculations over the past 300 seconds of the stabilization window. + +Min replicas + + +* The minimum number of replicas that would be guaranteed to run at any given point of time. +* Scale down policy would never remove replicas below this number. + +Max replicas + -* Each period up to 100% of the running pods may be added until the maximum configured replicas. -* The number of replicas added is based on the aggregated calculations over the past 180 seconds. -* Max scale up profile is 1 -> 2 -> 4 -> 8, where MuleSoft hits 8 replicas in approximately 6 minutes. +* The maximum number of replicas that are capped, beyond which no more replicas can be added for scale up. +* Scale up policy would never add replicas above this number. -Scale down + -* Each period, running replicas may be scaled down till it reaches the minimum configured replicas. -* The number of replicas removed is based on the aggregated calculations over the past 300 seconds of the stabilization window. +== Performance Considerations and Limitations + +For a successful horizontal autoscaling of your Mule apps, review the following performance considerations: + +* Mule apps that scale based on CPU usage are a good fit with CPU based HPA. For example: + +** HTTP/HTTPS applications with async requests. +** Reverse Proxies. +** Low latency+High throughput applications. +** Dataweave Transformations. +** APIKit Routing. +** API Gateways with policies. + +=== Limitations + +There are some limitations to consider: + +* CPU-based HPA does not work with clustering and rate limiting. +* CPU-based HPA works with 0.1 vCcores replica size only. + +== Configure Horizontal Pod Autoscaling + +To configure horizontal autoscaling for Mule apps deployed to CloudHub 2.0, follow these steps: + +. From Anypoint Platform, select *Runtime Manager* > *Applications*. +. Click *Deploy application*. +. In the *Runtime* tab, check the *Enable Autoscaling* box. +. Set the minimum and maximum *Replica Count* limits. +. Click *Deploy Application*. + +image::ch2-config-autoscaling.png[Configure horizontal autoscaling] + +== Autoscaling Status and Logs + +When an autoscaling event occurs and your Mule application with horizontal autoscaling scales up, you can check the *Scaling* status by clicking *View status* in your application's details window. You can also see the *Scaling* status of your application in the *Applications* list. + +image::ch2-status-autoscaling.png[Check the application's scaling status.] + +You can track the scaled-up replicas startup and the number of replicas your application scaled from and to by checking the application's logs: + +. From Anypoint Platform, select *Runtime Manager* > *Applications*. +. Click the row of the application with autoscaling. +. Click *Manage application*. +. Select the *Logs* tab. + +[source,console,linenums] +---- +Info 8 minutes ago - 2023-11-08 14:35:01.466 PST - Runtime Manager +Application id: scaled UP from 1 to 2 replicas. +Info a minute ago - 2023-11-08 14:41:24.819 PST - Runtime Manager +Application id: scaled DOWN from 2 to 1 replicas. : +---- + +You can also track when autoscaling events occurred through *Audit logs* in Runtime Manager. Each time an application deployment scaled, there is an audit log published under the product *Runtime Manager*, by the *Anypoint Staff* user. The log has *Action* set to `Scaling` with the *Object* as the application ID. + + +The following is an example log payload: + +[source,console,linenums] +---- +{"properties":{"organizationId":"my-orgID-abc","environmentId":"my-envID-xyz","response":{"message":{"message":"Application id:my-appID-123 scaled DOWN from 3 to 2 replicas.","logLevel":"INFO","context":{"logger":"Runtime Manager"},"timestamp":1700234556678}},"deploymentId":"my-appID-123","initialRequest":"/organizations/my-orgID-abc/environments/my-envID-xyz/deployments/my-appID-123/specs/my-specID-456"},"subaction":"Scaling"} +---- == See Also From 9f62290612e914c38ec7983053704597424d94b1 Mon Sep 17 00:00:00 2001 From: luanamulesoft Date: Fri, 17 Nov 2023 17:06:33 -0300 Subject: [PATCH 21/24] chaged image --- .../ch2-config-autoscaling.graffle | Bin 389927 -> 318850 bytes .../assets/images/ch2-config-autoscaling.png | Bin 405030 -> 292881 bytes 2 files changed, 0 insertions(+), 0 deletions(-) diff --git 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z38uP62*~%%AuN>waxBpC;3#xU?6QTc%HV!zRI7%V+7TRGJE(Kvg}gUVcCnbLcz*@P z<0-9KD^2}y*7RU)rUN*VMJu$@Hjp3q12Tt5jg5b8+Q2X61(lWyJa)Qv@`ZMEn&Lol z2X(Q@h2Q^Wls*A&?P|lP33wE%<;Hny`bx*ssW0DjKrASf97z%0+Q(h2Q2E`(Z<$1x zTMcO$=E|{x{<=nz5>_-A4>SFgzf-3H);yM4A*Sa`w<>DDTUhlg%{u1koThmQa(P5f zuz2a(htb#H;;5g_B#dv@Zv!4RT><=v%2!L%81`PxfsM%0khH*+f?