gemini-code-assist[bot] commented on code in PR #39190:
URL: https://github.com/apache/beam/pull/39190#discussion_r3539461229


##########
website/www/site/content/en/blog/beam-2.75.0.md:
##########
@@ -0,0 +1,72 @@
+---
+title:  "Apache Beam 2.75.0"
+date:   2026-07-08 14:00:00 -0500
+categories:
+  - blog
+  - release
+authors:
+  - vterentev
+---
+<!--
+Licensed 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.
+-->
+
+We are happy to present the new 2.75.0 release of Beam.
+This release includes both improvements and new functionality.
+See the [download page](/get-started/downloads/#2750-2026-07-08) for this 
release.
+
+<!--more-->
+
+For more information on changes in 2.75.0, check out the [detailed release 
notes](https://github.com/apache/beam/milestone/43).
+
+## Highlights
+
+* Python SDK now supports memory profiling with Memray 
([#38853](https://github.com/apache/beam/issues/38853)).
+* (Python) Added [Qdrant](https://qdrant.tech/) VectorDatabaseWriteConfig 
implementation ([#38141](https://github.com/apache/beam/issues/38141)).
+
+### I/Os
+
+* Support for reading from Delta Lake added (Java) 
([#38551](https://github.com/apache/beam/issues/38551)).
+* ClickHouseIO: support writing `DateTime64(precision[, 'timezone'])` columns 
with sub-second precision (Java) 
([#38466](https://github.com/apache/beam/issues/38466)).
+* Upgraded IO Expansion Service to Java 17 
([#38974](https://github.com/apache/beam/issues/38974)).
+
+### New Features / Improvements
+
+* Dataflow Runner v2 has been renamed to Dataflow Portable Runner. Please 
refer to Dataflow [public 
documentation](https://docs.cloud.google.com/dataflow/docs/runner-v2) on when 
to enable Portable 
Runner.([#39000](https://github.com/apache/beam/issues/39000)).

Review Comment:
   ![medium](https://www.gstatic.com/codereviewagent/medium-priority.svg)
   
   There is a duplicate period and a missing space before the issue link 
parenthesis. Let's clean this up to match the formatting of other entries.
   
   ```suggestion
   * Dataflow Runner v2 has been renamed to Dataflow Portable Runner. Please 
refer to Dataflow [public 
documentation](https://docs.cloud.google.com/dataflow/docs/runner-v2) on when 
to enable Portable Runner 
([#39000](https://github.com/apache/beam/issues/39000)).
   ```



##########
website/www/site/content/en/blog/beam-2.75.0.md:
##########
@@ -0,0 +1,72 @@
+---
+title:  "Apache Beam 2.75.0"
+date:   2026-07-08 14:00:00 -0500
+categories:
+  - blog
+  - release
+authors:
+  - vterentev
+---
+<!--
+Licensed 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.
+-->
+
+We are happy to present the new 2.75.0 release of Beam.
+This release includes both improvements and new functionality.
+See the [download page](/get-started/downloads/#2750-2026-07-08) for this 
release.
+
+<!--more-->
+
+For more information on changes in 2.75.0, check out the [detailed release 
notes](https://github.com/apache/beam/milestone/43).
+
+## Highlights
+
+* Python SDK now supports memory profiling with Memray 
([#38853](https://github.com/apache/beam/issues/38853)).
+* (Python) Added [Qdrant](https://qdrant.tech/) VectorDatabaseWriteConfig 
implementation ([#38141](https://github.com/apache/beam/issues/38141)).
+
+### I/Os
+
+* Support for reading from Delta Lake added (Java) 
([#38551](https://github.com/apache/beam/issues/38551)).
+* ClickHouseIO: support writing `DateTime64(precision[, 'timezone'])` columns 
with sub-second precision (Java) 
([#38466](https://github.com/apache/beam/issues/38466)).
+* Upgraded IO Expansion Service to Java 17 
([#38974](https://github.com/apache/beam/issues/38974)).
+
+### New Features / Improvements
+
+* Dataflow Runner v2 has been renamed to Dataflow Portable Runner. Please 
refer to Dataflow [public 
documentation](https://docs.cloud.google.com/dataflow/docs/runner-v2) on when 
to enable Portable 
Runner.([#39000](https://github.com/apache/beam/issues/39000)).
+* (Java) Enabled state tag encoding v2 by default for new Dataflow Streaming 
Engine jobs. It can be disabled by passing 
`--experiments=disable_streaming_engine_state_tag_encoding_v2` or 
`--updateCompatibilityVersion=2.74.0` pipeline option. Note that the tag 
encoding version cannot change during a job update. Jobs using tag encoding v2 
(enabled by default for new jobs on 2.75.0+) cannot be downgraded to Beam 
versions prior to 2.73.0, as only versions 2.73.0 and later support tag 
encoding v2. ([#38705](https://github.com/apache/beam/issues/38705)).

