diff --git a/blueprints/data-solutions/shielded-folder/README.md b/blueprints/data-solutions/shielded-folder/README.md
index c4b471bdd3..92868c35da 100644
--- a/blueprints/data-solutions/shielded-folder/README.md
+++ b/blueprints/data-solutions/shielded-folder/README.md
@@ -112,7 +112,7 @@ The Shielded Folder blueprint is meant to be executed by a Service Account (or a
   - `roles/resourcemanager.folderAdmin`
   - `roles/resourcemanager.projectCreator`
 
-The shielded Folfer blueprint assumes [groups described](#user-groups) are created in your GCP organization.
+The shielded Folder blueprint assumes [groups described](#user-groups) are created in your GCP organization.
 
 ### Variable configuration PIPPO
 
@@ -167,8 +167,8 @@ terraform apply
 | [log_locations](variables.tf#L86) | Optional locations for GCS, BigQuery, and logging buckets created here. | <code title="object&#40;&#123;&#10;  bq      &#61; optional&#40;string, &#34;europe&#34;&#41;&#10;  storage &#61; optional&#40;string, &#34;europe&#34;&#41;&#10;  logging &#61; optional&#40;string, &#34;global&#34;&#41;&#10;  pubsub  &#61; optional&#40;string, &#34;global&#34;&#41;&#10;&#125;&#41;">object&#40;&#123;&#8230;&#125;&#41;</code> |  | <code title="&#123;&#10;  bq      &#61; &#34;europe&#34;&#10;  storage &#61; &#34;europe&#34;&#10;  logging &#61; &#34;global&#34;&#10;  pubsub  &#61; null&#10;&#125;">&#123;&#8230;&#125;</code> |
 | [log_sinks](variables.tf#L103) | Org-level log sinks, in name => {type, filter} format. | <code title="map&#40;object&#40;&#123;&#10;  filter &#61; string&#10;  type   &#61; string&#10;&#125;&#41;&#41;">map&#40;object&#40;&#123;&#8230;&#125;&#41;&#41;</code> |  | <code title="&#123;&#10;  audit-logs &#61; &#123;&#10;    filter &#61; &#34;logName:&#92;&#34;&#47;logs&#47;cloudaudit.googleapis.com&#37;2Factivity&#92;&#34; OR logName:&#92;&#34;&#47;logs&#47;cloudaudit.googleapis.com&#37;2Fsystem_event&#92;&#34;&#34;&#10;    type   &#61; &#34;bigquery&#34;&#10;  &#125;&#10;  vpc-sc &#61; &#123;&#10;    filter &#61; &#34;protoPayload.metadata.&#64;type&#61;&#92;&#34;type.googleapis.com&#47;google.cloud.audit.VpcServiceControlAuditMetadata&#92;&#34;&#34;&#10;    type   &#61; &#34;bigquery&#34;&#10;  &#125;&#10;&#125;">&#123;&#8230;&#125;</code> |
 | [vpc_sc_access_levels](variables.tf#L161) | VPC SC access level definitions. | <code title="map&#40;object&#40;&#123;&#10;  combining_function &#61; optional&#40;string&#41;&#10;  conditions &#61; optional&#40;list&#40;object&#40;&#123;&#10;    device_policy &#61; optional&#40;object&#40;&#123;&#10;      allowed_device_management_levels &#61; optional&#40;list&#40;string&#41;&#41;&#10;      allowed_encryption_statuses      &#61; optional&#40;list&#40;string&#41;&#41;&#10;      require_admin_approval           &#61; bool&#10;      require_corp_owned               &#61; bool&#10;      require_screen_lock              &#61; optional&#40;bool&#41;&#10;      os_constraints &#61; optional&#40;list&#40;object&#40;&#123;&#10;        os_type                    &#61; string&#10;        minimum_version            &#61; optional&#40;string&#41;&#10;        require_verified_chrome_os &#61; optional&#40;bool&#41;&#10;      &#125;&#41;&#41;&#41;&#10;    &#125;&#41;&#41;&#10;    ip_subnetworks         &#61; optional&#40;list&#40;string&#41;, &#91;&#93;&#41;&#10;    members                &#61; optional&#40;list&#40;string&#41;, &#91;&#93;&#41;&#10;    negate                 &#61; optional&#40;bool&#41;&#10;    regions                &#61; optional&#40;list&#40;string&#41;, &#91;&#93;&#41;&#10;    required_access_levels &#61; optional&#40;list&#40;string&#41;, &#91;&#93;&#41;&#10;  &#125;&#41;&#41;, &#91;&#93;&#41;&#10;  description &#61; optional&#40;string&#41;&#10;&#125;&#41;&#41;">map&#40;object&#40;&#123;&#8230;&#125;&#41;&#41;</code> |  | <code>&#123;&#125;</code> |
