gemini-code-assist[bot] commented on PR #37539:
URL: https://github.com/apache/beam/pull/37539#issuecomment-3862685627

   ## Summary of Changes
   
   Hello @ahmedabu98, I'm Gemini Code Assist[^1]! I'm currently reviewing this 
pull request and will post my feedback shortly. In the meantime, here's a 
summary to help you and other reviewers quickly get up to speed!
   
   This pull request significantly enhances the Apache Beam website by 
introducing extensive documentation for SQL Data Definition Language (DDL) 
commands, making it easier for users to understand and utilize SQL for managing 
Catalogs, Databases, and Tables. Concurrently, it refines the Iceberg SQL 
connector's ability to handle table properties, including a new convention for 
Beam-specific configurations, and updates existing documentation to reflect 
these capabilities and new table types.
   
   ### Highlights
   
   * **New SQL DDL Documentation**: Comprehensive documentation has been added 
for Beam SQL Data Definition Language (DDL) commands, covering CREATE, DROP, 
USE, SHOW, and ALTER statements for Catalogs, Databases, and Tables.
   * **Iceberg Connector Enhancements**: The Iceberg SQL connector has been 
updated to support passing table properties during table creation and to 
correctly parse Beam-specific properties (prefixed with 'beam.write.' and 
'beam.read.').
   * **Website Navigation Update**: The Beam website's navigation menu has been 
updated to include a new 'DDL' section under Beam SQL, providing easy access to 
the newly added documentation.
   * **Expanded CREATE EXTERNAL TABLE Documentation**: The documentation for 
`CREATE EXTERNAL TABLE` now includes detailed sections for Iceberg and DataGen 
table types, explaining their syntax, properties, and usage.
   
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   <details>
   <summary><b>Changelog</b></summary>
   
   * 
**sdks/java/extensions/sql/iceberg/src/main/java/org/apache/beam/sdk/extensions/sql/meta/provider/iceberg/IcebergMetastore.java**
       * Added imports for `Collectors` and `TypeReference`.
       * Modified `createTable` method to accept and process a `Map<String, 
String> properties` argument, filtering out Beam-specific properties before 
passing them to the Iceberg catalog.
   * 
**sdks/java/extensions/sql/iceberg/src/main/java/org/apache/beam/sdk/extensions/sql/meta/provider/iceberg/IcebergTable.java**
       * Added import for `JsonNode` and defined constants for 
`BEAM_WRITE_PROPERTY` and `BEAM_READ_PROPERTY`.
       * Refactored the constructor to iterate through table properties, 
identify Beam-specific properties (e.g., 
`beam.write.triggering_frequency_seconds`), and throw exceptions for unknown 
Beam properties.
   * 
**sdks/java/extensions/sql/iceberg/src/test/java/org/apache/beam/sdk/extensions/sql/meta/provider/iceberg/PubsubToIcebergIT.java**
       * Updated `TBLPROPERTIES` in test cases to use the new 
`beam.write.triggering_frequency_seconds` prefix for 
`triggering_frequency_seconds`.
   * 
**sdks/java/io/iceberg/src/main/java/org/apache/beam/sdk/io/iceberg/IcebergCatalogConfig.java**
       * Modified `createTable` method signature to include a `Map<String, 
String> properties` argument.
       * Passed the new `properties` argument to the underlying Iceberg 
`catalog().createTable` call.
   * **website/www/site/content/en/documentation/dsls/sql/ddl/alter.md**
       * Added new documentation for `ALTER CATALOG` and `ALTER TABLE` 
statements, including examples for column, partition, and property 
modifications.
   * **website/www/site/content/en/documentation/dsls/sql/ddl/create.md**
       * Added new documentation for `CREATE CATALOG`, `CREATE DATABASE`, and 
`CREATE TABLE` statements, with examples for Iceberg catalog and table 
creation, including Beam-specific properties.
   * **website/www/site/content/en/documentation/dsls/sql/ddl/drop.md**
       * Added new documentation for `DROP CATALOG`, `DROP DATABASE`, and `DROP 
TABLE` statements, explaining unregistration versus physical deletion.
   * **website/www/site/content/en/documentation/dsls/sql/ddl/overview.md**
       * Added a new overview document for Beam SQL DDL, explaining the 
three-tier namespace (Catalog, Database, Table) and linking to specific DDL 
command documentation.
   * **website/www/site/content/en/documentation/dsls/sql/ddl/show.md**
       * Added new documentation for `SHOW CATALOGS`, `SHOW DATABASES`, and 
`SHOW TABLES` statements, including examples for filtering and checking current 
context.
   * **website/www/site/content/en/documentation/dsls/sql/ddl/use.md**
       * Added new documentation for `USE CATALOG` and `USE DATABASE` 
statements, explaining how to set the active context.
   * 
**website/www/site/content/en/documentation/dsls/sql/extensions/create-catalog.md**
       * Added detailed documentation for `CREATE CATALOG` specifically for 
Apache Iceberg, covering syntax, required/optional properties for various 
catalog implementations (Hadoop, BigQuery, JDBC), and examples. Includes 
sections on using catalogs, management, best practices, and troubleshooting.
   * 
**website/www/site/content/en/documentation/dsls/sql/extensions/create-external-table.md**
       * Modified to include `iceberg` and `datagen` as supported `TYPE` values 
in the `CREATE EXTERNAL TABLE` syntax.
       * Added a new comprehensive section for `Apache Iceberg` table creation, 
covering syntax, read/write modes, schema mapping, and examples.
   * **website/www/site/layouts/partials/section-menu/en/sdks.html**
       * Modified to add a new collapsible 'DDL' section under 'Beam SQL' in 
the navigation menu, linking to the newly added DDL documentation pages.
   </details>
   
   
   
   <details>
   <summary><b>Activity</b></summary>
   
   * ahmedabu98 created this pull request to add SQL DDL documentation to the 
Beam website.
   * The changes include adding new markdown files for DDL commands (ALTER, 
CREATE, DROP, OVERVIEW, SHOW, USE) and a detailed `create-catalog.md`.
   * Existing Java code for Iceberg SQL integration was modified to support new 
table properties and their parsing.
   * Test cases for Iceberg were updated to reflect the new property naming 
conventions.
   * The website's navigation menu was updated to incorporate the new DDL 
documentation structure.
   </details>
   
   
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