diff --git a/pipeline/processors/sql.md b/pipeline/processors/sql.md
index a882407ec..4e433a44e 100644
--- a/pipeline/processors/sql.md
+++ b/pipeline/processors/sql.md
@@ -1,27 +1,24 @@
-# Structured Query Language (SQL)
+# SQL
 
-The **sql** processor provides a simple interface to select content from Logs by also supporting conditional expressions.
+The _SQL_ processor lets you use conditional expressions to select content from logs. This processor doesn't depend on a database or table. Instead, your queries run on the stream.
 
-Our SQL processor does not depend on a database or indexing; it runs everything on the fly (this is good). We don't have the concept of tables but you run the query on the STREAM.
-
-Note that this processor differs from the "stream processor interface" that runs after the filters; this one can only be used in the processor's section of the input plugins when using YAML configuration mode.
+This processor differs from the stream processor interface that runs after filters.
 
 {% hint style="info" %}
 
-**Note:** Both processors and this specific component can be enabled only by using
-the YAML configuration format. Classic mode configuration format doesn't support processors.
+Only [YAML configuration files](../administration/configuring-fluent-bit/yaml/README.md) support processors.
 
 {% endhint %}
 
-## Configuration Parameters
+## Configuration parameters
 
-| Key         | Description |
-| :---------- | :--- |
-| query | Define the SQL statement to run on top of the Logs stream; it must end with `;` . |
+| Key | Description |
+| --- | ----------- |
+| `query` | The SQL statement to query your logs stream. This statement must end with `;`. |
 
-### Simple selection example
+## Basic selection example
 
-The following example generates a sample message with two keys called `key` and `http.url`. By using a simple SQL statement we will select only the key `http.url`. 
+The following example generates a sample message with the keys `key` and `http.url`, and then uses a SQL statement to select only the key `http.url`.
 
 {% tabs %}
 {% tab title="fluent-bit.yaml" %}
@@ -31,12 +28,12 @@ pipeline:
     inputs:
         - name: dummy
           dummy: '{"key1": "123.4", "http.url": "https://fluentbit.io/search?q=docs"}'
-    
+
           processors:
               logs:
                   - name: sql
                     query: "SELECT http.url FROM STREAM;"
-    
+
     outputs:
         - name : stdout
           match: '*'
@@ -46,9 +43,9 @@ pipeline:
 {% endtab %}
 {% endtabs %}
 
-### Extract and select example
+## Extract and select example
 
-Similar to the example above, now we will extract the parts of `http.url` and only select the domain from the value, for that we will use together content-modifier and sql processors together:
+The following example is similar to the previous example, but additionally extracts part of `http.url` to select the domain from the value. To accomplish this, use the `content-modifier` and `sql` processors in tandem:
 
 {% tabs %}
 {% tab title="fluent-bit.yaml" %}
@@ -78,11 +75,11 @@ pipeline:
 {% endtab %}
 {% endtabs %}
 
-the expected output of this pipeline will be something like this:
+The resulting output resembles the following:
 
 ```json
 {
   "date": 1711059261.630668,
   "http_domain": "fluentbit.io"
 }
-```
\ No newline at end of file
+```
diff --git a/vale-styles/FluentBit/Headings.yml b/vale-styles/FluentBit/Headings.yml
index bdd98e97e..bc2c0a4f8 100644
--- a/vale-styles/FluentBit/Headings.yml
+++ b/vale-styles/FluentBit/Headings.yml
@@ -65,6 +65,7 @@ exceptions:
   - ServiceMonitor
   - SignalFx
   - Slack
+  - SQL
   - SSL
   - StatsD
   - Studio