diff --git a/delivery/overview.mdx b/delivery/overview.mdx
index b937eaa0..35017bcb 100644
--- a/delivery/overview.mdx
+++ b/delivery/overview.mdx
@@ -58,7 +58,7 @@ Sink decoupling introduces a buffering queue between a RisingWave sink and the d
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
The `sink_decouple` session variable can be specified to enable or disable sink decoupling. The default value for the session variable is `default`.
diff --git a/delivery/risingwave-as-postgres-fdw.mdx b/delivery/risingwave-as-postgres-fdw.mdx
index 5017adc5..fa6a044a 100644
--- a/delivery/risingwave-as-postgres-fdw.mdx
+++ b/delivery/risingwave-as-postgres-fdw.mdx
@@ -7,7 +7,7 @@ description: "A foreign data wrapper in PostgreSQL allows you to directly virtua
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
## Prerequisites
diff --git a/delivery/subscription.mdx b/delivery/subscription.mdx
index 7a5c8df0..1097428c 100644
--- a/delivery/subscription.mdx
+++ b/delivery/subscription.mdx
@@ -10,7 +10,7 @@ This feature allows you to monitor all data changes without relying on external
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
## Manage subscription
diff --git a/integrations/destinations/amazon-dynamodb.mdx b/integrations/destinations/amazon-dynamodb.mdx
index d26b87f8..dc3fb0bb 100644
--- a/integrations/destinations/amazon-dynamodb.mdx
+++ b/integrations/destinations/amazon-dynamodb.mdx
@@ -15,7 +15,7 @@ This feature is only available in the premium edition of RisingWave. The premium
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
## Syntax
diff --git a/integrations/destinations/apache-iceberg.mdx b/integrations/destinations/apache-iceberg.mdx
index a399f8d3..a050d2dd 100644
--- a/integrations/destinations/apache-iceberg.mdx
+++ b/integrations/destinations/apache-iceberg.mdx
@@ -7,7 +7,7 @@ sidebarTitle: Apache Iceberg
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
## Prerequisites
diff --git a/integrations/destinations/apache-pulsar.mdx b/integrations/destinations/apache-pulsar.mdx
index a6abb69d..4410ee17 100644
--- a/integrations/destinations/apache-pulsar.mdx
+++ b/integrations/destinations/apache-pulsar.mdx
@@ -9,7 +9,7 @@ sidebarTitle: Apache Pulsar
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
## Prerequisites
diff --git a/integrations/destinations/aws-kinesis.mdx b/integrations/destinations/aws-kinesis.mdx
index c0cb65b2..8f347d7b 100644
--- a/integrations/destinations/aws-kinesis.mdx
+++ b/integrations/destinations/aws-kinesis.mdx
@@ -7,7 +7,7 @@ sidebarTitle: AWS Kinesis
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
## Syntax
diff --git a/integrations/destinations/azure-blob.mdx b/integrations/destinations/azure-blob.mdx
index d97455c5..205999cc 100644
--- a/integrations/destinations/azure-blob.mdx
+++ b/integrations/destinations/azure-blob.mdx
@@ -11,7 +11,7 @@ description: This guide describes how to sink data from RisingWave to Azure Blob
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
## Syntax
diff --git a/integrations/destinations/bigquery.mdx b/integrations/destinations/bigquery.mdx
index 3a960891..822e68cc 100644
--- a/integrations/destinations/bigquery.mdx
+++ b/integrations/destinations/bigquery.mdx
@@ -17,7 +17,7 @@ This feature is only available in the premium edition of RisingWave. The premium
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
## Prerequisites
diff --git a/integrations/destinations/cassandra-or-scylladb.mdx b/integrations/destinations/cassandra-or-scylladb.mdx
index bf26f8c2..6bc26cd6 100644
--- a/integrations/destinations/cassandra-or-scylladb.mdx
+++ b/integrations/destinations/cassandra-or-scylladb.mdx
@@ -9,7 +9,7 @@ This guide describes how to sink data from RisingWave to Cassandra or ScyllaDB u
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
## Prerequisites
diff --git a/integrations/destinations/elasticsearch.mdx b/integrations/destinations/elasticsearch.mdx
index 20d28e7b..a8a1f57c 100644
--- a/integrations/destinations/elasticsearch.mdx
+++ b/integrations/destinations/elasticsearch.mdx
@@ -19,7 +19,7 @@ The Elasticsearch sink connector in RisingWave provides at-least-once delivery s
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
## Prerequisites
diff --git a/integrations/destinations/mongodb.mdx b/integrations/destinations/mongodb.mdx
index 540324a6..82192755 100644
--- a/integrations/destinations/mongodb.mdx
+++ b/integrations/destinations/mongodb.mdx
@@ -7,7 +7,7 @@ description: "This guide describes how to sink data from RisingWave to MongoDB.
