diff --git a/Apify-Opengauss-Integration/Practical-Case-Tutorial/apify-opengauss.py b/Apify-Opengauss-Integration/Practical-Case-Tutorial/apify-opengauss.py
new file mode 100644
index 000000000..a04196b6a
--- /dev/null
+++ b/Apify-Opengauss-Integration/Practical-Case-Tutorial/apify-opengauss.py
@@ -0,0 +1,101 @@
+# type: ignore
+
+import os
+
+from apify_client import ApifyClient
+from langchain_core.output_parsers import StrOutputParser
+from langchain_core.prompts import PromptTemplate
+from langchain_core.runnables import RunnablePassthrough
+from langchain_opengauss import OpenGauss, OpenGaussSettings
+from langchain_openai import ChatOpenAI, OpenAIEmbeddings
+
+APIFY_API_TOKEN = os.getenv("APIFY_API_TOKEN") or "YOUR-APIFY-TOKEN"
+OPENAI_API_KEY = os.getenv("OPENAI_API_KEY") or "YOUR-OPENAI-API-KEY"
+
+OPENGAUSS_HOST = os.getenv("OPENGAUSS_HOST")
+OPENGAUSS_PORT = os.getenv("OPENGAUSS_PORT")
+OPENGAUSS_USER = os.getenv("OPENGAUSS_USER")
+OPENGAUSS_PASSWORD = os.getenv("OPENGAUSS_PASSWORD")
+OPENGAUSS_DBNAME = os.getenv("OPENGAUSS_DBNAME")
+OPENGAUSS_TABLE_NAME = os.getenv("OPENGAUSS_TABLE_NAME")
+
+client = ApifyClient(APIFY_API_TOKEN)
+
+embeddings = OpenAIEmbeddings(model="text-embedding-3-small")
+
+print("Starting Apify's Website Content Crawler")
+print("Crawling will take some time ... you can check the progress in the Apify console")
+
+actor_call = client.actor(actor_id="apify/website-content-crawler").call(
+    run_input={"maxCrawlPages": 10, "startUrls": [{"url": "https://opengauss.org/"}]}
+)
+
+print("Actor website content crawler has finished")
+print(actor_call)
+
+opengauss_integration_inputs = {
+    "opengaussHost": OPENGAUSS_HOST,
+    "opengaussPort": OPENGAUSS_PORT,
+    "opengaussUser": OPENGAUSS_USER,
+    "opengaussPassword": OPENGAUSS_PASSWORD,
+    "opengaussDBname": OPENGAUSS_DBNAME,
+    "opengaussTableName": OPENGAUSS_TABLE_NAME,
+    "datasetFields": ["text"],
+    "datasetId": actor_call["defaultDatasetId"],
+    "deltaUpdatesPrimaryDatasetFields": ["url"],
+    "expiredObjectDeletionPeriodDays": 7,
+    "embeddingsApiKey": OPENAI_API_KEY,
+    "embeddingsConfig": {
+        "model": "text-embedding-3-small",
+    },
+    "embeddingsProvider": "OpenAI",
+    "performChunking": True,
+    "chunkSize": 2000,
+    "chunkOverlap": 200
+}
+
+print("Starting Apify's OpenGauss Integration")
+actor_call = client.actor("wyswyz/opengauss-integration").call(run_input=opengauss_integration_inputs)
+print("Apify's OpenGauss Integration has finished")
+print(actor_call)
+
+print("Question answering using OpenGauss database")
+
+config = OpenGaussSettings(
+    host=OPENGAUSS_HOST,
+    port=OPENGAUSS_PORT,
+    user=OPENGAUSS_USER,
+    password=OPENGAUSS_PASSWORD,
+    database=OPENGAUSS_DBNAME,
+    table_name=OPENGAUSS_TABLE_NAME,
+    embedding_dimension=384,
+    index_type="HNSW",
+    distance_strategy="cosine",
+)
+vector_store = OpenGauss(embedding=embeddings, config=config)
+
+prompt = PromptTemplate(
+    input_variables=["context", "question"],
+    template="Use the following pieces of retrieved context to answer the question. If you don't know the answer, "
+    "just say that you don't know. \nQuestion: {question} \nContext: {context} \nAnswer:",
+)
+
+
+def format_docs(docs):
+    return "\n\n".join(doc.page_content for doc in docs)
+
+
+rag_chain = (
+    {
+        "context": vector_store.as_retriever() | format_docs,
+        "question": RunnablePassthrough(),
+    }
+    | prompt
+    | ChatOpenAI(model="gpt-5-mini", temperature=1)
+    | StrOutputParser()
+)
+
+question = "什么是openGauss？"
+
+print("Question:", question)
+print("Answer:", rag_chain.invoke(question))
diff --git a/Apify-Opengauss-Integration/Practical-Case-Tutorial/openGauss-apify实践.md b/Apify-Opengauss-Integration/Practical-Case-Tutorial/openGauss-apify实践.md
new file mode 100644
index 000000000..f4f1e6c53
--- /dev/null
+++ b/Apify-Opengauss-Integration/Practical-Case-Tutorial/openGauss-apify实践.md
@@ -0,0 +1,219 @@
+# 使用 Apify 和 openGauss 构建企业级 RAG 问答系统：实战教程
