diff --git a/pipeline/inputs/docker-events.md b/pipeline/inputs/docker-events.md
index 40d85ec5c..4d6569f9c 100644
--- a/pipeline/inputs/docker-events.md
+++ b/pipeline/inputs/docker-events.md
@@ -1,33 +1,36 @@
-# Docker Events
+# Docker events
 
-The **docker events** input plugin uses the docker API to capture server events. A complete list of possible events returned by this plugin can be found [here](https://docs.docker.com/engine/reference/commandline/events/)
+The _Docker events_ input plugin uses the Docker API to capture server events. A complete list of possible events returned by this plugin can be found [in the Docker documentation](https://docs.docker.com/engine/reference/commandline/events/).
 
-## Configuration Parameters
+## Configuration parameters
 
 This plugin supports the following configuration parameters:
 
 | Key | Description | Default |
 | :--- | :--- | :--- |
-| Unix\_Path | The docker socket unix path | /var/run/docker.sock |
-| Buffer\_Size | The size of the buffer used to read docker events \(in bytes\) | 8192 |
-| Parser | Specify the name of a parser to interpret the entry as a structured message. | None |
-| Key | When a message is unstructured \(no parser applied\), it's appended as a string under the key name _message_. | message |
-| Reconnect.Retry_limits| The maximum number of retries allowed. The plugin tries to reconnect with docker socket when EOF is detected. | 5 |
-| Reconnect.Retry_interval| The retrying interval. Unit is second. | 1 |
-| Threaded | Indicates whether to run this input in its own [thread](../../administration/multithreading.md#inputs). | `false` |
+| `Unix_Path` | The docker socket Unix path. | `/var/run/docker.sock` |
+| `Buffer_Size` | The size of the buffer used to read docker events in bytes. | `8192` |
+| `Parser` | Specify the name of a parser to interpret the entry as a structured message. | _none_ |
+| `Key` | When a message is unstructured (no parser applied), it's appended as a string under the key name `message`. | `message` |
+| `Reconnect.Retry_limits`| The maximum number of retries allowed. The plugin tries to reconnect with docker socket when `EOF` is detected. | `5` |
+| `Reconnect.Retry_interval`| The retry interval in seconds. | `1` |
+| `Threaded` | Indicates whether to run this input in its own [thread](../../administration/multithreading.md#inputs). | `false` |
 
-### Command Line
+### Command line
+
+You can run this plugin from the command line:
 
 ```bash
-$ fluent-bit -i docker_events -o stdout
+fluent-bit -i docker_events -o stdout
 ```
 
-### Configuration File
+### Configuration file
 
-In your main configuration file append the following **Input** & **Output** sections:
+In your main configuration file append the following `Input` and `Output` sections:
 
 {% tabs %}
 {% tab title="fluent-bit.conf" %}
+
 ```yaml
 [INPUT]
     Name   docker_events
@@ -36,9 +39,11 @@ In your main configuration file append the following **Input** & **Output** sect
     Name   stdout
     Match  *
 ```
+
 {% endtab %}
 
 {% tab title="fluent-bit.yaml" %}
+
 ```yaml
 pipeline:
     inputs:
@@ -48,5 +53,6 @@ pipeline:
         - name: stdout
           match: '*'
 ```
+
 {% endtab %}
 {% endtabs %}