Updated Redistimeseries and RedisJSON tutorial with the latest redis-py

docs/create/cloudrun/index-cloudrun.mdx

@@ -55,8 +55,6 @@ For a limited time, use **TIGER200** to get **$200** credits on Redis Enterprise
 :::
 
 
-![Registering for Redis Cloud](images/rediscloud_endpoint.png "image_tooltip")
-
 
 ### Step 2. Install Google Cloud CLI
 

docs/create/heroku/herokugo/index-herokugo.mdx

@@ -34,13 +34,7 @@ For a limited time, use **TIGER200** to get **$200** credits on Redis Enterprise
 
 ![recloud](try-free.png)
 
-[Follow this link to create a Redis Enterprise Cloud](/create/rediscloud) subscription and database as shown below:
-
-
-![heroku](launch_database.png)
-
-The database endpoint URL is unique so will be different in your case. Save the URL details, port and password for future reference. 
-
+[Follow this link to create a Redis Enterprise Cloud](/create/rediscloud) subscription and database. Once you create the database, you will be provisioned with a unique database endpoint URL, port and password. Save these for future reference.
 
 
 ### Step 2. Create a Heroku account

docs/create/heroku/herokujava/index-herokujava.mdx

@@ -32,12 +32,7 @@ For a limited time, use **TIGER200** to get **$200** credits on Redis Enterprise
 
 ![recloud](try-free.png)
 
-[Follow this link to create a Redis Enterprise Cloud](/create/rediscloud) subscription and database as shown below:
-
-
-![heroku](launch_database.png)
-
-The database endpoint URL is unique for all and hence might be different in your case. Save it for future reference.
+[Follow this link to create a Redis Enterprise Cloud](/create/rediscloud) subscription and database. Once you create the database, you will be provisioned with a unique database endpoint URL, port and password. Save these for future reference.
 
 
 

docs/create/heroku/herokunodejs/index-herokunodejs.mdx

@@ -25,13 +25,7 @@ For a limited time, use **TIGER200** to get **$200** credits on Redis Enterprise
 
 ![recloud](try-free.png)
 
-[Follow this link to create a Redis Enterprise Cloud](/create/rediscloud) subscription and database as shown below:
-
-
-![heroku](launch_database.png)
-
-The database endpoint URL is unique for all and hence might be different in your case. Save it for future reference.
-
+[Follow this link to create a Redis Enterprise Cloud](/create/rediscloud) subscription and database. Once you create the database, you will be provisioned with a unique database endpoint URL, port and password. Save these for future reference.
 
 
 ### Step 2. Create a Heroku account

docs/create/heroku/herokupython/index-herokupython.mdx

@@ -31,14 +31,7 @@ For a limited time, use **TIGER200** to get **$200** credits on Redis Enterprise
 
 ![recloud](try-free.png)
 
-[Follow this link to create a Redis Enterprise Cloud](/create/rediscloud) subscription and database as shown below:
-
-
-![heroku](launch_database.png)
-
-The database endpoint URL is unique for all and hence might be different in your case. Save it for future reference.
-
-
+[Follow this link to create a Redis Enterprise Cloud](/create/rediscloud) subscription and database. Once you create the database, you will be provisioned with a unique database endpoint URL, port and password. Save these for future reference.
 
 ### Step 2. Create a Heroku account
 

docs/create/heroku/herokuruby/index-herokuruby.mdx

@@ -26,21 +26,12 @@ For a limited time, use **TIGER200** to get **$200** credits on Redis Enterprise
 
 ![recloud](try-free.png)
 
-[Follow this link to create a Redis Enterprise Cloud](/create/rediscloud) subscription and database as shown below:
-
-
-![heroku](launch_database.png)
-
-The database endpoint URL is unique so will be different in your case. Save it for future reference.
-
-
+[Follow this link to create a Redis Enterprise Cloud](/create/rediscloud) subscription and database. Once you create the database, you will be provisioned with a unique database endpoint URL, port and password. Save these for future reference.
 
 ### Step 2. Create a Heroku account
 
 If you are using Heroku for the first time, create your new Heroku account [through this link](https://signup.heroku.com/login).
 
