diff --git a/docs/start/install.md b/docs/start/install.md
index f9cc5d7b1..8c4a180d0 100644
--- a/docs/start/install.md
+++ b/docs/start/install.md
@@ -5,36 +5,7 @@ sidebar_position: 0
 ---
 
 ### Java
-
-Nightly snapshot:
-
-```xml
-<repositories>
-  <repository>
-    <id>apache</id>
-    <url>https://repository.apache.org/snapshots/</url>
-    <releases>
-      <enabled>false</enabled>
-    </releases>
-    <snapshots>
-      <enabled>true</enabled>
-    </snapshots>
-  </repository>
-</repositories>
-<dependency>
-  <groupId>org.apache.fury</groupId>
-  <artifactId>fury-core</artifactId>
-  <version>0.5.0-SNAPSHOT</version>
-</dependency>
-<!-- row/arrow format support -->
-<!-- <dependency>
-  <groupId>org.apache.fury</groupId>
-  <artifactId>fury-format</artifactId>
-  <version>0.5.0-SNAPSHOT</version>
-</dependency> -->
-```
-
-Release version:
+To add a dependency on Fury using Maven, use the following:
 
 ```xml
 <dependency>
@@ -56,15 +27,6 @@ Maven groupId will be changed to `org.apache.fury` when next version is released
 libraryDependencies += "org.furyio" % "fury-core" % "0.4.1"
 ```
 
-### Python
-
-```bash
-# Python wheel will be released in the future.
-# Currently you need to specify `--pre` to install
-# the unstable version.
-pip install pyfury
-```
-
 ### Golang
 
 ```bash
@@ -85,5 +47,4 @@ npm install @furyjs/fury
 [dependencies]
 fury = { git= "https://github.com/apache/incubator-fury.git", branch = "main" }
 lazy_static = { version = "1.4.0" }
-
 ```