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diff --git a/doc/administration/reference_architectures/3k_users.md b/doc/administration/reference_architectures/3k_users.md
index 648fac8025f..0fc48657c05 100644
--- a/doc/administration/reference_architectures/3k_users.md
+++ b/doc/administration/reference_architectures/3k_users.md
@@ -5,7 +5,7 @@ group: Distribution
info: To determine the technical writer assigned to the Stage/Group associated with this page, see https://about.gitlab.com/handbook/engineering/ux/technical-writing/#assignments
---
-# Reference architecture: up to 3,000 users **(PREMIUM ONLY)**
+# Reference architecture: up to 3,000 users **(PREMIUM SELF)**
This page describes GitLab reference architecture for up to 3,000 users.
It is designed to help your organization achieve a
@@ -25,18 +25,18 @@ For a full list of reference architectures, see
| Service | Nodes | Configuration | GCP | AWS | Azure |
|--------------------------------------------|-------------|-----------------------|----------------|-------------|---------|
-| External load balancing node | 1 | 2 vCPU, 1.8 GB memory | n1-highcpu-2 | c5.large | F2s v2 |
-| Redis | 3 | 2 vCPU, 7.5 GB memory | n1-standard-2 | m5.large | D2s v3 |
-| Consul + Sentinel | 3 | 2 vCPU, 1.8 GB memory | n1-highcpu-2 | c5.large | F2s v2 |
-| PostgreSQL | 3 | 2 vCPU, 7.5 GB memory | n1-standard-2 | m5.large | D2s v3 |
-| PgBouncer | 3 | 2 vCPU, 1.8 GB memory | n1-highcpu-2 | c5.large | F2s v2 |
-| Internal load balancing node | 1 | 2 vCPU, 1.8 GB memory | n1-highcpu-2 | c5.large | F2s v2 |
-| Gitaly | 2 (minimum) | 4 vCPU, 15 GB memory | n1-standard-4 | m5.xlarge | D4s v3 |
-| Sidekiq | 4 | 2 vCPU, 7.5 GB memory | n1-standard-2 | m5.large | D2s v3 |
-| GitLab Rails | 3 | 8 vCPU, 7.2 GB memory | n1-highcpu-8 | c5.2xlarge | F8s v2 |
-| Monitoring node | 1 | 2 vCPU, 1.8 GB memory | n1-highcpu-2 | c5.large | F2s v2 |
+| External load balancing node | 1 | 2 vCPU, 1.8 GB memory | n1-highcpu-2 | `c5.large` | F2s v2 |
+| Redis | 3 | 2 vCPU, 7.5 GB memory | n1-standard-2 | `m5.large` | D2s v3 |
+| Consul + Sentinel | 3 | 2 vCPU, 1.8 GB memory | n1-highcpu-2 | `c5.large` | F2s v2 |
+| PostgreSQL | 3 | 2 vCPU, 7.5 GB memory | n1-standard-2 | `m5.large` | D2s v3 |
+| PgBouncer | 3 | 2 vCPU, 1.8 GB memory | n1-highcpu-2 | `c5.large` | F2s v2 |
+| Internal load balancing node | 1 | 2 vCPU, 1.8 GB memory | n1-highcpu-2 | `c5.large` | F2s v2 |
+| Gitaly | 2 (minimum) | 4 vCPU, 15 GB memory | n1-standard-4 | `m5.xlarge` | D4s v3 |
+| Sidekiq | 4 | 2 vCPU, 7.5 GB memory | n1-standard-2 | `m5.large` | D2s v3 |
+| GitLab Rails | 3 | 8 vCPU, 7.2 GB memory | n1-highcpu-8 | `c5.2xlarge` | F8s v2 |
+| Monitoring node | 1 | 2 vCPU, 1.8 GB memory | n1-highcpu-2 | `c5.large` | F2s v2 |
| Object storage | n/a | n/a | n/a | n/a | n/a |
-| NFS server (optional, not recommended) | 1 | 4 vCPU, 3.6 GB memory | n1-highcpu-4 | c5.xlarge | F4s v2 |
+| NFS server (optional, not recommended) | 1 | 4 vCPU, 3.6 GB memory | n1-highcpu-4 | `c5.xlarge` | F4s v2 |
```mermaid
stateDiagram-v2
@@ -1621,7 +1621,7 @@ GitLab has been tested on a number of object storage providers:
- [Google Cloud Storage](https://cloud.google.com/storage)
- [Digital Ocean Spaces](https://www.digitalocean.com/products/spaces/)
- [Oracle Cloud Infrastructure](https://docs.cloud.oracle.com/en-us/iaas/Content/Object/Tasks/s3compatibleapi.htm)
-- [Openstack Swift](https://docs.openstack.org/swift/latest/s3_compat.html)
+- [OpenStack Swift](https://docs.openstack.org/swift/latest/s3_compat.html)
- [Azure Blob storage](https://docs.microsoft.com/en-us/azure/storage/blobs/storage-blobs-introduction)
- On-premises hardware and appliances from various storage vendors.
- MinIO. We have [a guide to deploying this](https://docs.gitlab.com/charts/advanced/external-object-storage/minio.html) within our Helm Chart documentation.
@@ -1650,7 +1650,7 @@ on what features you intend to use:
| [Mattermost](https://docs.mattermost.com/administration/config-settings.html#file-storage)| No |
| [Packages](../packages/index.md#using-object-storage) (optional feature) | Yes |
| [Dependency Proxy](../packages/dependency_proxy.md#using-object-storage) (optional feature) | Yes |
-| [Pseudonymizer](../pseudonymizer.md#configuration) (optional feature) **(ULTIMATE ONLY)** | No |
+| [Pseudonymizer](../pseudonymizer.md#configuration) (optional feature) **(ULTIMATE SELF)** | No |
| [Autoscale runner caching](https://docs.gitlab.com/runner/configuration/autoscale.html#distributed-runners-caching) (optional for improved performance) | No |
| [Terraform state files](../terraform_state.md#using-object-storage) | Yes |
@@ -1676,7 +1676,7 @@ work.
</a>
</div>
-## Configure Advanced Search **(STARTER ONLY)**
+## Configure Advanced Search **(PREMIUM SELF)**
You can leverage Elasticsearch and [enable Advanced Search](../../integration/elasticsearch.md)
for faster, more advanced code search across your entire GitLab instance.