-![heroku](create_heroku.png)
-
 
 ### Step 3. Install the Heroku CLI on your system
 

docs/create/heroku/portal/index-heroku.mdx

@@ -45,13 +45,7 @@ For a limited time, use **TIGER200** to get **$200** credits on Redis Enterprise
 
 ![recloud](tryfree.png)
 
-[Follow this link to create a Redis Enterprise Cloud](/create/rediscloud) subscription and database as shown below:
-
-
-![heroku](launch_database.png)
-
-The database endpoint URL is unique for all and hence might be different in your case. Save it for future reference.
-
+[Follow this link to create a Redis Enterprise Cloud](/create/rediscloud) subscription and database. Once you create the database, you will be provisioned with a unique database endpoint URL, port and password. Save these for future reference.
 
 #### Step 2. Create a Heroku account
 

docs/create/heroku/ratelimiting-go/index-ratelimitinggo.mdx

@@ -24,13 +24,7 @@ For a limited time, use **TIGER200** to get **$200** credits on Redis Enterprise
 
 ![recloud](images/try-free.png)
 
-[Follow this link to create a Redis Enterprise Cloud](/create/rediscloud) subscription and database as shown below:
-
-
-![heroku](images/launch_database.png)
-
-The database endpoint URL is unique for all and hence might be different in your case. Save it for future reference.
-
+[Follow this link to create a Redis Enterprise Cloud](/create/rediscloud) subscription and database. Once you create the database, you will be provisioned with a unique database endpoint URL, port and password. Save these for future reference.
 
 
 ### Step 2. Create a Heroku account

docs/create/netlify/getting-started-with-netlify/index-getting-started-with-netlify.mdx

@@ -61,8 +61,7 @@ For a limited time, use **TIGER200** to get **$200** credits on Redis Enterprise
 :::
 
 
-![rediscloud](recloud_search.png)
-
+![rediscloud](details_database.png)
 
 ### Step 2. Install Netlify CLI
 

docs/create/vercel/index-vercel.mdx

@@ -58,7 +58,7 @@ For a limited time, use **TIGER200** to get **$200** credits on Redis Enterprise
 
 
 
-![alt_text](images/rediscloud_endpoint.png "image_tooltip")
+![alt_text](images/details_database.png "image_tooltip")
 
 
 ### Step 2. Install Vercel CLI 
@@ -135,7 +135,7 @@ Let us first set up environment variables.
  vercel env add
 Vercel CLI 23.1.2
 ? What's the name of the variable? REDIS_ENDPOINT_URI
-? What's the value of REDIS_ENDPOINT_URI? redis-XXXX.c264.ap-south-1-1.ec2.cloud.redislabs.com:XXX
+? What's the value of REDIS_ENDPOINT_URI? redis-XXXX.c110-qa.us-east-1-1-1.ec2.qa-cloud.redislabs.com:XXX
 
 ```
 

docs/howtos/redisai/getting-started/index-gettingstarted.mdx

@@ -257,3 +257,4 @@ Define inputs for the loaded model.
 </div>
 
 
+

docs/howtos/redisbloom/index-redisbloom.mdx

@@ -49,28 +49,13 @@ You will be provided with Public endpoint URL and "Redis Stack" as the type of d
 
 ![verify database](images/details_database.png)
 
-### Step 4. Install RedisInsight
+### Step 4. Using RedisInsight
 
 
 RedisInsight is a visual tool that lets you do both GUI- and CLI-based interactions with your Redis database, and so much more when developing your Redis based application. It is a fully-featured pure Desktop GUI client that provides capabilities to design, develop and optimize your Redis application. It works with any cloud provider as long as you run it on a host with network access to your cloud-based Redis server. It makes it easy to discover cloud databases and configure connection details with a single click. It allows you to automatically add Redis Enterprise Software and Redis Enterprise Cloud databases.
 
-You can install Redis Stack on your local system to get RedisInsight GUI tool up and running. Ensure that you have `brew` package installed in your Mac system.
-
-
- ```bash
-  brew tap redis-stack/redis-stack
-  brew install --cask redis-stack
- ```
-
-```
-  ==> Installing Cask redis-stack-redisinsight
-  ==> Moving App 'RedisInsight-preview.app' to '/Applications/RedisInsight-preview.app'
-  🍺  redis-stack-redisinsight was successfully installed!
-  ==> Installing Cask redis-stack
-  🍺  redis-stack was successfully installed!
- ```
-
-Go to Applications and click "RedisInsight Preview" to bring up the Redis Desktop GUI tool.
+[Follow this link](/explore/redisinsightv2/getting-started) to install RedisInsight v2 on your local system.
+Assuming that you already have RedisInsight v2 installed on your MacOS, you can browse through the Applications and click "RedisInsight-v2" to bring up the Redis Desktop GUI tool.
 
