even more spelling fixes

Author: gingerwizard

docs/en/cloud/manage/billing/marketplace/overview.md

@@ -36,12 +36,12 @@ You can switch between organizations from the bottom left menu of the ClickHouse
 
 You will need to subscribe to ClickHouse Cloud via the cloud provider marketplace. Once you finish subscribing on the marketplace, and redirect to ClickHouse Cloud you will have the option of linking an existing ClickHouse Cloud organization to marketplace billing. From that point on, your existing resources will now get billed via the marketplace. 
 
-![MPSignup_OrgLinking](https://github.com/user-attachments/assets/a0939007-320b-4b12-9d6d-fd63bce31864)
+![Marketplace signup and org linking](https://github.com/user-attachments/assets/a0939007-320b-4b12-9d6d-fd63bce31864)
 
 You can confirm from the organization's billing page that billing is indeed now linked to the marketplace. Please contact [ClickHouse Cloud support](https://clickhouse.com/support/program) if you run into any issues.
 
 :::note
-Your existing services and organizations from any prior ClickHouse Cloud signups will remain and they will not be connected to the marketplace billing.
+Your existing services and organizations from any prior ClickHouse Cloud signups will remain and not be connected to the marketplace billing.
 :::
 
 ### I subscribed to ClickHouse Cloud as a marketplace user. How can I unsubscribe?​

docs/en/cloud/manage/postman.md

@@ -46,7 +46,7 @@ The Postman Application is available for use within a web browser or can be down
 * [Variables](https://learning.postman.com/docs/sending-requests/variables/) enable the storage and reuse of values in Postman allowing for easier API testing.
 #### Set the Organization ID and Service ID
 * Within the "Collection", click the "Variable" tab in the middle pane (The Base URL will have been set by the earlier API import):
-* Below "baseURL" click the open field "Add new value", and Substitute your organization ID and service ID:
+* Below `baseURL` click the open field "Add new value", and Substitute your organization ID and service ID:
 ![Organization ID and Service ID](@site/docs/en/cloud/manage/images/postman/postman11.png)
 
 ## Test the ClickHouse Cloud API functionalities
@@ -58,18 +58,18 @@ The Postman Application is available for use within a web browser or can be down
 ![Status](@site/docs/en/cloud/manage/images/postman/postman13.png)
 
 ### Test "GET organizational details"
-* Under the organizationid folder, navigate to "GET organizational details":
-* In the middle frame menu under Params an organizationid is required.
+* Under the `organizationid` folder, navigate to "GET organizational details":
+* In the middle frame menu under Params an `organizationid` is required.
 ![Test retrieval of organization details](@site/docs/en/cloud/manage/images/postman/postman14.png)
-* Edit this value with "orgid" in curly braces `{{orgid}}` (From setting this value earlier a menu will appear with the value):
+* Edit this value with `orgid` in curly braces `{{orgid}}` (From setting this value earlier a menu will appear with the value):
 ![Submit test](@site/docs/en/cloud/manage/images/postman/postman15.png)
 * After pressing the "Save" button, press the blue "Send" button at the top right of the screen.
 ![Return value](@site/docs/en/cloud/manage/images/postman/postman16.png)
 * The returned results should deliver your organization details with "status": 200. (If you receive a "status" 400 with no organization information your configuration is not correct).
 
 ### Test "GET service details"
 * Click "GET service details"
-* Edit the Values for organizationid and serviceid with `{{orgid}}` and `{{serviceid}}` respectively.
+* Edit the Values for `organizationid` and `serviceid` with `{{orgid}}` and `{{serviceid}}` respectively.
 * Press "Save" and then the blue "Send" button on the right.
 ![List of services](@site/docs/en/cloud/manage/images/postman/postman17.png)
 * The returned results should deliver a list of your services and their details with "status": 200. (If you receive a "status" 400 with no service(s) information your configuration is not correct).

docs/en/cloud/security/azure-privatelink.md

@@ -175,7 +175,7 @@ resource "azurerm_private_endpoint" "example_clickhouse_cloud" {
 }
 ```
 
-### Obtaining the Private Endpoint resourceGuid {#obtaining-private-endpoint-resourceguid}
+### Obtaining the Private Endpoint `resourceGuid` {#obtaining-private-endpoint-resourceguid}
 
 In order to use Private Link, you need to add the Private Endpoint connection GUID to your service allow list.
 
@@ -295,7 +295,7 @@ ENDPOINT_ID=<Private Endpoint resourceGuid>
 REGION=<region code, use Azure format>
 ```
 