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
## Syntax
diff --git a/integrations/destinations/nats-and-nats-jetstream.mdx b/integrations/destinations/nats-and-nats-jetstream.mdx
index 433e7e32..ce397a2b 100644
--- a/integrations/destinations/nats-and-nats-jetstream.mdx
+++ b/integrations/destinations/nats-and-nats-jetstream.mdx
@@ -10,9 +10,9 @@ description: "This guide describes how to sink data from RisingWave to NATS subj
**PUBLIC PREVIEW**
-
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+
## Prerequisites
Before sinking data from RisingWave to NATS or NATS JetStream, please ensure the following:
diff --git a/integrations/destinations/snowflake.mdx b/integrations/destinations/snowflake.mdx
index 07e5fe89..9a8663be 100644
--- a/integrations/destinations/snowflake.mdx
+++ b/integrations/destinations/snowflake.mdx
@@ -17,7 +17,7 @@ This feature is only available in the premium edition of RisingWave. The premium
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
## Prerequisite
diff --git a/integrations/sources/apache-iceberg.mdx b/integrations/sources/apache-iceberg.mdx
index 3208387b..311025cd 100644
--- a/integrations/sources/apache-iceberg.mdx
+++ b/integrations/sources/apache-iceberg.mdx
@@ -7,7 +7,7 @@ sidebarTitle: Apache Iceberg
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
## Syntax
diff --git a/integrations/sources/citus-cdc.mdx b/integrations/sources/citus-cdc.mdx
index 93c80c9c..df4c7d9f 100644
--- a/integrations/sources/citus-cdc.mdx
+++ b/integrations/sources/citus-cdc.mdx
@@ -9,8 +9,7 @@ Citus database is an extension to PostgreSQL that transforms PostgreSQL into a d
**PUBLIC PREVIEW**
-
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
## Set up Citus
diff --git a/integrations/sources/mysql-cdc.mdx b/integrations/sources/mysql-cdc.mdx
index 430704e0..5ed5b443 100644
--- a/integrations/sources/mysql-cdc.mdx
+++ b/integrations/sources/mysql-cdc.mdx
@@ -367,7 +367,7 @@ This feature is only available in the premium edition of RisingWave. The premium
PUBLIC PREVIEW
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
RisingWave supports automatically mapping the upstream table schema when creating a CDC table from a MySQL CDC source. Instead of defining columns individually, you can use `*` when creating a table to ingest all columns from the source table. Note that `*` cannot be used if other columns are specified in the table creation process.
@@ -407,7 +407,7 @@ This feature is only available in the premium edition of RisingWave. The premium
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
RisingWave supports auto schema changes in MySQL CDC. It ensures that your RisingWave pipeline stays synchronized with any schema changes in the source database, reducing the need for manual updates and preventing inconsistencies.
diff --git a/integrations/sources/nats-jetstream.mdx b/integrations/sources/nats-jetstream.mdx
index 3330dae3..bc5b4ae8 100644
--- a/integrations/sources/nats-jetstream.mdx
+++ b/integrations/sources/nats-jetstream.mdx
@@ -11,7 +11,7 @@ sidebarTitle: NATS JetStream
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
## Prerequisites
diff --git a/integrations/sources/overview.mdx b/integrations/sources/overview.mdx
index 334b2230..0885988c 100644
--- a/integrations/sources/overview.mdx
+++ b/integrations/sources/overview.mdx
@@ -8,4 +8,4 @@ Below are guides on ingesting data from sources supported by RisingWave.
