polyzos commented on code in PR #1474:
URL: https://github.com/apache/fluss/pull/1474#discussion_r2253708015


##########
website/docs/security/authentication.md:
##########
@@ -86,10 +86,10 @@ Fluss supports custom authentication logic through its 
plugin architecture.
 Steps to implement a custom authenticator:
 1. **Implement AuthenticationPlugin Interfaces**: 
 Implement `ClientAuthenticationPlugin` for client-side logic and implement 
`ServerAuthenticationPlugin` for server-side logic.
-2.  **Server-side Plugin Installation**:
+2.  **Server-Side Plugin Installation**:
 Build the plugin as a standalone JAR and copy it to the Fluss server’s plugin 
directory: `<FLUSS_HOME>/plugins/<custom_auth_plugin>/`. The server will 
automatically load the plugin at startup.
-3.  **Client-side Plugin Packaging**  :
+3.  **Client-Side Plugin Packaging**  :
 To enable plugin functionality on the client side, include the plugin JAR in 
your application’s classpath. This allows the Fluss client to auto-discover the 
plugin during runtime.
-4. **Configure the desired protocol**:
+4. **Configure the Desired Protocol**:

Review Comment:
   i dont think this requires changing



##########
website/docs/maintenance/configuration.md:
##########
@@ -163,7 +163,7 @@ during the Fluss cluster working.
 
 | Option          | Type | Default | Description                               
                                                                                
|
 
|-----------------|------|---------|---------------------------------------------------------------------------------------------------------------------------|
-| datalake.format | ENUM | (None)  | The datalake format used by of Fluss to 
be as lakehouse storage, such as Paimon, Iceberg, Hudi. Now, only support 
Paimon. |
+| datalake.format | Enum | (None)  | The datalake format used by of Fluss to 
be as lakehouse storage, such as Paimon, Iceberg, Hudi. Now, only support 
Paimon. |

Review Comment:
   I think ENUM is ok here



##########
website/docs/security/authorization.md:
##########
@@ -195,9 +195,9 @@ CALL [catalog].sys.drop_acl(
 
 Fluss supports custom authorization logic through its plugin architecture.
 
-Steps to implement a custom authorization logic:
+Steps to Implement a Custom Authorization Logic:
 1. **Implement `AuthorizationPlugin` Interfaces**.
-2.  **Server-side Plugin Installation**:
+2.  **Server-Side Plugin Installation**:
     Build the plugin as a standalone JAR and copy it to the Fluss server’s 
plugin directory: `<FLUSS_HOME>/plugins/<custom_auth_plugin>/`. The server will 
automatically load the plugin at startup.
-3. **Configure the desired protocol**: Set  
`com.alibaba.fluss.server.authorizer.AuthorizationPlugin.identifier` as the 
value of `authorizer.type` in the Fluss server configuration file.
+3. **Configure the Desired Protocol**: Set  
`com.alibaba.fluss.server.authorizer.AuthorizationPlugin.identifier` as the 
value of `authorizer.type` in the Fluss server configuration file.

Review Comment:
   ditto



##########
website/docs/maintenance/observability/monitor-metrics.md:
##########
@@ -745,7 +745,7 @@ When using Flink to read and write, Fluss has implemented 
some key standard Flin
 to measure the source latency and output of sink, see [FLIP-33: Standardize 
Connector 
Metrics](https://cwiki.apache.org/confluence/display/FLINK/FLIP-33%3A+Standardize+Connector+Metrics).
 
 Flink source / sink metrics implemented are listed here.
 
-How to use flink metrics, you can see [flink 
metrics](https://nightlies.apache.org/flink/flink-docs-release-1.20/docs/ops/metrics/#system-metrics)
 for more details.
+How to Use Flink Metrics, you can see [Flink 
Metrics](https://nightlies.apache.org/flink/flink-docs-release-1.20/docs/ops/metrics/#system-metrics)
 for more details.

Review Comment:
   leave it as 'use'



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