Review Comment:
   ![medium](https://www.gstatic.com/codereviewagent/medium-priority.svg)
   
   There is a duplicate period before the issue link parenthesis. Let's remove 
it to keep the formatting consistent.
   
   ```suggestion
   * (Java) Enabled state tag encoding v2 by default for new Dataflow Streaming 
Engine jobs. It can be disabled by passing 
`--experiments=disable_streaming_engine_state_tag_encoding_v2` or 
`--updateCompatibilityVersion=2.74.0` pipeline option. Note that the tag 
encoding version cannot change during a job update. Jobs using tag encoding v2 
(enabled by default for new jobs on 2.75.0+) cannot be downgraded to Beam 
versions prior to 2.73.0, as only versions 2.73.0 and later support tag 
encoding v2 ([#38705](https://github.com/apache/beam/issues/38705)).
   ```



##########
website/www/site/content/en/blog/beam-2.75.0.md:
##########
@@ -0,0 +1,72 @@
+---
+title:  "Apache Beam 2.75.0"
+date:   2026-07-08 14:00:00 -0500
+categories:
+  - blog
+  - release
+authors:
+  - vterentev
+---
+<!--
+Licensed 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.
+-->
+
+We are happy to present the new 2.75.0 release of Beam.
+This release includes both improvements and new functionality.
+See the [download page](/get-started/downloads/#2750-2026-07-08) for this 
release.
+
+<!--more-->
+
+For more information on changes in 2.75.0, check out the [detailed release 
notes](https://github.com/apache/beam/milestone/43).
+
+## Highlights
+
+* Python SDK now supports memory profiling with Memray 
([#38853](https://github.com/apache/beam/issues/38853)).
+* (Python) Added [Qdrant](https://qdrant.tech/) VectorDatabaseWriteConfig 
implementation ([#38141](https://github.com/apache/beam/issues/38141)).
+
+### I/Os
+
+* Support for reading from Delta Lake added (Java) 
([#38551](https://github.com/apache/beam/issues/38551)).
+* ClickHouseIO: support writing `DateTime64(precision[, 'timezone'])` columns 
with sub-second precision (Java) 
([#38466](https://github.com/apache/beam/issues/38466)).
+* Upgraded IO Expansion Service to Java 17 
([#38974](https://github.com/apache/beam/issues/38974)).
+
+### New Features / Improvements
+
+* Dataflow Runner v2 has been renamed to Dataflow Portable Runner. Please 
refer to Dataflow [public 
documentation](https://docs.cloud.google.com/dataflow/docs/runner-v2) on when 
to enable Portable 
Runner.([#39000](https://github.com/apache/beam/issues/39000)).
+* (Java) Enabled state tag encoding v2 by default for new Dataflow Streaming 
Engine jobs. It can be disabled by passing 
`--experiments=disable_streaming_engine_state_tag_encoding_v2` or 
`--updateCompatibilityVersion=2.74.0` pipeline option. Note that the tag 
encoding version cannot change during a job update. Jobs using tag encoding v2 
(enabled by default for new jobs on 2.75.0+) cannot be downgraded to Beam 
versions prior to 2.73.0, as only versions 2.73.0 and later support tag 
encoding v2. ([#38705](https://github.com/apache/beam/issues/38705)).
+* (Python) Added instrumentation to support off-the-shelf profiling agents 
when launching Python SDK Harness 
([#38853](https://github.com/apache/beam/issues/38853)).
+* (Java) Added support to the FnApi Data stream protocol allowing runners to 
isolate bundles slowly processing input from other bundles. 
([#39001](https://github.com/apache/beam/issues/39001)).

Review Comment:
   ![medium](https://www.gstatic.com/codereviewagent/medium-priority.svg)
   
   There is a duplicate period before the issue link parenthesis. Let's remove 
it to keep the formatting consistent.
   
   ```suggestion
   * (Java) Added support to the FnApi Data stream protocol allowing runners to 
isolate bundles slowly processing input from other bundles 
([#39001](https://github.com/apache/beam/issues/39001)).
   ```



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