docs(mkdocs): fix docs warnings

aws_lambda_powertools/metrics/base.py

@@ -549,11 +549,6 @@ class SingleMetric(MetricManager):
         metric.add_dimension(name="function_version", value=47)
 
         print(json.dumps(metric.serialize_metric_set(), indent=4))
-
-    Parameters
-    ----------
-    MetricManager : MetricManager
-        Inherits from `aws_lambda_powertools.metrics.base.MetricManager`
     """
 
     def add_metric(

docs/build_recipes/getting-started.md

@@ -21,7 +21,7 @@ Each build tool has its strengths and is optimized for different use cases. Cons
 | --------------------- | --------------------------------- | ------------------------------------------- |
 | **[pip](build-tools.md#pip)**       | Simple projects, CI/CD            | Lightweight, universal                      |
 | **[uv](build-tools.md#uv)**         | Fast builds, performance-critical | Extremely fast, Rust-based                  |
-| **[poetry](bbuild-tools.md#poetry)** | Modern Python projects            | Excellent dependency management, lock files |
+| **[poetry](build-tools.md#poetry)** | Modern Python projects            | Excellent dependency management, lock files |
 | **[SAM](build-tools.md#sam)**       | AWS-native deployments            | Integrated with AWS, local testing          |
 | **[CDK](build-tools.md#cdk)**       | Infrastructure as code            | Programmatic infrastructure, type safety    |
 | **[pants](build-tools.md#pants)**   | Monorepos, complex projects       | Advanced build system, incremental builds   |

docs/build_recipes/index.md

@@ -39,7 +39,7 @@ This guide is organized into focused sections to help you find exactly what you
 ### 📚 Fundamentals
 
 * **[Getting started](getting-started.md)** - Prerequisites, tool selection, and basic setup
-* **[Cross-platform builds](cross-integration.md)** - Handle architecture differences and compiled dependencies
+* **[Cross-platform builds](cross-platform.md)** - Handle architecture differences and compiled dependencies
 
 ### 🔧 Build tools
 

docs/contributing/getting_started.md

@@ -17,7 +17,7 @@ graph LR
 
 ## Types of contributions
 
-We consider any contribution that help this project improve everyone's experience to be valid, as long as you agree with our [tenets](../index.md#tenets){target="_blank"}, [licensing](../../LICENSE){target="_blank"}, and [Code of Conduct](#code-of-conduct).
+We consider any contribution that help this project improve everyone's experience to be valid, as long as you agree with our [tenets](../index.md#tenets){target="_blank"}, [licensing](https://github.com/aws-powertools/powertools-lambda-python/blob/develop/LICENSE){target="_blank"}, and [Code of Conduct](#code-of-conduct).
 
 Whether you're new contributor or a pro, we compiled a list of the common contributions to help you choose your first:
 

docs/core/event_handler/api_gateway.md

@@ -1013,7 +1013,7 @@ These are native middlewares that may become native features depending on custom
 
 | Middleware                                                                                                                | Purpose                                                                                                                                 |
 | ------------------------------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------- |
-| [SchemaValidationMiddleware](/lambda/python/latest/api/event_handler/middlewares/schema_validation.html){target="_blank"} | Validates API request body and response against JSON Schema, using [Validation utility](../../utilities/validation.md){target="_blank"} |
+| SchemaValidationMiddleware | Validates API request body and response against JSON Schema, using [Validation utility](../../utilities/validation.md){target="_blank"} |
 
 #### Being a good citizen
 

docs/core/event_handler/bedrock_agents.md

@@ -173,7 +173,7 @@ You'll need to regenerate the OpenAPI schema and update your Agent everytime you
     ```
 
 	1. This ensures that it's only executed when running the file directly, and not when running on the Lambda runtime.
-    2. You can use [additional options](#customizing-openapi-metadata) to customize the OpenAPI schema.
+    2. You can use [additional options](#customizing-api-operations) to customize the OpenAPI schema.
 