-Set the `VPC_ENDPOINT` environment variable using data from the [Obtaining the Private Endpoint resourceGuid](#obtaining-private-endpoint-resourceguid) step.
+Set the `VPC_ENDPOINT` environment variable using data from the [Obtaining the Private Endpoint `resourceGuid`](#obtaining-private-endpoint-resourceguid) step.
 
 Run the following command to add the Private Endpoint:
 

docs/en/cloud/security/cmek.md

@@ -75,7 +75,7 @@ ClickHouse provides a simple Cloud Formation stack to deploy the AWS Policy for
 
 1. Login to your AWS account.
 2. Visit [this link](https://us-west-2.console.aws.amazon.com/cloudformation/home?region=us-west-2#/stacks/quickcreate?templateURL=https://s3.us-east-2.amazonaws.com/clickhouse-public-resources.clickhouse.cloud/cf-templates/cmek.yaml&stackName=ClickHouseBYOK&param_KMSCreate=false&param_ClickHouseRole=arn:aws:iam::576599896960:role/prod-kms-request-role) to prepare the CloudFormation template.
-3. Enter the ARNs of the KMS key(s) you want to use (comma separated with no spaces in between).
+3. Enter the ARN(s) of the KMS key(s) you want to use (comma separated with no spaces in between).
 4. Accept "I acknowledge that AWS CloudFormation might create IAM resources with custom names." and click __Create stack__.
 5. Make note of the `RoleArn` and the `KeyArn` in the stack output as you will need these for the next step.
 

docs/en/cloud/security/personal-data-access.md

@@ -28,7 +28,7 @@ Included below is a summary of data ClickHouse collects when setting up an accou
 | https://clickhouse.cloud/organizations/OrgID/admin/billing | Billing information and invoices | billing address, email |
 | https://control-plane.clickhouse-dev.com/support | Interactions with ClickHouse Support | name, email |
 
-Note: URLs with `OrgID` need to be updated to reflect the OrgID for your specific account.
+Note: URLs with `OrgID` need to be updated to reflect the `OrgID` for your specific account.
 
 ### Current Customers
 If you have an account with us, the self-service option above has not resolved your personal-data issue, and you wish to make a Data Subject Access Request pursuant to the Privacy Policy, please log into your ClickHouse account and open a [support case](https://clickhouse.cloud/support). This enables us to validate your identity and reduce steps to complete your request. 

docs/en/faq/general/dbms-naming.md

@@ -1,11 +1,10 @@
 ---
-slug: /en/faq/general/dbms-naming
-title: "What does \u201CClickHouse\u201D mean?"
+title: What does "ClickHouse" mean?
 toc_hidden: true
 toc_priority: 10
 ---
 
-# What Does "ClickHouse" Mean? {#what-does-clickhouse-mean}
+# What Does "ClickHouse" Mean? 
 
 It’s a combination of "**Click**stream" and "Data ware**House**". It comes from the original use case at Yandex.Metrica, where ClickHouse was supposed to keep records of all clicks by people from all over the Internet, and it still does the job. You can read more about this use case on [ClickHouse history](../../about-us/history.md) page.
 
@@ -16,4 +15,4 @@ This two-part meaning has two consequences:
 
 :::info    
 Many years after ClickHouse got its name, this approach of combining two words that are meaningful on their own has been highlighted as the best way to name a database in a [research by Andy Pavlo](https://www.cs.cmu.edu/~pavlo/blog/2020/03/on-naming-a-database-management-system.html), an Associate Professor of Databases at Carnegie Mellon University. ClickHouse shared his "best database name of all time" award with Postgres.
-:::
+:::

docs/en/guides/best-practices/sparse-primary-indexes.md

@@ -1,5 +1,4 @@
 ---
-slug: /en/optimize/sparse-primary-indexes
 sidebar_label: Primary Indexes
 sidebar_position: 1
 description: In this guide we are going to do a deep dive into ClickHouse indexing.
@@ -715,7 +714,7 @@ When a query is filtering on a column that is part of a compound key and is the
 But what happens when a query is filtering on a column that is part of a compound key, but is not the first key column?
 