 ### Step 5. Add Redis database
 

docs/howtos/redisearch/index-redisearch.mdx

@@ -43,27 +43,11 @@ You will be provided with Public endpoint URL and "Redis Stack" as the type of d
 
 ![verify database](images/details_database.png)
 
-### Step 4. Install RedisInsight
+### Step 4. Using RedisInsight
 
 RedisInsight is a visual tool that lets you do both GUI- and CLI-based interactions with your Redis database, and so much more when developing your Redis based application. It is a fully-featured pure Desktop GUI client that provides capabilities to design, develop and optimize your Redis application. It works with any cloud provider as long as you run it on a host with network access to your cloud-based Redis server. It makes it easy to discover cloud databases and configure connection details with a single click. It allows you to automatically add Redis Enterprise Software and Redis Enterprise Cloud databases.
 
-You can install Redis Stack on your local system to get the RedisInsight GUI tool up and running. Ensure that you have `brew` package installed in your Mac system.
-
-
- ```bash
-  brew tap redis-stack/redis-stack
-  brew install --cask redis-stack
- ```
-
-```
-  ==> Installing Cask redis-stack-redisinsight
-  ==> Moving App 'RedisInsight-preview.app' to '/Applications/RedisInsight-preview.app'
-  🍺  redis-stack-redisinsight was successfully installed!
-  ==> Installing Cask redis-stack
-  🍺  redis-stack was successfully installed!
- ```
-
-Go to Applications and click "RedisInsight-v2" to bring up the Redis Desktop GUI tool.
+Assuming that you already have RedisInsight v2 installed on your MacOS, you can browse through the Applications and click "RedisInsight-v2" to bring up the Redis Desktop GUI tool.
 
 
 ### Step 5. Add Redis database

docs/howtos/redisjson/getting-started/index-gettingstarted.mdx

@@ -40,46 +40,30 @@ You will be provided with Public endpoint URL and "Redis Stack" as the type of d
 
 ![verify database](details_database.png)
 
-### Step 4. Install RedisInsight
+### Step 4. Using RedisInsight
 
 RedisInsight is a visual tool that lets you do both GUI- and CLI-based interactions with your Redis database, and so much more when developing your Redis based application. It is a fully-featured pure Desktop GUI client that provides capabilities to design, develop and optimize your Redis application. It works with any cloud provider as long as you run it on a host with network access to your cloud-based Redis server. It makes it easy to discover cloud databases and configure connection details with a single click. It allows you to automatically add Redis Enterprise Software and Redis Enterprise Cloud databases.
 
-You can install Redis Stack on your local system to get RedisInsight GUI tool up and running. Ensure that you have `brew` package installed in your Mac system.
+[Follow this link](/explore/redisinsightv2/getting-started) to install RedisInsight v2 on your local system.
+Assuming that you already have RedisInsight v2 installed on your MacOS, you can browse through the Applications and click "RedisInsight-v2" to bring up the Redis Desktop GUI tool.
 
 
- ```bash
-  brew tap redis-stack/redis-stack
-  brew install --cask redis-stack
- ```
-
-```
-  ==> Installing Cask redis-stack-redisinsight
-  ==> Moving App 'RedisInsight-preview.app' to '/Applications/RedisInsight-preview.app'
-  🍺  redis-stack-redisinsight was successfully installed!
-  ==> Installing Cask redis-stack
-🍺  redis-stack was successfully installed!
- ```
-
-Go to Applications and click "RedisInsight-v2" to bring up the Redis Desktop GUI tool.
-
-### Step 6. Enter Redis Enterprise Cloud details
+### Step 5. Enter Redis Enterprise Cloud details
 
 Add the Redis Enterprise cloud database endpoint, port and password.
 
 
 ![access redisinsight](database_creds.png)
 
 
-### Step 7. Verify the database under RedisInsight dashboard
+### Step 6. Verify the database under RedisInsight dashboard
 
 
 ![database details](database_details.png)
 
 
 
-
-
-### Step 6. Getting Started with RedisJSON
+### Step 7. Getting Started with RedisJSON
 
 
 The following steps use some basic RedisJSON commands. You can run them from the Redis command-line interface (redis-cli) or use the CLI available in RedisInsight. 

docs/howtos/redisjson/using-python/index-usingpython.mdx

@@ -7,42 +7,62 @@ slug: /howtos/redisjson/using-python
 
 [RedisJSON](https://oss.redis.com/redisjson/) is a source-available Redis module that lets you store, manipulate, and query JSON documents in Redis. The standard Redis Python client (v4.0 or greater) supports all of the features of RedisJSON, and in this tutorial, we'll see how to get started with them.
 
