diff --git a/website/www/site/content/en/blog/review-input-streaming-connectors.md b/website/www/site/content/en/blog/review-input-streaming-connectors.md
index 9ab7419bd801..89c039e5b1db 100644
--- a/website/www/site/content/en/blog/review-input-streaming-connectors.md
+++ b/website/www/site/content/en/blog/review-input-streaming-connectors.md
@@ -168,7 +168,7 @@ and <a href="https://spark.apache.org/docs/latest/api/python/reference/api/pyspa
    </td>
    <td><a href="https://beam.apache.org/releases/pydoc/{{< param release_latest >}}/apache_beam.io.gcp.gcsio.html">io.gcp.gcsio</a>
    </td>
-   <td rowspan="2" ><a href="https://spark.apache.org/docs/latest/api/python/pyspark.streaming.html#pyspark.streaming.StreamingContext.textFileStream">textFileStream</a>
+   <td rowspan="2" ><a href="https://spark.apache.org/docs/latest/api/python/reference/api/pyspark.streaming.StreamingContext.html#pyspark.streaming.StreamingContext">textFileStream</a>
    </td>
   </tr>
   <tr>
diff --git a/website/www/site/content/en/contribute/postcommits-policies.md b/website/www/site/content/en/contribute/postcommits-policies.md
index e3b9dbaf750d..5d60d5a89ea0 100644
--- a/website/www/site/content/en/contribute/postcommits-policies.md
+++ b/website/www/site/content/en/contribute/postcommits-policies.md
@@ -46,7 +46,7 @@ When a post-commit test fails, follow the provided steps for your situation.
 
 ### I found a test failure {#found-failing-test}
 
-1.  Create a [GitHub issue](https://github.com/apache/tag-beam-it/issues/new/choose) and assign it to yourself.
+1.  Create a [GitHub issue](https://github.com/apache/beam/issues/new/choose) and assign it to yourself.
   - Components: testing, anything else relevant
   - Label: precommit
   - Reference this page in the description.
diff --git a/website/www/site/content/en/contribute/precommit-triage-guide.md b/website/www/site/content/en/contribute/precommit-triage-guide.md
index 10578467bde9..7cc2e62eb356 100644
--- a/website/www/site/content/en/contribute/precommit-triage-guide.md
+++ b/website/www/site/content/en/contribute/precommit-triage-guide.md
@@ -55,8 +55,8 @@ down to a specific test suite by clicking on it.
 ## Triage Process
 
 1. [Search for existing
-   issues](https://github.com/apache/tag-beam-it/issues)
-1. Create a new issue if needed: [GitHub Issues](https://github.com/apache/tag-beam-it/issues/new/choose)
+   issues](https://github.com/apache/beam/issues)
+1. Create a new issue if needed: [GitHub Issues](https://github.com/apache/beam/issues/new/choose)
   - Components: testing, anything else relevant
   - Label: precommit
   - Reference this page in the description.
diff --git a/website/www/site/content/en/contribute/runner-guide.md b/website/www/site/content/en/contribute/runner-guide.md
index 6bc65ecd6eb5..d64ebd2164cc 100644
--- a/website/www/site/content/en/contribute/runner-guide.md
+++ b/website/www/site/content/en/contribute/runner-guide.md
@@ -630,7 +630,7 @@ depend on the particulars of the Java SDK.
 ## The Runner API protos
 
 The [Runner
-API](https://github.com/apache/beam/blob/master/model/pipeline/src/main/proto/beam_runner_api.proto)
+API](https://github.com/apache/beam/blob/master/model/pipeline/src/main/proto/org/apache/beam/model/pipeline/v1/beam_runner_api.proto)
 refers to a specific manifestation of the concepts in the Beam model, as a
 protocol buffers schema.  Even though you should not manipulate these messages
 directly, it can be helpful to know the canonical data that makes up a
diff --git a/website/www/site/content/en/documentation/programming-guide.md b/website/www/site/content/en/documentation/programming-guide.md
index f460619b0d1c..f6585127a8a5 100644
--- a/website/www/site/content/en/documentation/programming-guide.md
+++ b/website/www/site/content/en/documentation/programming-guide.md
@@ -7421,7 +7421,7 @@ To create an SDK wrapper for use in a Python pipeline, do the following:
 1. Create a Python module for your cross-language transform(s).
 2. In the module, use one of the [`PayloadBuilder`](https://beam.apache.org/releases/pydoc/current/apache_beam.transforms.external.html#apache_beam.transforms.external.PayloadBuilder) classes to build the payload for the initial cross-language transform expansion request.
 
-    The parameter names and types of the payload should map to parameter names and types of the configuration POJO provided to the Java `ExternalTransformBuilder`. Parameter types are mapped across SDKs using a [Beam schema](https://github.com/apache/beam/blob/master/model/pipeline/src/main/proto/schema.proto). Parameter names are mapped by simply converting Python underscore-separated variable names to camel-case (Java standard).
+    The parameter names and types of the payload should map to parameter names and types of the configuration POJO provided to the Java `ExternalTransformBuilder`. Parameter types are mapped across SDKs using a [Beam schema](https://github.com/apache/beam/blob/master/model/pipeline/src/main/proto/org/apache/beam/model/pipeline/v1/schema.proto). Parameter names are mapped by simply converting Python underscore-separated variable names to camel-case (Java standard).
 
     In the following example, [kafka.py](https://github.com/apache/beam/blob/master/sdks/python/apache_beam/io/kafka.py) uses `NamedTupleBasedPayloadBuilder` to build the payload. The parameters map to the Java [KafkaIO.External.Configuration](https://github.com/apache/beam/blob/master/sdks/java/io/kafka/src/main/java/org/apache/beam/sdk/io/kafka/KafkaIO.java) config object defined in the previous section.