=*~lmDG`|4|D5 z`}vAol)ueD{+EXTrQz?6R{!oO;lG6XFQNWxF8-g_0`8HtWv!DTX#X$Hxh}3!{W+d= L{Skls+|~aB+Fc$U From fa131b0e22fdf830669988bd689d017aee759034 Mon Sep 17 00:00:00 2001 From: luanamulesoft Date: Fri, 17 Nov 2023 17:37:15 -0300 Subject: [PATCH 22/24] reviews 4 --- .../ch2-configure-horizontal-autoscaling.adoc | 92 ++++++++++--------- 1 file changed, 47 insertions(+), 45 deletions(-) diff --git a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc index fbcd9369..eb93751e 100644 --- a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc +++ b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc @@ -7,6 +7,49 @@ You can configure CPU-based horizontal scaling for Mule applications to make the In Kubernetes, a Horizontal Pod Autoscaler (HPA) automatically updates a workload resource, with the aim of automatically scaling the workload to match demand. Horizontal scaling means that the response to increased load is to deploy more pods. For more information, visit the https://kubernetes.io/docs/tasks/run-application/horizontal-pod-autoscale[Kubernetes documentaton^]. +== Configure Horizontal Pod Autoscaling + +To configure horizontal autoscaling for Mule apps deployed to CloudHub 2.0, follow these steps: + +. From Anypoint Platform, select *Runtime Manager* > *Applications*. +. Click *Deploy application*. +. In the *Runtime* tab, check the *Enable Autoscaling* box. +. Set the minimum and maximum *Replica Count* limits. +. Click *Deploy Application*. + +image::ch2-config-autoscaling.png[Configure horizontal autoscaling] + +== Autoscaling Status and Logs + +When an autoscaling event occurs and your Mule application with horizontal autoscaling scales up, you can check the *Scaling* status by clicking *View status* in your application's details window. You can also see the *Scaling* status of your application in the *Applications* list. + +image::ch2-status-autoscaling.png[Check the application's scaling status.] + +You can track the scaled-up replicas startup and the number of replicas your application scaled from and to by checking the application's logs: + +. From Anypoint Platform, select *Runtime Manager* > *Applications*. +. Click the row of the application with autoscaling. +. Click *Manage application*. +. Select the *Logs* tab. + +[source,console,linenums] +---- +Info 8 minutes ago - 2023-11-08 14:35:01.466 PST - Runtime Manager +Application id: scaled UP from 1 to 2 replicas. +Info a minute ago - 2023-11-08 14:41:24.819 PST - Runtime Manager +Application id: scaled DOWN from 2 to 1 replicas. : +---- + +You can also track when autoscaling events occur through *Audit logs* in Access Manager. Each time an application deployment scales, there is an audit log published under the product *Runtime Manager*, by the *Anypoint Staff* user. The log has *Action* set to `Scaling` with the *Object* as the application ID. + + +The following is an example log payload: + +[source,console,linenums] +---- +{"properties":{"organizationId":"my-orgID-abc","environmentId":"my-envID-xyz","response":{"message":{"message":"Application id:my-appID-123 scaled DOWN from 3 to 2 replicas.","logLevel":"INFO","context":{"logger":"Runtime Manager"},"timestamp":1700234556678}},"deploymentId":"my-appID-123","initialRequest":"/organizations/my-orgID-abc/environments/my-envID-xyz/deployments/my-appID-123/specs/my-specID-456"},"subaction":"Scaling"} +---- + == Understand CPU-based Autoscaling Policy @@ -73,7 +116,7 @@ Max replicas + For a successful horizontal autoscaling of your Mule apps, review the following performance considerations: * Mule apps that scale based on CPU usage are a good fit with CPU based HPA. For example: - ++ ** HTTP/HTTPS applications with async requests. ** Reverse Proxies. ** Low latency+High throughput applications. @@ -81,55 +124,14 @@ For a successful horizontal autoscaling of your Mule apps, review the following ** APIKit Routing. ** API Gateways with policies. +* Non-reentrant applications that do not have built-in parallel processing such as batch jobs, scheduler applications without re-entrancy and duplicate scheduling across applications, and low-throughput, high-latency applications with large requests are not a good fit with CPU-based HPA. + === Limitations There are some limitations to consider: * CPU-based HPA does not work with clustering and rate limiting. -* CPU-based HPA works with 0.1 vCcores replica size only. - -== Configure Horizontal Pod Autoscaling - -To configure horizontal autoscaling for Mule apps deployed to CloudHub 2.0, follow these steps: - -. From Anypoint Platform, select *Runtime Manager* > *Applications*. -. Click *Deploy application*. -. In the *Runtime* tab, check the *Enable Autoscaling* box. -. Set the minimum