 :::note
-We discuss a scenario when a query is explicitly not filtering on the first key colum, but on a secondary key column.
+We discuss a scenario when a query is explicitly not filtering on the first key column, but on a secondary key column.
 
 When a query is filtering on both the first key column and on any key column(s) after the first then ClickHouse is running binary search over the first key column's index marks.
 :::
@@ -1017,8 +1016,9 @@ ClickHouse selected only 39 index marks, instead of 1076 when generic exclusion
 Note that the additional table is optimized for speeding up the execution of our example query filtering on URLs.
 
 
-Similar to the [bad performance](#query-on-url-slow) of that query with our [original table](#a-table-with-a-primary-key), our [example query filtering on UserIDs](#the-primary-index-is-used-for-selecting-granules) will not run very effectively with the new additional table, because UserID is now the second key column in the primary index of that table and therefore ClickHouse will use generic exclusion search for granule selection, which is [not very effective for similarly high cardinality](#generic-exclusion-search-slow) of UserID and URL.
+Similar to the [bad performance](#query-on-url-slow) of that query with our [original table](#a-table-with-a-primary-key), our [example query filtering on `UserIDs`](#the-primary-index-is-used-for-selecting-granules) will not run very effectively with the new additional table, because UserID is now the second key column in the primary index of that table and therefore ClickHouse will use generic exclusion search for granule selection, which is [not very effective for similarly high cardinality](#generic-exclusion-search-slow) of UserID and URL.
 Open the details box for specifics.
+
 <details>
     <summary>
     Query filtering on UserIDs now has bad performance<a name="query-on-userid-slow"></a>

docs/en/guides/developer/deduplication.md

@@ -201,7 +201,7 @@ INSERT INTO hackernews_views VALUES
    (123, 'ricardo', 150, 1)
 ```
 
-The table now has 3 rows with the primary key (123, 'ricardo'):
+The table now has 3 rows with the primary key `(123, 'ricardo')`:
 
 ```sql
 SELECT *

docs/en/guides/sre/user-management/index.md

@@ -345,7 +345,7 @@ ALTER RENAME COLUMN
 
 The `REVOKE` statement works similarly to the `GRANT` statement.
 
-If a user/role was granted a sub-privilege, you may either revoke that sub-privilege directly or can revoke the next upline privilege.
+If a user/role was granted a sub-privilege, you can either revoke that sub-privilege directly or revoke the higher-level privilege it inherits from.
 
 For example, if the user was granted `ALTER ADD COLUMN`
 ```sql

docs/en/integrations/data-ingestion/apache-spark/spark-native-connector.md

@@ -132,7 +132,7 @@ $SPARK_HOME/bin/spark-sql \
   --jars /path/clickhouse-spark-runtime-{{ spark_binary_version }}_{{ scala_binary_version }}:{{ stable_version }}.jar,/path/clickhouse-jdbc-{{ clickhouse_jdbc_version }}-all.jar
 ```
 
-If you want to avoid copying the JARs to your Spark client node, you can use the following instead:
+If you want to avoid copying the JAR files to your Spark client node, you can use the following instead:
 
 ```text
   --repositories https://{maven-cental-mirror or private-nexus-repo} \
@@ -153,10 +153,9 @@ The name pattern of the binary JAR is:
 clickhouse-spark-runtime-${spark_binary_version}_${scala_binary_version}-${version}.jar
 ```
 
-You can find all available released JARs
+You can find all available released JAR files
 in the [Maven Central Repository](https://repo1.maven.org/maven2/com/clickhouse/spark/)
-and all daily build SNAPSHOT JARs
-in the [Sonatype OSS Snapshots Repository](https://s01.oss.sonatype.org/content/repositories/snapshots/com/clickhouse/).
+and all daily build SNAPSHOT JAR files in the [Sonatype OSS Snapshots Repository](https://s01.oss.sonatype.org/content/repositories/snapshots/com/clickhouse/).
 
 :::important
 It's essential to include the [clickhouse-jdbc JAR](https://mvnrepository.com/artifact/com.clickhouse/clickhouse-jdbc)