diff --git a/doc/administration/reference_architectures/10k_users.md b/doc/administration/reference_architectures/10k_users.md
index fa8dfdf667b1be50e3ea4bfe7eb1b5a388776c1b..8a659749158871c914b4a01c5abefdbf5bafcc17 100644
--- a/doc/administration/reference_architectures/10k_users.md
+++ b/doc/administration/reference_architectures/10k_users.md
@@ -2228,17 +2228,16 @@ use Google Cloud's Kubernetes Engine (GKE) and associated machine types, but the
and CPU requirements should translate to most other providers. We hope to update this in the
future with further specific cloud provider details.
-| Service | Nodes1 | Configuration | GCP | Allocatable CPUs and Memory |
-|-------------------------------------------------------|-------------------|-------------------------|------------------|-----------------------------|
-| Webservice | 4 | 32 vCPU, 28.8 GB memory | `n1-highcpu-32` | 127.5 vCPU, 118 GB memory |
-| Sidekiq | 4 | 4 vCPU, 15 GB memory | `n1-standard-4` | 15.5 vCPU, 50 GB memory |
-| Supporting services such as NGINX, Prometheus | 2 | 4 vCPU, 15 GB memory | `n1-standard-4` | 7.75 vCPU, 25 GB memory |
-
-
-
-1. Nodes configuration is shown as it is forced to ensure pod vcpu / memory ratios and avoid scaling during **performance testing**.
- In production deployments there is no need to assign pods to nodes. A minimum of three nodes in three different availability zones is strongly recommended to align with resilient cloud architecture practices.
-
+| Service | Nodes | Configuration | GCP | Allocatable CPUs and Memory |
+|-------------------------------------------------------|-------|-------------------------|------------------|-----------------------------|
+| Webservice | 4 | 32 vCPU, 28.8 GB memory | `n1-highcpu-32` | 127.5 vCPU, 118 GB memory |
+| Sidekiq | 4 | 4 vCPU, 15 GB memory | `n1-standard-4` | 15.5 vCPU, 50 GB memory |
+| Supporting services such as NGINX, Prometheus | 2 | 4 vCPU, 15 GB memory | `n1-standard-4` | 7.75 vCPU, 25 GB memory |
+
+- For this setup, we **recommend** and regularly [test](index.md#testing-process-and-results)
+[Google Kubernetes Engine (GKE)](https://cloud.google.com/kubernetes-engine) and [Amazon Elastic Kubernetes Service (EKS)](https://aws.amazon.com/eks/). Other Kubernetes services may also work, but your mileage may vary.
+- Nodes configuration is shown as it is forced to ensure pod vcpu / memory ratios and avoid scaling during **performance testing**.
+ - In production deployments, there is no need to assign pods to nodes. A minimum of three nodes in three different availability zones is strongly recommended to align with resilient cloud architecture practices.
Next are the backend components that run on static compute VMs via Omnibus (or External PaaS
services where applicable):
diff --git a/doc/administration/reference_architectures/25k_users.md b/doc/administration/reference_architectures/25k_users.md
index 5b9ce14c623125647ee10e43ff15b7344497d167..8cc355db9513659b91964b0e98a93be9c5bcd479 100644
--- a/doc/administration/reference_architectures/25k_users.md
+++ b/doc/administration/reference_architectures/25k_users.md
@@ -2226,17 +2226,16 @@ use Google Cloud's Kubernetes Engine (GKE) and associated machine types, but the
and CPU requirements should translate to most other providers. We hope to update this in the
future with further specific cloud provider details.
-| Service | Nodes1 | Configuration | GCP | Allocatable CPUs and Memory |
-|-------------------------------------------------------|-------------------|-------------------------|------------------|-----------------------------|
-| Webservice | 7 | 32 vCPU, 28.8 GB memory | `n1-highcpu-32` | 223 vCPU, 206.5 GB memory |
-| Sidekiq | 4 | 4 vCPU, 15 GB memory | `n1-standard-4` | 15.5 vCPU, 50 GB memory |
-| Supporting services such as NGINX, Prometheus | 2 | 4 vCPU, 15 GB memory | `n1-standard-4` | 7.75 vCPU, 25 GB memory |
-
-
-
-1. Nodes configuration is shown as it is forced to ensure pod vcpu / memory ratios and avoid scaling during **performance testing**.
- In production deployments there is no need to assign pods to nodes. A minimum of three nodes in three different availability zones is strongly recommended to align with resilient cloud architecture practices.