-| [vpc_sc_egress_policies](variables.tf#L190) | VPC SC egress policy defnitions. | <code title="map&#40;object&#40;&#123;&#10;  from &#61; object&#40;&#123;&#10;    identity_type &#61; optional&#40;string, &#34;ANY_IDENTITY&#34;&#41;&#10;    identities    &#61; optional&#40;list&#40;string&#41;&#41;&#10;  &#125;&#41;&#10;  to &#61; object&#40;&#123;&#10;    operations &#61; optional&#40;list&#40;object&#40;&#123;&#10;      method_selectors &#61; optional&#40;list&#40;string&#41;&#41;&#10;      service_name     &#61; string&#10;    &#125;&#41;&#41;, &#91;&#93;&#41;&#10;    resources              &#61; optional&#40;list&#40;string&#41;&#41;&#10;    resource_type_external &#61; optional&#40;bool, false&#41;&#10;  &#125;&#41;&#10;&#125;&#41;&#41;">map&#40;object&#40;&#123;&#8230;&#125;&#41;&#41;</code> |  | <code>&#123;&#125;</code> |
-| [vpc_sc_ingress_policies](variables.tf#L210) | VPC SC ingress policy defnitions. | <code title="map&#40;object&#40;&#123;&#10;  from &#61; object&#40;&#123;&#10;    access_levels &#61; optional&#40;list&#40;string&#41;, &#91;&#93;&#41;&#10;    identity_type &#61; optional&#40;string&#41;&#10;    identities    &#61; optional&#40;list&#40;string&#41;&#41;&#10;    resources     &#61; optional&#40;list&#40;string&#41;, &#91;&#93;&#41;&#10;  &#125;&#41;&#10;  to &#61; object&#40;&#123;&#10;    operations &#61; optional&#40;list&#40;object&#40;&#123;&#10;      method_selectors &#61; optional&#40;list&#40;string&#41;&#41;&#10;      service_name     &#61; string&#10;    &#125;&#41;&#41;, &#91;&#93;&#41;&#10;    resources &#61; optional&#40;list&#40;string&#41;&#41;&#10;  &#125;&#41;&#10;&#125;&#41;&#41;">map&#40;object&#40;&#123;&#8230;&#125;&#41;&#41;</code> |  | <code>&#123;&#125;</code> |
+| [vpc_sc_egress_policies](variables.tf#L190) | VPC SC egress policy definitions. | <code title="map&#40;object&#40;&#123;&#10;  from &#61; object&#40;&#123;&#10;    identity_type &#61; optional&#40;string, &#34;ANY_IDENTITY&#34;&#41;&#10;    identities    &#61; optional&#40;list&#40;string&#41;&#41;&#10;  &#125;&#41;&#10;  to &#61; object&#40;&#123;&#10;    operations &#61; optional&#40;list&#40;object&#40;&#123;&#10;      method_selectors &#61; optional&#40;list&#40;string&#41;&#41;&#10;      service_name     &#61; string&#10;    &#125;&#41;&#41;, &#91;&#93;&#41;&#10;    resources              &#61; optional&#40;list&#40;string&#41;&#41;&#10;    resource_type_external &#61; optional&#40;bool, false&#41;&#10;  &#125;&#41;&#10;&#125;&#41;&#41;">map&#40;object&#40;&#123;&#8230;&#125;&#41;&#41;</code> |  | <code>&#123;&#125;</code> |
+| [vpc_sc_ingress_policies](variables.tf#L210) | VPC SC ingress policy definitions. | <code title="map&#40;object&#40;&#123;&#10;  from &#61; object&#40;&#123;&#10;    access_levels &#61; optional&#40;list&#40;string&#41;, &#91;&#93;&#41;&#10;    identity_type &#61; optional&#40;string&#41;&#10;    identities    &#61; optional&#40;list&#40;string&#41;&#41;&#10;    resources     &#61; optional&#40;list&#40;string&#41;, &#91;&#93;&#41;&#10;  &#125;&#41;&#10;  to &#61; object&#40;&#123;&#10;    operations &#61; optional&#40;list&#40;object&#40;&#123;&#10;      method_selectors &#61; optional&#40;list&#40;string&#41;&#41;&#10;      service_name     &#61; string&#10;    &#125;&#41;&#41;, &#91;&#93;&#41;&#10;    resources &#61; optional&#40;list&#40;string&#41;&#41;&#10;  &#125;&#41;&#10;&#125;&#41;&#41;">map&#40;object&#40;&#123;&#8230;&#125;&#41;&#41;</code> |  | <code>&#123;&#125;</code> |
 