For the overall architecture of sources, refer to [Overview of data ingestion](/ingestion/overview) and the topics under it.
- 8 items 5 items 1 item 3 items 12 items
+ 8 items 6 items 1 item 3 items 12 items
diff --git a/integrations/sources/postgresql-cdc.mdx b/integrations/sources/postgresql-cdc.mdx
index f0f7d8c1..cf39b71b 100644
--- a/integrations/sources/postgresql-cdc.mdx
+++ b/integrations/sources/postgresql-cdc.mdx
@@ -382,7 +382,7 @@ This feature is only available in the premium edition of RisingWave. The premium
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
RisingWave supports automatically mapping the upstream table schema when creating a CDC table from a PostgreSQL CDC source. Instead of defining columns individually, you can use `*` when creating a table to ingest all columns from the source table. Note that `*` cannot be used if other columns are specified in the table creation process.
@@ -416,7 +416,7 @@ And this it the output of `DESCRIBE supplier;`
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
RisingWave supports ingesting data from a partitioned table. To configure a publication for your CDC stream, note that PostgreSQL, by default, creates publications with `publish_via_partition_root = false`. This setting causes replication slot events to contain separate events for each partition, rather than for the root partitioned table.
diff --git a/integrations/sources/postgresql-table.mdx b/integrations/sources/postgresql-table.mdx
index 07057cf0..43c08767 100644
--- a/integrations/sources/postgresql-table.mdx
+++ b/integrations/sources/postgresql-table.mdx
@@ -11,7 +11,7 @@ Unlike CDC, which continuously syncs data changes, this function lets you fetch
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
## Syntax
diff --git a/integrations/sources/pulsar.mdx b/integrations/sources/pulsar.mdx
index bf1552ed..527c0802 100644
--- a/integrations/sources/pulsar.mdx
+++ b/integrations/sources/pulsar.mdx
@@ -7,7 +7,7 @@ sidebarTitle: Apache Pulsar
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
When creating a source, you can choose to persist the data from the source in RisingWave by using `CREATE TABLE` instead of `CREATE SOURCE` and specifying the connection settings and data format.
diff --git a/integrations/sources/sql-server-cdc.mdx b/integrations/sources/sql-server-cdc.mdx
index 4be76a9b..cbe6822c 100644
--- a/integrations/sources/sql-server-cdc.mdx
+++ b/integrations/sources/sql-server-cdc.mdx
@@ -12,7 +12,7 @@ This feature is exclusive to RisingWave Premium Edition that offers advanced cap
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
Change Data Capture (CDC) refers to the process of identifying and capturing data changes in a database, and then delivering the changes to a downstream service in real time.
diff --git a/integrations/sources/webhook.mdx b/integrations/sources/webhook.mdx
index dbb5930d..f97d786c 100644
--- a/integrations/sources/webhook.mdx
+++ b/integrations/sources/webhook.mdx
@@ -20,7 +20,7 @@ This feature is only available in the premium edition of RisingWave. The premium
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
## Creating a webhook table in RisingWave
diff --git a/operate/manage-secrets.mdx b/operate/manage-secrets.mdx
index 5a7df70d..9775d402 100644
--- a/operate/manage-secrets.mdx
+++ b/operate/manage-secrets.mdx
@@ -23,7 +23,7 @@ This feature is exclusive to RisingWave Premium Edition that offers advanced cap
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
## Create secrets
diff --git a/processing/emit-on-window-close.mdx b/processing/emit-on-window-close.mdx
index bbc780df..3da55149 100644
--- a/processing/emit-on-window-close.mdx
+++ b/processing/emit-on-window-close.mdx
@@ -5,7 +5,7 @@ title: "Emit on window close"
**Public Preview**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
In streaming systems, there are typically two types of triggering policies for window calculations:
diff --git a/processing/sql/joins.mdx b/processing/sql/joins.mdx
index 7fa2fd9e..645a0b3c 100644
--- a/processing/sql/joins.mdx
+++ b/processing/sql/joins.mdx
@@ -65,7 +65,7 @@ A full outer join (or simply, full join) returns all rows when there is a match
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
An ASOF join returns the nearest record in a reference table based on the event time or any ordered properties.