and maximum *Replica Count* limits. -. Click *Deploy Application*. - -image::ch2-config-autoscaling.png[Configure horizontal autoscaling] - -== Autoscaling Status and Logs - -When an autoscaling event occurs and your Mule application with horizontal autoscaling scales up, you can check the *Scaling* status by clicking *View status* in your application's details window. You can also see the *Scaling* status of your application in the *Applications* list. - -image::ch2-status-autoscaling.png[Check the application's scaling status.] - -You can track the scaled-up replicas startup and the number of replicas your application scaled from and to by checking the application's logs: - -. From Anypoint Platform, select *Runtime Manager* > *Applications*. -. Click the row of the application with autoscaling. -. Click *Manage application*. -. Select the *Logs* tab. - -[source,console,linenums] ----- -Info 8 minutes ago - 2023-11-08 14:35:01.466 PST - Runtime Manager -Application id: scaled UP from 1 to 2 replicas. -Info a minute ago - 2023-11-08 14:41:24.819 PST - Runtime Manager -Application id: scaled DOWN from 2 to 1 replicas. : ----- - -You can also track when autoscaling events occurred through *Audit logs* in Runtime Manager. Each time an application deployment scaled, there is an audit log published under the product *Runtime Manager*, by the *Anypoint Staff* user. The log has *Action* set to `Scaling` with the *Object* as the application ID. - - -The following is an example log payload: - -[source,console,linenums] ----- -{"properties":{"organizationId":"my-orgID-abc","environmentId":"my-envID-xyz","response":{"message":{"message":"Application id:my-appID-123 scaled DOWN from 3 to 2 replicas.","logLevel":"INFO","context":{"logger":"Runtime Manager"},"timestamp":1700234556678}},"deploymentId":"my-appID-123","initialRequest":"/organizations/my-orgID-abc/environments/my-envID-xyz/deployments/my-appID-123/specs/my-specID-456"},"subaction":"Scaling"} ----- +* CPU-based HPA works with 0.1 vCores replica size only. == See Also From 6930602f7a45aaf3ddebff6d32a544ae3a6d7a2e Mon Sep 17 00:00:00 2001 From: luanamulesoft Date: Fri, 17 Nov 2023 17:38:52 -0300 Subject: [PATCH 23/24] reviews 5 --- .../ROOT/pages/ch2-configure-horizontal-autoscaling.adoc | 2 -- 1 file changed, 2 deletions(-) diff --git a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc index eb93751e..1895c7bf 100644 --- a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc +++ b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc @@ -116,14 +116,12 @@ Max replicas + For a successful horizontal autoscaling of your Mule apps, review the following performance considerations: * Mule apps that scale based on CPU usage are a good fit with CPU based HPA. For example: -+ ** HTTP/HTTPS applications with async requests. ** Reverse Proxies. ** Low latency+High throughput applications. ** Dataweave Transformations. ** APIKit Routing. ** API Gateways with policies. - * Non-reentrant applications that do not have built-in parallel processing such as batch jobs, scheduler applications without re-entrancy and duplicate scheduling across applications, and low-throughput, high-latency applications with large requests are not a good fit with CPU-based HPA. === Limitations From e3fcaaae112c2109970db92060ba54b3484a759f Mon Sep 17 00:00:00 2001 From: Luana Dos Santos <84200607+luanamulesoft@users.noreply.github.com> Date: Fri, 23 Feb 2024 17:06:04 -0300 Subject: [PATCH 24/24] Update cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc Co-authored-by: Sara Yacoubian --- .../ROOT/pages/ch2-configure-horizontal-autoscaling.adoc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc index 1895c7bf..0d5f52ff 100644 --- a/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc +++ b/cloudhub-2/modules/ROOT/pages/ch2-configure-horizontal-autoscaling.adoc @@ -40,7 +40,7 @@ Info a minute ago - 2023-11-08 14:41:24.819 PST - Runtime Manager Application id: scaled DOWN from 2 to 1 replicas. : ---- -You can also track when autoscaling events occur through *Audit logs* in Access Manager. Each time an application deployment scales, there is an audit log published under the product *Runtime Manager*, by the *Anypoint Staff* user. The log has *Action* set to `Scaling` with the *Object* as the application ID. +You can also track when autoscaling events occur through xref:access-management::audit-logging.adoc[Audit Logs] in Access Management. Each time an application deployment scales, there is an audit log published under the product *Runtime Manager*, by the *Anypoint Staff* user. The log has *Action* set to `Scaling` with the *Object* as the application ID. The following is an example log payload: