apply suggestions from code review

Co-authored-by: Riccardo Magliocchetti <[email protected]>

Author: colleenmcginnis

docs/reference/configuration.md

@@ -140,7 +140,7 @@ The `logging.logLevel` at which the `elasticapm` logger will log. The available
 
 Options are case-insensitive
 
-Note that this option doesn’t do anything with logging handlers. In order for any logs to be visible, you must either configure a handler ([`logging.basicConfig`](https://docs.python.org/3/library/logging.md#logging.basicConfig) will do this for you) or set [`log_file`](#config-log_file). This will also override any log level your app has set for the `elasticapm` logger.
+Note that this option doesn’t do anything with logging handlers. In order for any logs to be visible, you must either configure a handler ([`logging.basicConfig`](https://docs.python.org/3/library/logging.html#logging.basicConfig) will do this for you) or set [`log_file`](#config-log_file). This will also override any log level your app has set for the `elasticapm` logger.
 
 
 ### `log_file` [config-log_file]

docs/reference/django-support.md

@@ -24,7 +24,7 @@ For apm-server 6.2+, make sure you use version 2.0 or higher of `elastic-apm`.
 
 
 ::::{note}
-If you use Django with uwsgi, make sure to [enable threads](http://uwsgi-docs.readthedocs.org/en/latest/Options.md#enable-threads).
+If you use Django with uwsgi, make sure to [enable threads](http://uwsgi-docs.readthedocs.org/en/latest/Options.html#enable-threads).
 ::::
 
 

docs/reference/lambda-support.md

@@ -14,7 +14,7 @@ Note: The Centralized Agent Configuration on the Elasticsearch APM currently doe
 
 ## Prerequisites [_prerequisites]
 
-You need an APM Server to send APM data to. Follow the [APM Quick start](docs-content://solutions/observability/apps/get-started-with-apm.md) if you have not set one up yet. For the best-possible performance, we recommend setting up APM on {{ecloud}} in the same AWS region as your AWS Lambda functions.
+You need an APM Server to send APM data to. Follow the [APM Quick start](docs-content://solutions/observability/apps/application-performance-monitoring-apm.md) if you have not set one up yet. For the best-possible performance, we recommend setting up APM on {{ecloud}} in the same AWS region as your AWS Lambda functions.
 
 
 ## Step 1: Select the AWS Region and Architecture [_step_1_select_the_aws_region_and_architecture]

docs/reference/supported-technologies.md

@@ -462,7 +462,7 @@ Instrumented methods:
 
 * `kafka.KafkaProducer.send`,
 * `kafka.KafkaConsumer.poll`,
-* `kafka.KafkaConsumer.\\__next__`
+* `kafka.KafkaConsumer.\__next__`
 
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