master: cherry-pick common doc changes from #22744 (cloud: update docs for one console) to master (#22790)

Author: qiancai

TOC-develop.md

@@ -5,7 +5,7 @@
 
 ## QUICK START
 
-- [Create a {{{ .starter }}} Cluster](/develop/dev-guide-build-cluster-in-cloud.md)
+- [Create a {{{ .starter }}} Instance](/develop/dev-guide-build-cluster-in-cloud.md)
 - [TiDB Basics](/develop/dev-guide-tidb-basics.md)
 - [CRUD SQL in TiDB](/develop/dev-guide-tidb-crud-sql.md)
 

ai/_index.md

@@ -30,7 +30,7 @@ Step-by-step guides for building AI applications with TiDB using the [`pytidb`](
 
 | Document | Description |
 | --- | --- |
-| [Connect to TiDB](/ai/guides/connect.md) | Connect to TiDB Cloud or self-managed clusters using `pytidb`. |
+| [Connect to TiDB](/ai/guides/connect.md) | Connect to TiDB Cloud or TiDB Self-Managed using `pytidb`. |
 | [Working with Tables](/ai/guides/tables.md) | Create, query, and manage tables with vector fields. |
 | [Vector Search](/ai/guides/vector-search.md) | Perform semantic similarity searches using `pytidb`. |
 | [Full-Text Search](/ai/guides/vector-search-full-text-search-python.md) | Keyword-based text search with BM25 ranking. |

ai/examples/auto-embedding-with-pytidb.md

@@ -17,7 +17,7 @@ This example shows how to use the [Auto Embedding](/ai/integrations/vector-searc
 Before you begin, ensure you have the following:
 
 - **Python (>=3.10)**: Install [Python](https://www.python.org/downloads/) 3.10 or a later version.
-- **A TiDB Cloud Starter cluster**: You can create a free TiDB cluster on [TiDB Cloud](https://tidbcloud.com/free-trial).
+- **A {{{ .starter }}} instance**: You can create a free {{{ .starter }}} instance on [TiDB Cloud](https://tidbcloud.com/free-trial).
 
 ## How to run
 
@@ -38,7 +38,7 @@ pip install -r reqs.txt
 
 ### Step 3. Set environment variables
 
-1. In the [TiDB Cloud console](https://tidbcloud.com/), navigate to the [**Clusters**](https://tidbcloud.com/clusters) page, and then click the name of your target cluster to go to its overview page.
+1. In the [TiDB Cloud console](https://tidbcloud.com/), navigate to the [**My TiDB**](https://tidbcloud.com/tidbs) page, and then click the name of your target {{{ .starter }}} instance to go to its overview page.
 2. Click **Connect** in the upper-right corner. A connection dialog is displayed, with connection parameters listed.
 3. Set environment variables according to the connection parameters as follows:
 

ai/examples/basic-with-pytidb.md

@@ -16,7 +16,7 @@ This example demonstrates basic CRUD (Create, Read, Update, Delete) operations u
 Before you begin, ensure you have the following:
 
 - **Python (>=3.10)**: Install [Python](https://www.python.org/downloads/) 3.10 or a later version.
-- **A TiDB Cloud Starter cluster**: You can create a free TiDB cluster on [TiDB Cloud](https://tidbcloud.com/free-trial).
+- **A {{{ .starter }}} instance**: You can create a free {{{ .starter }}} instance on [TiDB Cloud](https://tidbcloud.com/free-trial).
 
