diff --git a/docs/deploying_clearml/clearml_server_config.md b/docs/deploying_clearml/clearml_server_config.md
index 2d1fabcb..0e80225d 100644
--- a/docs/deploying_clearml/clearml_server_config.md
+++ b/docs/deploying_clearml/clearml_server_config.md
@@ -145,7 +145,7 @@ If the `secure.conf` file does not exist, create your own in ClearML Server's `/
 an alternate folder you configured), and input the modified configuration
 :::
 
-the default secret for the system's apiserver component can be overridden by setting the following environment variable: 
+The default secret for the system's apiserver component can be overridden by setting the following environment variable: 
 `CLEARML__SECURE__CREDENTIALS__APISERVER__USER_SECRET="my-new-secret"`
 
 :::note
diff --git a/docs/integrations/splunk.md b/docs/integrations/splunk.md
index 34564671..0cd18911 100644
--- a/docs/integrations/splunk.md
+++ b/docs/integrations/splunk.md
@@ -88,7 +88,7 @@ Configure the ClearML server to send API logs to Splunk using [Docker Compose](#
 
 ### Kubernetes Helm 
 1. Add the following `values.override.yaml` to your ClearML installation specification. Make sure to replace `<SPLUNK_TOKEN>` 
-   and `<SPLUNK_INDEX>` with  the values from the previous steps.
+   and `<SPLUNK_INDEX>` with the values from the previous steps.
 
    ```
    apiserver:
diff --git a/docs/webapp/webapp_profile.md b/docs/webapp/webapp_profile.md
index 006a3d1d..e47dba60 100644
--- a/docs/webapp/webapp_profile.md
+++ b/docs/webapp/webapp_profile.md
@@ -153,8 +153,8 @@ Use the configuration vault to store global ClearML configuration entries that c
 of any ClearML Agents or the ClearML SDK running with your credentials. Productivity tip: Keep the vault disabled while 
 you edit your configuration, and enable it when the configuration is ready.
 
-New entries will extend the configuration in the ClearML [configuration file](../configs/clearml_conf.md), and existing 
-file entries will be overridden by the vault values.
+Vault entries will extend the configuration in the ClearML [configuration file](../configs/clearml_conf.md) if they don't
+exist, and override values for those already present in the file.
 
 Fill in values using any of ClearML supported configuration formats: HOCON / JSON / YAML.