-
+| Service | Nodes | Configuration | GCP | Allocatable CPUs and Memory |
+|-------------------------------------------------------|-------|-------------------------|------------------|-----------------------------|
+| Webservice | 7 | 32 vCPU, 28.8 GB memory | `n1-highcpu-32` | 223 vCPU, 206.5 GB memory |
+| Sidekiq | 4 | 4 vCPU, 15 GB memory | `n1-standard-4` | 15.5 vCPU, 50 GB memory |
+| Supporting services such as NGINX, Prometheus | 2 | 4 vCPU, 15 GB memory | `n1-standard-4` | 7.75 vCPU, 25 GB memory |
+
+- For this setup, we **recommend** and regularly [test](index.md#testing-process-and-results)
+[Google Kubernetes Engine (GKE)](https://cloud.google.com/kubernetes-engine) and [Amazon Elastic Kubernetes Service (EKS)](https://aws.amazon.com/eks/). Other Kubernetes services may also work, but your mileage may vary.
+- Nodes configuration is shown as it is forced to ensure pod vcpu / memory ratios and avoid scaling during **performance testing**.
+ - In production deployments, there is no need to assign pods to nodes. A minimum of three nodes in three different availability zones is strongly recommended to align with resilient cloud architecture practices.
Next are the backend components that run on static compute VMs via Omnibus (or External PaaS
services where applicable):
diff --git a/doc/administration/reference_architectures/2k_users.md b/doc/administration/reference_architectures/2k_users.md
index f72c0877ddb7081e8f8cba57f8af675b18ed6f65..467c64b8279d4f537c5afdb36f0422cb06a375e0 100644
--- a/doc/administration/reference_architectures/2k_users.md
+++ b/doc/administration/reference_architectures/2k_users.md
@@ -1016,17 +1016,16 @@ use Google Cloud's Kubernetes Engine (GKE) and associated machine types, but the
and CPU requirements should translate to most other providers. We hope to update this in the
future with further specific cloud provider details.
-| Service | Nodes1 | Configuration | GCP | Allocatable CPUs and Memory |
-|-------------------------------------------------------|-------------------|------------------------|-----------------|-----------------------------|
-| Webservice | 3 | 8 vCPU, 7.2 GB memory | `n1-highcpu-8` | 23.7 vCPU, 16.9 GB memory |
-| Sidekiq | 2 | 2 vCPU, 7.5 GB memory | `n1-standard-2` | 3.9 vCPU, 11.8 GB memory |
-| Supporting services such as NGINX, Prometheus | 2 | 1 vCPU, 3.75 GB memory | `n1-standard-1` | 1.9 vCPU, 5.5 GB memory |
-
-
-
-1. Nodes configuration is shown as it is forced to ensure pod vcpu / memory ratios and avoid scaling during **performance testing**.
- In production deployments there is no need to assign pods to nodes. A minimum of three nodes in three different availability zones is strongly recommended to align with resilient cloud architecture practices.
-
+| Service | Nodes | Configuration | GCP | Allocatable CPUs and Memory |
+|-------------------------------------------------------|-------|------------------------|-----------------|-----------------------------|
+| Webservice | 3 | 8 vCPU, 7.2 GB memory | `n1-highcpu-8` | 23.7 vCPU, 16.9 GB memory |
+| Sidekiq | 2 | 2 vCPU, 7.5 GB memory | `n1-standard-2` | 3.9 vCPU, 11.8 GB memory |
+| Supporting services such as NGINX, Prometheus | 2 | 1 vCPU, 3.75 GB memory | `n1-standard-1` | 1.9 vCPU, 5.5 GB memory |
+
+- For this setup, we **recommend** and regularly [test](index.md#testing-process-and-results)
+[Google Kubernetes Engine (GKE)](https://cloud.google.com/kubernetes-engine) and [Amazon Elastic Kubernetes Service (EKS)](https://aws.amazon.com/eks/). Other Kubernetes services may also work, but your mileage may vary.
+- Nodes configuration is shown as it is forced to ensure pod vcpu / memory ratios and avoid scaling during **performance testing**.
+ - In production deployments, there is no need to assign pods to nodes. A minimum of three nodes in three different availability zones is strongly recommended to align with resilient cloud architecture practices.
