diff --git a/pipeline/inputs/prometheus-textfile.md b/pipeline/inputs/prometheus-textfile.md
index 1e2a32f6d..264bb6877 100644
--- a/pipeline/inputs/prometheus-textfile.md
+++ b/pipeline/inputs/prometheus-textfile.md
@@ -1,17 +1,17 @@
-# Prometheus Textfile
+# Prometheus text file
 
-The **prometheus_textfile** input plugin allows Fluent Bit to read metrics from Prometheus text format files (.prom files) on the local filesystem. This plugin is particularly useful for collecting custom metrics that are written to files by external applications or scripts, similar to the Prometheus Node Exporter textfile collector.
+The _Prometheus text file_ input plugin allows Fluent Bit to read metrics from Prometheus text format files (`.prom` files) on the local filesystem. Use this plugin to collect custom metrics that are written to files by external applications or scripts, similar to the Prometheus Node Exporter text file collector.
 
-## Configuration Parameters
+## Configuration parameters
 
 | Key | Description | Default |
 |-----|-------------|---------|
-| path | File or directory path pattern. Supports glob patterns with `*` wildcard (e.g., `/var/lib/prometheus/*.prom`) | |
-| scrape_interval | Interval in seconds between file scans | 10s |
+| `path` | File or directory path pattern. Supports glob patterns with `*` wildcard (for example, `/var/lib/prometheus/*.prom`). | _none_ |
+| `scrape_interval` | Interval in seconds between file scans. | `10s` |
 
-## Getting Started
+## Get started
 
-### Simple Configuration
+### Basic configuration
 
 The following configuration will monitor `/var/lib/prometheus/textfile` directory for `.prom` files every 15 seconds:
 
@@ -29,11 +29,11 @@ pipeline:
       port: 2021
 ```
 
-## Prometheus Text Format
+## Prometheus text format
 
 The plugin expects files to be in the standard Prometheus text exposition format. Here's an example of a valid `.prom` file:
 
-```
+```text
 # HELP custom_counter_total A custom counter metric
 # TYPE custom_counter_total counter
 custom_counter_total{instance="server1",job="myapp"} 42
@@ -52,9 +52,9 @@ custom_histogram_sum 125.5
 custom_histogram_count 50
 ```
 
-## Use Cases
+## Use cases
 
-### Custom Application Metrics
+### Custom application metrics
 
 Applications can write custom metrics to `.prom` files, and this plugin will collect them:
 
@@ -66,7 +66,8 @@ echo "app_requests_total{status=\"200\"} 1500" >> /var/lib/prometheus/textfile/a
 echo "app_requests_total{status=\"404\"} 23" >> /var/lib/prometheus/textfile/app.prom
 ```
 
-### Batch Job Metrics
+### Batch job metrics
+
 Cron jobs or batch processes can write completion metrics:
 
 ```bash
@@ -88,12 +89,14 @@ backup_last_success_timestamp_seconds ${BACKUP_END}
 EOF
 ```
 
-### System Integration
+### System integration
+
 External monitoring tools can write metrics that Fluent Bit will collect and forward.
 
-## Integration with Other Plugins
+## Integration with other plugins
+
 
-### OpenTelemetry Destination
+### OpenTelemetry destination
 
 ```yaml
 pipeline:
diff --git a/vale-styles/FluentBit/Spelling-exceptions.txt b/vale-styles/FluentBit/Spelling-exceptions.txt
index 9c6c311f5..27a10f7af 100644
--- a/vale-styles/FluentBit/Spelling-exceptions.txt
+++ b/vale-styles/FluentBit/Spelling-exceptions.txt
@@ -34,6 +34,7 @@ Config
 Coralogix
 coroutine
 coroutines
+cron
 Crowdstrike
 CRDs
 DaemonSet
@@ -216,6 +217,7 @@ templated
 temporality
 Tensorflow
 Terraform
+textfile
 Thanos
 Timeshift
 tolerations