 ## How to run
 
@@ -37,7 +37,7 @@ pip install -r reqs.txt
 
 ### Step 3. Set environment variables
 
-1. In the [TiDB Cloud console](https://tidbcloud.com/), navigate to the [**Clusters**](https://tidbcloud.com/clusters) page, and then click the name of your target cluster to go to its overview page.
+1. In the [TiDB Cloud console](https://tidbcloud.com/), navigate to the [**My TiDB**](https://tidbcloud.com/tidbs) page, and then click the name of your target {{{ .starter }}} instance to go to its overview page.
 2. Click **Connect** in the upper-right corner. A connection dialog is displayed, with connection parameters listed.
 3. Set environment variables according to the connection parameters as follows:
 

ai/examples/fulltext-search-with-pytidb.md

@@ -17,7 +17,7 @@ This example demonstrates how to build an e-commerce product search app using Ti
 Before you begin, ensure you have the following:
 
 - **Python (>=3.10)**: Install [Python](https://www.python.org/downloads/) 3.10 or a later version.
-- **A TiDB Cloud Starter cluster**: You can create a free TiDB cluster on [TiDB Cloud](https://tidbcloud.com/free-trial).
+- **A {{{ .starter }}} instance**: You can create a free {{{ .starter }}} instance on [TiDB Cloud](https://tidbcloud.com/free-trial).
 
 ## How to run
 
@@ -40,7 +40,7 @@ pip install -r reqs.txt
 
 ### Step 3. Set environment variables
 
-1. In the [TiDB Cloud console](https://tidbcloud.com/), navigate to the [**Clusters**](https://tidbcloud.com/clusters) page, and then click the name of your target cluster to go to its overview page.
+1. In the [TiDB Cloud console](https://tidbcloud.com/), navigate to the [**My TiDB**](https://tidbcloud.com/tidbs) page, and then click the name of your target {{{ .starter }}} instance to go to its overview page.
 2. Click **Connect** in the upper-right corner. A connection dialog is displayed, with connection parameters listed.
 3. Set environment variables according to the connection parameters as follows:
 

ai/examples/hybrid-search-with-pytidb.md

@@ -17,7 +17,7 @@ This demo shows how to combine vector search and full-text search to improve the
 Before you begin, ensure you have the following:
 
 - **Python (>=3.10)**: Install [Python](https://www.python.org/downloads/) 3.10 or a later version.
-- **A TiDB Cloud Starter cluster**: You can create a free TiDB cluster on [TiDB Cloud](https://tidbcloud.com/free-trial).
+- **A {{{ .starter }}} instance**: You can create a free {{{ .starter }}} instance on [TiDB Cloud](https://tidbcloud.com/free-trial).
 - **OpenAI API key**: Get an OpenAI API key from [OpenAI](https://platform.openai.com/api-keys).
 
 > **Note**
@@ -47,7 +47,7 @@ pip install -r reqs.txt
 
 ### Step 3. Set environment variables
 
-1. In the [TiDB Cloud console](https://tidbcloud.com/), navigate to the [**Clusters**](https://tidbcloud.com/clusters) page, and then click the name of your target cluster to go to its overview page.
+1. In the [TiDB Cloud console](https://tidbcloud.com/), navigate to the [**My TiDB**](https://tidbcloud.com/tidbs) page, and then click the name of your target {{{ .starter }}} instance to go to its overview page.
 2. Click **Connect** in the upper-right corner. A connection dialog is displayed, with connection parameters listed.
 3. Set environment variables according to the connection parameters as follows:
 

ai/examples/image-search-with-pytidb.md

@@ -22,7 +22,7 @@ With just a few lines of code, you can create a search system that understands b
 Before you begin, ensure you have the following:
 
 - **Python (>=3.10)**: Install [Python](https://www.python.org/downloads/) 3.10 or a later version.
-- **A TiDB Cloud Starter cluster**: You can create a free TiDB cluster on [TiDB Cloud](https://tidbcloud.com/free-trial).
+- **A {{{ .starter }}} instance**: You can create a free {{{ .starter }}} instance on [TiDB Cloud](https://tidbcloud.com/free-trial).
 - **Jina AI API key**: You can get a free API key from [Jina AI Embeddings](https://jina.ai/embeddings/).
 