 ## Outputs
 
diff --git a/blueprints/data-solutions/shielded-folder/variables.tf b/blueprints/data-solutions/shielded-folder/variables.tf
index a9ecbb241b..f4ec8acb19 100644
--- a/blueprints/data-solutions/shielded-folder/variables.tf
+++ b/blueprints/data-solutions/shielded-folder/variables.tf
@@ -188,7 +188,7 @@ variable "vpc_sc_access_levels" {
 }
 
 variable "vpc_sc_egress_policies" {
-  description = "VPC SC egress policy defnitions."
+  description = "VPC SC egress policy definitions."
   type = map(object({
     from = object({
       identity_type = optional(string, "ANY_IDENTITY")
@@ -208,7 +208,7 @@ variable "vpc_sc_egress_policies" {
 }
 
 variable "vpc_sc_ingress_policies" {
-  description = "VPC SC ingress policy defnitions."
+  description = "VPC SC ingress policy definitions."
   type = map(object({
     from = object({
       access_levels = optional(list(string), [])
diff --git a/blueprints/data-solutions/vertex-mlops/README.md b/blueprints/data-solutions/vertex-mlops/README.md
index 4c918bbc27..ef6b98f671 100644
--- a/blueprints/data-solutions/vertex-mlops/README.md
+++ b/blueprints/data-solutions/vertex-mlops/README.md
@@ -36,7 +36,7 @@ Assign roles relying on User groups is a way to decouple the final set of permis
 
 We use the following groups to control access to resources:
 
-- *Data Scientits* (gcp-ml-ds@<company.org>). They manage notebooks and create ML pipelines.
+- *Data Scientist* (gcp-ml-ds@<company.org>). They manage notebooks and create ML pipelines.
 - *ML Engineers* (gcp-ml-eng@<company.org>). They manage the different Vertex resources.
 - *ML Viewer* (gcp-ml-eng@<company.org>). Group with wiewer permission for the different resources.
 
@@ -80,7 +80,7 @@ module "test" {
 
 | name | description | type | required | default |
 |---|---|:---:|:---:|:---:|
-| [notebooks](variables.tf#L69) | Vertex AI workbenchs to be deployed. Service Account runtime/instances deployed. | <code title="map&#40;object&#40;&#123;&#10;  type             &#61; string&#10;  machine_type     &#61; optional&#40;string, &#34;n1-standard-4&#34;&#41;&#10;  internal_ip_only &#61; optional&#40;bool, true&#41;&#10;  idle_shutdown    &#61; optional&#40;bool, false&#41;&#10;  owner            &#61; optional&#40;string&#41;&#10;&#125;&#41;&#41;">map&#40;object&#40;&#123;&#8230;&#125;&#41;&#41;</code> | ✓ |  |
+| [notebooks](variables.tf#L69) | Vertex AI workbenches to be deployed. Service Account runtime/instances deployed. | <code title="map&#40;object&#40;&#123;&#10;  type             &#61; string&#10;  machine_type     &#61; optional&#40;string, &#34;n1-standard-4&#34;&#41;&#10;  internal_ip_only &#61; optional&#40;bool, true&#41;&#10;  idle_shutdown    &#61; optional&#40;bool, false&#41;&#10;  owner            &#61; optional&#40;string&#41;&#10;&#125;&#41;&#41;">map&#40;object&#40;&#123;&#8230;&#125;&#41;&#41;</code> | ✓ |  |
 | [project_config](variables.tf#L96) | Provide 'billing_account_id' value if project creation is needed, uses existing 'project_id' if null. Parent is in 'folders/nnn' or 'organizations/nnn' format. | <code title="object&#40;&#123;&#10;  billing_account_id &#61; optional&#40;string&#41;&#10;  parent             &#61; optional&#40;string&#41;&#10;  project_id         &#61; string&#10;&#125;&#41;">object&#40;&#123;&#8230;&#125;&#41;</code> | ✓ |  |
 | [bucket_name](variables.tf#L18) | GCS bucket name to store the Vertex AI artifacts. | <code>string</code> |  | <code>null</code> |
 | [dataset_name](variables.tf#L24) | BigQuery Dataset to store the training data. | <code>string</code> |  | <code>null</code> |
diff --git a/blueprints/data-solutions/vertex-mlops/metadata.yaml b/blueprints/data-solutions/vertex-mlops/metadata.yaml
index d09c244738..bb12a5f93f 100644
--- a/blueprints/data-solutions/vertex-mlops/metadata.yaml
+++ b/blueprints/data-solutions/vertex-mlops/metadata.yaml
@@ -50,7 +50,7 @@ spec:
   interfaces:
     variables:
     - name: notebooks
-      description: Vertex AI workbenchs to be deployed. Service Account runtime/instances deployed.
+      description: Vertex AI workbenches to be deployed. Service Account runtime/instances deployed.
       type: |-
         map(object({
           type             = string
diff --git a/blueprints/data-solutions/vertex-mlops/variables.tf b/blueprints/data-solutions/vertex-mlops/variables.tf
index cc8200f9d4..d9e375dfb7 100644
--- a/blueprints/data-solutions/vertex-mlops/variables.tf
+++ b/blueprints/data-solutions/vertex-mlops/variables.tf
@@ -67,7 +67,7 @@ variable "network_config" {
 }
 
 variable "notebooks" {
-  description = "Vertex AI workbenchs to be deployed. Service Account runtime/instances deployed."
+  description = "Vertex AI workbenches to be deployed. Service Account runtime/instances deployed."
   type = map(object({
     type             = string
     machine_type     = optional(string, "n1-standard-4")