XBaith commented on code in PR #11966:
URL: https://github.com/apache/iceberg/pull/11966#discussion_r1915882328


##########
docs/docs/amoro.md:
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@@ -0,0 +1,90 @@
+---
+title: "Apache Amoro"
+---
+<!--
+ - Licensed to the Apache Software Foundation (ASF) under one or more
+ - contributor license agreements.  See the NOTICE file distributed with
+ - this work for additional information regarding copyright ownership.
+ - The ASF licenses this file to You under the Apache License, Version 2.0
+ - (the "License"); you may not use this file except in compliance with
+ - the License.  You may obtain a copy of the License at
+ -
+ -   http://www.apache.org/licenses/LICENSE-2.0
+ -
+ - Unless required by applicable law or agreed to in writing, software
+ - distributed under the License is distributed on an "AS IS" BASIS,
+ - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ - See the License for the specific language governing permissions and
+ - limitations under the License.
+ -->
+
+# Apache Amoro With Iceberg
+
+**[Apache Amoro(incubating)](https://amoro.apache.org/docs/latest/)** is a 
Lakehouse management system built on open data lake formats. Working with 
compute engines including Flink, Spark, and Trino, Amoro brings pluggable and

Review Comment:
   ```suggestion
   **[Apache Amoro(incubating)](https://amoro.apache.org/)** is a Lakehouse 
management system built on open data lake formats. Working with compute engines 
including Flink, Spark, and Trino, Amoro brings pluggable and
   ```



##########
docs/docs/amoro.md:
##########
@@ -0,0 +1,90 @@
+---
+title: "Apache Amoro"
+---
+<!--
+ - Licensed to the Apache Software Foundation (ASF) under one or more
+ - contributor license agreements.  See the NOTICE file distributed with
+ - this work for additional information regarding copyright ownership.
+ - The ASF licenses this file to You under the Apache License, Version 2.0
+ - (the "License"); you may not use this file except in compliance with
+ - the License.  You may obtain a copy of the License at
+ -
+ -   http://www.apache.org/licenses/LICENSE-2.0
+ -
+ - Unless required by applicable law or agreed to in writing, software
+ - distributed under the License is distributed on an "AS IS" BASIS,
+ - WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ - See the License for the specific language governing permissions and
+ - limitations under the License.
+ -->
+
+# Apache Amoro With Iceberg
+
+**[Apache Amoro(incubating)](https://amoro.apache.org/docs/latest/)** is a 
Lakehouse management system built on open data lake formats. Working with 
compute engines including Flink, Spark, and Trino, Amoro brings pluggable and
+**[Table Maintenance](https://amoro.apache.org/docs/latest/self-optimizing/)** 
features for Lakehouse to provide out-of-the-box data warehouse experience, and 
helps data platforms or products easily build infra-decoupled, 
stream-and-batch-fused and lake-native architecture.
+
+
+# Auto Self-optimizing
+
+Lakehouse is characterized by its openness and loose coupling, with data and 
files maintained by users through various engines. While this
+architecture appears to be well-suited for T+1 scenarios, as more attention is 
paid to applying Lakehouse to streaming data warehouses and real-time
+analysis scenarios, challenges arise. For example:
+
+- Streaming writes bring a massive amount of fragment files
+- CDC ingestion and streaming updates generate excessive redundant data
+- Using the new data lake format leads to orphan files and expired snapshots.
+
+These issues can significantly affect the performance and cost of data 
analysis. Therefore, Amoro has introduced a Self-optimizing mechanism to
+create an out-of-the-box Streaming Lakehouse management service that is as 
user-friendly as a traditional database or data warehouse. The new table
+format is used for this purpose. Self-optimizing involves various procedures 
such as file compaction, deduplication, and sorting.

Review Comment:
   I believe it is a streaming-enhanced table format based on Iceberg. The 
table format essentially extends Iceberg by combining two Iceberg tables.
   
   We can remove this statement as it lacks clarity in the current context.



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