Next are the backend components that run on static compute VMs via Omnibus (or External PaaS
services where applicable):
diff --git a/doc/administration/reference_architectures/3k_users.md b/doc/administration/reference_architectures/3k_users.md
index c788a73753b414f2e0b81cbd1ab2302915c7e7df..96003b3548be3ed0713ac3d5e057b9b08214e5cc 100644
--- a/doc/administration/reference_architectures/3k_users.md
+++ b/doc/administration/reference_architectures/3k_users.md
@@ -2185,17 +2185,16 @@ use Google Cloud's Kubernetes Engine (GKE) and associated machine types, but the
and CPU requirements should translate to most other providers. We hope to update this in the
future with further specific cloud provider details.
-| Service | Nodes1 | Configuration | GCP | Allocatable CPUs and Memory |
-|-------------------------------------------------------|-------------------|-------------------------|------------------|-----------------------------|
-| Webservice | 2 | 16 vCPU, 14.4 GB memory | `n1-highcpu-16` | 31.8 vCPU, 24.8 GB memory |
-| Sidekiq | 3 | 4 vCPU, 15 GB memory | `n1-standard-4` | 11.8 vCPU, 38.9 GB memory |
-| Supporting services such as NGINX, Prometheus | 2 | 2 vCPU, 7.5 GB memory | `n1-standard-2` | 3.9 vCPU, 11.8 GB memory |
-
-
-
-1. Nodes configuration is shown as it is forced to ensure pod vcpu / memory ratios and avoid scaling during **performance testing**.
- In production deployments there is no need to assign pods to nodes. A minimum of three nodes in three different availability zones is strongly recommended to align with resilient cloud architecture practices.
-
+| Service | Nodes | Configuration | GCP | Allocatable CPUs and Memory |
+|-------------------------------------------------------|-------|-------------------------|------------------|-----------------------------|
+| Webservice | 2 | 16 vCPU, 14.4 GB memory | `n1-highcpu-16` | 31.8 vCPU, 24.8 GB memory |
+| Sidekiq | 3 | 4 vCPU, 15 GB memory | `n1-standard-4` | 11.8 vCPU, 38.9 GB memory |
+| Supporting services such as NGINX, Prometheus | 2 | 2 vCPU, 7.5 GB memory | `n1-standard-2` | 3.9 vCPU, 11.8 GB memory |
+
+- For this setup, we **recommend** and regularly [test](index.md#testing-process-and-results)
+[Google Kubernetes Engine (GKE)](https://cloud.google.com/kubernetes-engine) and [Amazon Elastic Kubernetes Service (EKS)](https://aws.amazon.com/eks/). Other Kubernetes services may also work, but your mileage may vary.
+- Nodes configuration is shown as it is forced to ensure pod vcpu / memory ratios and avoid scaling during **performance testing**.
+ - In production deployments, there is no need to assign pods to nodes. A minimum of three nodes in three different availability zones is strongly recommended to align with resilient cloud architecture practices.
Next are the backend components that run on static compute VMs via Omnibus (or External PaaS
services where applicable):
diff --git a/doc/administration/reference_architectures/50k_users.md b/doc/administration/reference_architectures/50k_users.md
index 4f576fc1c19b9832c859264c18bef1cdca4e7235..2ed625d66d6d5df2c7c88aa3419cb34cc0a88ea0 100644
--- a/doc/administration/reference_architectures/50k_users.md
+++ b/doc/administration/reference_architectures/50k_users.md
@@ -2242,17 +2242,16 @@ use Google Cloud's Kubernetes Engine (GKE) and associated machine types, but the
and CPU requirements should translate to most other providers. We hope to update this in the
future with further specific cloud provider details.
-| Service | Nodes1 | Configuration | GCP | Allocatable CPUs and Memory |
-|-------------------------------------------------------|-------------------|-------------------------|------------------|-----------------------------|
-| Webservice | 16 | 32 vCPU, 28.8 GB memory | `n1-highcpu-32` | 510 vCPU, 472 GB memory |
-| Sidekiq | 4 | 4 vCPU, 15 GB memory | `n1-standard-4` | 15.5 vCPU, 50 GB memory |
-| Supporting services such as NGINX, Prometheus | 2 | 4 vCPU, 15 GB memory | `n1-standard-4` | 7.75 vCPU, 25 GB memory |
-
-
-
-1. Nodes configuration is shown as it is forced to ensure pod vcpu / memory ratios and avoid scaling during **performance testing**.