 === "OpenAPI schema"
 

docs/core/metrics.md

@@ -395,7 +395,7 @@ Current providers:
 
 | Provider                              | Notes                                                    |
 | ------------------------------------- | -------------------------------------------------------- |
-| [Datadog](./datadog){target="_blank"} | Uses Datadog SDK and Datadog Lambda Extension by default |
+| [Datadog](./datadog.md){target="_blank"} | Uses Datadog SDK and Datadog Lambda Extension by default |
 
 ## Testing your code
 

docs/tutorial/index.md

@@ -487,8 +487,8 @@ Let's break this down:
 
 * **L5**: We add Powertools for AWS Lambda (Python) Logger; the boilerplate is now done for you. By default, we set `INFO` as the logging level if `POWERTOOLS_LOG_LEVEL` env var isn't set.
 * **L22**: We use `logger.inject_lambda_context` decorator to inject key information from Lambda context into every log.
-* **L22**: We also instruct Logger to use the incoming API Gateway Request ID as a [correlation id](../core/logger.md##set_correlation_id-method){target="_blank"} automatically.
-* **L22**: Since we're in dev, we also use `log_event=True` to automatically log each incoming request for debugging. This can be also set via [environment variables](./index.md#environment-variables){target="_blank"}.
+* **L22**: We also instruct Logger to use the incoming API Gateway Request ID as a [correlation id](../core/logger.md#setting-a-correlation-id){target="_blank"} automatically.
+* **L22**: Since we're in dev, we also use `log_event=True` to automatically log each incoming request for debugging. This can be also set via [environment variables](../index.md#environment-variables){target="_blank"}.
 
 This is how the logs would look like now:
 

docs/upgrade.md

@@ -13,7 +13,7 @@ Given our commitment to all of our customers using Powertools for AWS Lambda (Py
 
 ## Migrate to v3 from v2
 
-!!! info "We strongly encourage you to migrate to v3. However, if you still need to upgrade from v1 to v2, you can find the [upgrade guide](/lambda/python/2.43.1/upgrade/)."
+!!! info "We strongly encourage you to migrate to v3. However, if you still need to upgrade from v1 to v2, you can find the [upgrade guide](https://docs.powertools.aws.dev/lambda/python/2.43.1/)."
 
 We've made minimal breaking changes to make your transition to v3 as smooth as possible.
 

docs/utilities/data_masking.md

@@ -105,7 +105,7 @@ Erasing will remove the original data and replace it with a `*****`. This means
     --8<-- "examples/data_masking/src/getting_started_erase_data.py"
     ```
 
-    1. See [working with nested data](#working-with-nested-data) to learn more about the `fields` parameter. </br></br>If we omit `fields` parameter, the entire dictionary will be erased with `*****`.
+    1. See [choosing parts of your data](#choosing-parts-of-your-data) to learn more about the `fields` parameter. </br></br>If we omit `fields` parameter, the entire dictionary will be erased with `*****`.
 
 === "generic_data_input.json"
     ```json hl_lines="7 9 14"

docs/utilities/idempotency.md

@@ -54,7 +54,7 @@ classDiagram
 
 ## Getting started
 
-We use Amazon DynamoDB as the default persistence layer in the documentation. If you prefer Redis, you can learn more from [this section](#redis-database).
+We use Amazon DynamoDB as the default persistence layer in the documentation. If you prefer Redis, you can learn more from [this section](#cache-database).
 
 ### IAM Permissions
 
@@ -69,7 +69,7 @@ When using Amazon DynamoDB as the persistence layer, you will need the following
 
 **First time setting it up?**
 
-We provide Infrastrucure as Code examples with [AWS Serverless Application Model (SAM)](#aws-serverless-application-model-sam-example), [AWS Cloud Development Kit (CDK)](#aws-cloud-development-kit-cdk), and [Terraform](#terraform) with the required permissions.
+We provide Infrastrucure as Code examples with [AWS Serverless Application Model (SAM)](#dynamodb-iac-examples), [AWS Cloud Development Kit (CDK)](#aws-cloud-development-kit-cdk), and [Terraform](#terraform) with the required permissions.
 
 ### Required resources
 

mkdocs.yml

@@ -11,7 +11,6 @@ nav:
       - Changelog: changelog.md
       - Tutorial: tutorial/index.md
       - Workshop 🆕: https://s12d.com/powertools-for-aws-lambda-workshop" target="_blank
-      - API reference: api/" target="_blank
       - Features:
           - core/tracer.md
           - core/logger.md