-## Getting started with RedisJSON
+### Step 1. Create a free Cloud account
 
-To run the examples below, you'll need to ensure that you have an instance of Redis that includes RedisJSON. If you're developing locally, you can use Docker for this:
+Create your free <a href="https://redis.com/try-free/" target="_blank" rel="noopener">Redis Enterprise Cloud account</a>. Once you click on “Get Started”, you will receive an email with a link to activate your account and complete your signup process.
 
-```bash
- docker run -p 6379:6379 --name redis-redisjson redislabs/rejson:latest
-```
+:::info TIP
+For a limited time, use **TIGER200** to get **$200** credits on Redis Enterprise Cloud and try all the advanced capabilities!
 
-## Verify that the RedisJSON module is loaded
+:tada: [Click here to sign up](https://redis.com/try-free)
 
-Connect to Redis using `redis-cli`, and run the `info modules` command:
+:::
 
-```bash
- redis-cli
- 127.0.0.1:6379> info modules
- # Modules
- module:name=ReJSON,ver=20004,api=1,filters=0,usedby=[],using=[],options=[]
- 127.0.0.1:6379> 
-```
+### Step 2. Create Your database
 
-Ensure that you're running RedisJSON v2.0 or greater (here indicated as `20004`).
+Choose your preferred cloud vendor. Select the region and then click "Let's start free" to create your free database automatically.
 
-## Load the latest version of `redis-py`
+:::info TIP
+If you want to create a custom database with your preferred name and type of redis,
+click "Create a custom database" option shown in the image.
+:::
 
-You'll need `redis-py` version 4.0 or later. If you're using `pipenv`, you can install the client library like so:
+![create database ](images/select_cloud_vendor.png)
 
-```bash
-pipenv install redis
-```
 
-Then you can run `pipenv graph` to make sure you're running the latest version of the client:
+### Step 3.  Verify the database details
+
+You will be provided with Public endpoint URL and "Redis Stack" as the type of database with the list of modules that comes by default.
+
+
+
+![verify database](images/details_database.png)
+
+### Step 4. Using RedisInsight
+
+
+RedisInsight is a visual tool that lets you do both GUI- and CLI-based interactions with your Redis database, and so much more when developing your Redis based application. It is a fully-featured pure Desktop GUI client that provides capabilities to design, develop and optimize your Redis application. It works with any cloud provider as long as you run it on a host with network access to your cloud-based Redis server. It makes it easy to discover cloud databases and configure connection details with a single click. It allows you to automatically add Redis Enterprise Software and Redis Enterprise Cloud databases.
+
+[Follow this link](/explore/redisinsightv2/getting-started) to install RedisInsight v2 on your local system.
+Assuming that you already have RedisInsight v2 installed on your MacOS, you can browse through the Applications and click "RedisInsight-v2" to bring up the Redis Desktop GUI tool.
 
-```
-$ pipenv graph
-redis==4.0.2
-```
+
+### Step 5. Add Redis database
+
+![access redisinsight](images/add_database.png)
+
+### Step 6. Enter Redis Enterprise Cloud details
+
+Add the Redis Enterprise cloud database endpoint, port and password.
+
+
+![access redisinsight](images/database_creds.png)
+
+
+### Step 7. Verify the database under RedisInsight dashboard
+
+
+![database details](images/database_details.png)
 
 ## Storing JSON in Redis
 
@@ -56,6 +76,25 @@ Let's consider a simple JSON document structure representing a user:
  }
 ```
 
+## Installing Redis
+
+```
+ $ pip3 install redis
+Collecting redis
+  Downloading redis-4.2.0-py3-none-any.whl (225 kB)
+Collecting async-timeout>=4.0.2
+  Downloading async_timeout-4.0.2-py3-none-any.whl (5.8 kB)
+Collecting typing-extensions
+  Downloading typing_extensions-4.1.1-py3-none-any.whl (26 kB)
+..
+ Requirement already satisfied: packaging>=20.4 in /usr/lib/python3.8/site-packages (from redis) (20.4)
+Collecting wrapt<2,>=1.10
+Installing collected packages: async-timeout, typing-extensions, wrapt, deprecated, redis
+    Running setup.py install for wrapt ... done
+    Successfully installed async-timeout-4.0.2 deprecated-1.2.13 redis-4.2.0 typing-extensions-4.1.1 wrapt-1.14.0
+```
+
+
 Here's the Python code to store this document in Redis using RedisJSON:
 
 ```python