- In production deployments there is no need to assign pods to nodes. A minimum of three nodes in three different availability zones is strongly recommended to align with resilient cloud architecture practices.
-
+| Service | Nodes | Configuration | GCP | Allocatable CPUs and Memory |
+|-------------------------------------------------------|-------|-------------------------|------------------|-----------------------------|
+| Webservice | 16 | 32 vCPU, 28.8 GB memory | `n1-highcpu-32` | 510 vCPU, 472 GB memory |
+| Sidekiq | 4 | 4 vCPU, 15 GB memory | `n1-standard-4` | 15.5 vCPU, 50 GB memory |
+| Supporting services such as NGINX, Prometheus | 2 | 4 vCPU, 15 GB memory | `n1-standard-4` | 7.75 vCPU, 25 GB memory |
+
+- For this setup, we **recommend** and regularly [test](index.md#testing-process-and-results)
+[Google Kubernetes Engine (GKE)](https://cloud.google.com/kubernetes-engine) and [Amazon Elastic Kubernetes Service (EKS)](https://aws.amazon.com/eks/). Other Kubernetes services may also work, but your mileage may vary.
+- Nodes configuration is shown as it is forced to ensure pod vcpu / memory ratios and avoid scaling during **performance testing**.
+ - In production deployments, there is no need to assign pods to nodes. A minimum of three nodes in three different availability zones is strongly recommended to align with resilient cloud architecture practices.
Next are the backend components that run on static compute VMs via Omnibus (or External PaaS
services where applicable):
diff --git a/doc/administration/reference_architectures/5k_users.md b/doc/administration/reference_architectures/5k_users.md
index 92950806cfbd3bc8f300a9b39b0168e1bec9768b..e65d2ad1e6c8960baba8117b462eabaf2a5f2327 100644
--- a/doc/administration/reference_architectures/5k_users.md
+++ b/doc/administration/reference_architectures/5k_users.md
@@ -2161,17 +2161,16 @@ use Google Cloud's Kubernetes Engine (GKE) and associated machine types, but the
and CPU requirements should translate to most other providers. We hope to update this in the
future with further specific cloud provider details.
-| Service | Nodes1 | Configuration | GCP | Allocatable CPUs and Memory |
-|-------------------------------------------------------|-------------------|-------------------------|------------------|-----------------------------|
-| Webservice | 5 | 16 vCPU, 14.4 GB memory | `n1-highcpu-16` | 79.5 vCPU, 62 GB memory |
-| Sidekiq | 3 | 4 vCPU, 15 GB memory | `n1-standard-4` | 11.8 vCPU, 38.9 GB memory |
-| Supporting services such as NGINX, Prometheus | 2 | 2 vCPU, 7.5 GB memory | `n1-standard-2` | 3.9 vCPU, 11.8 GB memory |
-
-
-
-1. Nodes configuration is shown as it is forced to ensure pod vcpu / memory ratios and avoid scaling during **performance testing**.
- In production deployments there is no need to assign pods to nodes. A minimum of three nodes in three different availability zones is strongly recommended to align with resilient cloud architecture practices.
-
+| Service | Nodes | Configuration | GCP | Allocatable CPUs and Memory |
+|-------------------------------------------------------|-------|-------------------------|------------------|-----------------------------|
+| Webservice | 5 | 16 vCPU, 14.4 GB memory | `n1-highcpu-16` | 79.5 vCPU, 62 GB memory |
+| Sidekiq | 3 | 4 vCPU, 15 GB memory | `n1-standard-4` | 11.8 vCPU, 38.9 GB memory |
+| Supporting services such as NGINX, Prometheus | 2 | 2 vCPU, 7.5 GB memory | `n1-standard-2` | 3.9 vCPU, 11.8 GB memory |
+
+- For this setup, we **recommend** and regularly [test](index.md#testing-process-and-results)
+[Google Kubernetes Engine (GKE)](https://cloud.google.com/kubernetes-engine) and [Amazon Elastic Kubernetes Service (EKS)](https://aws.amazon.com/eks/). Other Kubernetes services may also work, but your mileage may vary.
+- Nodes configuration is shown as it is forced to ensure pod vcpu / memory ratios and avoid scaling during **performance testing**.
+ - In production deployments, there is no need to assign pods to nodes. A minimum of three nodes in three different availability zones is strongly recommended to align with resilient cloud architecture practices.
Next are the backend components that run on static compute VMs via Omnibus (or External PaaS
services where applicable):