 ## How to run
@@ -46,7 +46,7 @@ pip install -r reqs.txt
 
 ### Step 3. Set environment variables
 
-1. In the [TiDB Cloud console](https://tidbcloud.com/), navigate to the [**Clusters**](https://tidbcloud.com/clusters) page, and then click the name of your target cluster to go to its overview page.
+1. In the [TiDB Cloud console](https://tidbcloud.com/), navigate to the [**My TiDB**](https://tidbcloud.com/tidbs) page, and then click the name of your target {{{ .starter }}} instance to go to its overview page.
 2. Click **Connect** in the upper-right corner. A connection dialog is displayed, with connection parameters listed.
 3. Set environment variables according to the connection parameters as follows:
 

ai/examples/memory-with-pytidb.md

@@ -24,7 +24,7 @@ With just a few lines of code, you can create a conversational AI that remembers
 Before you begin, ensure you have the following:
 
 - **Python (>=3.10)**: Install [Python](https://www.python.org/downloads/) 3.10 or a later version.
-- **A TiDB Cloud Starter cluster**: You can create a free TiDB cluster on [TiDB Cloud](https://tidbcloud.com/free-trial).
+- **A {{{ .starter }}} instance**: You can create a free {{{ .starter }}} instance on [TiDB Cloud](https://tidbcloud.com/free-trial).
 - **OpenAI API key**: Get an OpenAI API key from [OpenAI](https://platform.openai.com/api-keys).
 
 ## How to run
@@ -48,7 +48,7 @@ pip install -r reqs.txt
 
 ### Step 3. Set environment variables
 
-1. In the [TiDB Cloud console](https://tidbcloud.com/), navigate to the [**Clusters**](https://tidbcloud.com/clusters) page, and then click the name of your target cluster to go to its overview page.
+1. In the [TiDB Cloud console](https://tidbcloud.com/), navigate to the [**My TiDB**](https://tidbcloud.com/tidbs) page, and then click the name of your target {{{ .starter }}} instance to go to its overview page.
 2. Click **Connect** in the upper-right corner. A connection dialog is displayed, with connection parameters listed.
 3. Set environment variables according to the connection parameters as follows:
 

ai/examples/rag-with-pytidb.md

@@ -19,7 +19,7 @@ The application uses [Ollama](https://ollama.com/download) for local embedding g
 Before you begin, ensure you have the following:
 
 - **Python (>=3.10)**: Install [Python](https://www.python.org/downloads/) 3.10 or a later version.
-- **A TiDB Cloud Starter cluster**: You can create a free TiDB cluster on [TiDB Cloud](https://tidbcloud.com/free-trial).
+- **A {{{ .starter }}} instance**: You can create a free {{{ .starter }}} instance on [TiDB Cloud](https://tidbcloud.com/free-trial).
 - **Ollama**: Install from [Ollama](https://ollama.com/download).
 
 ## How to run
@@ -67,7 +67,7 @@ pip install -r reqs.txt
 
 ### Step 4. Set environment variables
 
-1. In the [TiDB Cloud console](https://tidbcloud.com/), navigate to the [**Clusters**](https://tidbcloud.com/clusters) page, and then click the name of your target cluster to go to its overview page.
+1. In the [TiDB Cloud console](https://tidbcloud.com/), navigate to the [**My TiDB**](https://tidbcloud.com/tidbs) page, and then click the name of your target {{{ .starter }}} instance to go to its overview page.
 2. Click **Connect** in the upper-right corner. A connection dialog is displayed, with connection parameters listed.
 3. Set environment variables according to the connection parameters as follows:
 

ai/examples/text2sql-with-pytidb.md

@@ -12,7 +12,7 @@ This demo shows how to build an AI-powered interface that converts natural-langu
 Before you begin, ensure you have the following:
 
 - **Python (>=3.10)**: Install [Python](https://www.python.org/downloads/) 3.10 or a later version.
-- **A TiDB Cloud Starter cluster**: You can create a free TiDB cluster on [TiDB Cloud](https://tidbcloud.com/free-trial).
+- **A {{{ .starter }}} instance**: You can create a free {{{ .starter }}} instance on [TiDB Cloud](https://tidbcloud.com/free-trial).
 - **OpenAI API key**: Get an OpenAI API key from [OpenAI](https://platform.openai.com/api-keys).
 
 ## How to run