diff --git a/processing/time-travel-queries.mdx b/processing/time-travel-queries.mdx
index ec4009c7..422e4816 100644
--- a/processing/time-travel-queries.mdx
+++ b/processing/time-travel-queries.mdx
@@ -12,7 +12,7 @@ This feature is exclusive to RisingWave Premium Edition that offers advanced cap
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
## Prerequisites
diff --git a/sql/commands/sql-create-source.mdx b/sql/commands/sql-create-source.mdx
index e033b403..32e2f96c 100644
--- a/sql/commands/sql-create-source.mdx
+++ b/sql/commands/sql-create-source.mdx
@@ -95,7 +95,7 @@ Shared source improves resource utilization and data consistency when working wi
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
### Configure
diff --git a/sql/commands/sql-create-table.mdx b/sql/commands/sql-create-table.mdx
index 9a483bf9..12c0bd19 100644
--- a/sql/commands/sql-create-table.mdx
+++ b/sql/commands/sql-create-table.mdx
@@ -101,7 +101,7 @@ The action could one of the following. A column not in the primary key can be sp
**PUBLIC PREVIEW**
-`VERSION COLUMN` is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+`VERSION COLUMN` is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
diff --git a/sql/commands/sql-set-background-ddl.mdx b/sql/commands/sql-set-background-ddl.mdx
index 90c952b5..469fad3c 100644
--- a/sql/commands/sql-set-background-ddl.mdx
+++ b/sql/commands/sql-set-background-ddl.mdx
@@ -6,7 +6,7 @@ description: "Data Definition Language (DDL) commands, such as creating material
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
You can use the `SET BACKGROUND_DDL` command to run DDL commands in the background.
diff --git a/sql/commands/sql-start-transaction.mdx b/sql/commands/sql-start-transaction.mdx
index 109aa846..07d363b6 100644
--- a/sql/commands/sql-start-transaction.mdx
+++ b/sql/commands/sql-start-transaction.mdx
@@ -12,7 +12,7 @@ You can end a transaction by using the `COMMIT` command.
**PUBLIC PREVIEW**
-Read-only transactions is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+Read-only transactions is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
## Syntax
diff --git a/sql/data-types/map-type.mdx b/sql/data-types/map-type.mdx
index 2adce2e8..dee65059 100644
--- a/sql/data-types/map-type.mdx
+++ b/sql/data-types/map-type.mdx
@@ -10,7 +10,7 @@ title: "Map type"
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
## Define a map
diff --git a/sql/functions/aggregate.mdx b/sql/functions/aggregate.mdx
index b18feeb3..00027375 100644
--- a/sql/functions/aggregate.mdx
+++ b/sql/functions/aggregate.mdx
@@ -261,7 +261,7 @@ If NULL is provided, the function will not calculate a specific percentile and r
**PUBLIC PREVIEW**
-This feature is in the public preview stage, meaning it's nearing the final product but is not yet fully stable. If you encounter any issues or have feedback, please contact us through our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve the feature. For more information, see our [Public preview feature list](/changelog/product-lifecycle#features-in-the-public-preview-stage).
+This feature is currently in public preview, meaning it is nearing the final product but may not yet be fully stable. If you encounter any issues or have feedback, please reach out to us via our [Slack channel](https://www.risingwave.com/slack). Your input is valuable in helping us improve this feature. For more details, see our [Public Preview Feature List](/changelog/product-lifecycle#features-in-the-public-preview-stage).
Returns an approximate value of the specified percentile from a numeric column.