diff --git a/.gitignore b/.gitignore
index 57431b9dd..7785b3c46 100644
--- a/.gitignore
+++ b/.gitignore
@@ -23,3 +23,4 @@ venv
 apache-rat-*.jar
 *rat.txt
 .env
+CHANGELOG.md.bak
\ No newline at end of file
diff --git a/dev/release/README.md b/dev/release/README.md
index dd378f86e..8c562da9f 100644
--- a/dev/release/README.md
+++ b/dev/release/README.md
@@ -63,7 +63,7 @@ git push apache 0.7.0-rc1
 ### Create a source release
 
 ```bash
-./dev/create_tarball 0.7.0 1
+./dev/release/create_tarball 0.7.0 1
 ```
 
 This will also create the email template to send to the mailing list. Here is an example:
@@ -172,7 +172,7 @@ Once the vote passes, we can publish the release.
 Create the source release tarball:
 
 ```bash
-./dev/release-tarball.sh 0.7.0 1
+./dev/release/release-tarball.sh 0.7.0 1
 ```
 
 ### Publishing Python Artifacts
diff --git a/dev/release/release-tarball.sh b/dev/release/release-tarball.sh
index 15aa85e88..f5e8eb1bf 100755
--- a/dev/release/release-tarball.sh
+++ b/dev/release/release-tarball.sh
@@ -59,7 +59,7 @@ echo "Clone release dist repository"
 svn co https://dist.apache.org/repos/dist/release/arrow ${tmp_dir}/release
 
 echo "Copy ${version}-rc${rc} to release working copy"
-release_version=arrow-datafusion-${version}
+release_version=arrow-datafusion-python-${version}
 mkdir -p ${tmp_dir}/release/${release_version}
 cp -r ${tmp_dir}/dev/* ${tmp_dir}/release/${release_version}/
 svn add ${tmp_dir}/release/${release_version}
diff --git a/pyproject.toml b/pyproject.toml
index 39a47894f..f4f73bbf6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -47,8 +47,8 @@ dependencies = [
 ]
 
 [project.urls]
-homepage = "https://arrow.apache.org/datafusion"
-documentation = "https://arrow.apache.org/datafusion"
+homepage = "https://arrow.apache.org/datafusion-python"
+documentation = "https://arrow.apache.org/datafusion-python"
 repository = "https://github.com/apache/arrow-datafusion-python"
 
 [tool.isort]