+
+本文将通过一个完整的实例，向您展示如何利用 Apify 强大的云端数据抓取与集成能力，结合 openGauss 数据库的向量存储功能，快速构建一个针对 openGauss 官方文档的 RAG 问答机器人。
+
+**Apify 是一个云端 Web 抓取和自动化平台。** 它允许开发者轻松地从任何网站提取数据，或将任何网站的工作流程自动化。其核心是 **"Actors"**——可以执行任意任务的无服务器云程序。
+
+Apify 平台的优势在于：
+*   **简化数据采集**：您无需关心基础设施、IP 轮换、浏览器指纹等复杂问题，Apify 会为您处理好一切。
+*   **丰富的 Actor 市场**：Apify Store 中有大量预构建好的 Actors，例如通用的网站内容爬虫（Website Content Crawler）、搜索引擎爬虫等，可以开箱即用。
+*   **强大的集成能力**：Apify 可以轻松地将采集到的数据推送到各种数据库、API 或云存储中，实现了从数据源到目的地的无缝衔接。
+
+在本教程中，我们将使用两个关键的 Apify Actors：
+1.  **`apify/website-content-crawler`**: 用于抓取 openGauss 官网的网页内容。
+2.  **`wyswyz/opengauss-integration`**: 用于将抓取到的内容进行处理（分块、生成向量），并自动存入 openGauss 数据库。
+
+
+## **前置准备工作**
+
+1.  **Apify 账户**：注册一个 [Apify 账户](https://apify.com/) 并获取您的 API Token。
+2.  **OpenAI 账户**：获取您的 [OpenAI API Key](https://platform.openai.com/api-keys)，用于内容向量化和问答生成。
+3.  **openGauss 数据库**：您需要一个的 openGauss 数据库实例，并且支持向量数据库功能
+
+### 使用docker部署openGauss
+**获取镜像** ：
+```bash
+$ docker pull opengauss/opengauss-server:latest
+```
+**查看镜像状态**
+```bash
+$ docker images
+
+REPOSITORY                   TAG                 IMAGE ID            CREATED             SIZE
+opengauss/opengauss-server   latest              9763e8b26794        6 months ago        1.68GB
+```
+**运行容器**
+```bash
+$ docker run --name opengauss --privileged=true -d -e GS_PASSWORD=YourPassoword -p 8888:5432 opengauss/opengauss-server:latest
+```
+**验证容器运行状态**
+```bash
+$ docker ps
+
+CONTAINER ID        IMAGE                               COMMAND                  CREATED             STATUS              PORTS                    NAMES
+c5f0b44adf9a        opengauss/opengauss-server:latest   "entrypoint.sh gauss…"   7 weeks ago         Up 7 weeks          0.0.0.0:8888->5432/tcp   opengauss
+```
+至此，已经成功用docker部署openGauss数据库
+
+**配置环境变量**：为了安全和方便，建议将密钥和数据库连接信息配置为环境变量。
+  ```bash
+  export APIFY_API_TOKEN="YOUR-APIFY-TOKEN"
+  export OPENAI_API_KEY="YOUR-OPENAI-API-KEY"
+  export OPENGAUSS_HOST="your-db-host"
+  export OPENGAUSS_PORT="your-db-port"
+  export OPENGAUSS_USER="your-db-user"
+  export OPENGAUSS_PASSWORD="your-db-password"
+  export OPENGAUSS_DBNAME="your-db-name"
+  export OPENGAUSS_TABLE_NAME="opengauss_docs"
+  ```
+
+**Python 环境**：安装必要的库。
+```bash
+pip install apify-client langchain-core langchain-opengauss langchain-openai
+```
+
+## **数据采集 - 使用 Apify 网站内容爬虫**
+
+这是 RAG 流程的第一步：获取知识。我们使用 Apify 预构建的 `website-content-crawler` Actor 来抓取 openGauss 官网的内容。
+
+```python
+import os
+from apify_client import ApifyClient
+
+# ... [环境变量加载] ...
+
+client = ApifyClient(APIFY_API_TOKEN)
+
+print("Starting Apify's Website Content Crawler")
+print("Crawling will take some time")
+
+# 调用 Actor 开始抓取
+actor_call = client.actor(actor_id="apify/website-content-crawler").call(
+    run_input={
+        "maxCrawlPages": 10,
+        "startUrls": [{"url": "https://opengauss.org/"}]
+    }
+)
+
+print("Actor website content crawler has finished")
+print(actor_call)
+```
+
+website-content-crawler的爬取行为可以通过run_input进行定制，我们选择爬取openGauss的主页。为了方便演示，设置最大爬取页数为10。等待actor爬取完成。
+
+```bash
+2025-09-22T13:16:41.429Z INFO  PlaywrightCrawler: Finished! Total 9 requests: 9 succeeded, 0 failed. 
+```
+
+
+## **数据处理与入库 - 使用 Apify openGauss 集成 Actor**
+
+现在我们有了原始的网页数据，下一步是将其处理并存入 openGauss 向量数据库。这正是 `opengauss-integration` Actor 的用武之地。它会自动完成**分块 (Chunking)、向量化 (Embedding) 和存储 (Storing)** 这一系列繁琐的工作。
+
+首先配置 openGauss 数据库的参数，并设置我们需要的字段以及分块、向量化等参数，所有参数信息可以参考[actor详情页](https://apify.com/wyswyz/opengauss-integration)
+
+```python
+# 准备 openGauss 集成 Actor 的输入参数
+opengauss_integration_inputs = {
+    # 数据库连接信息
+    "opengaussHost": OPENGAUSS_HOST,
+    "opengaussPort": OPENGAUSS_PORT,
+    "opengaussUser": OPENGAUSS_USER,
+    "opengaussPassword": OPENGAUSS_PASSWORD,
+    "opengaussDBname": OPENGAUSS_DBNAME,
+    "opengaussTableName": OPENGAUSS_TABLE_NAME,
+
+    # 数据源和处理配置
+    "datasetId": actor_call["defaultDatasetId"],
+    "datasetFields": ["text"], 
+    "performChunking": True, 
+    "chunkSize": 2000,
+    "chunkOverlap": 200,
+
+    # 向量化配置
+    "embeddingsProvider": "OpenAI",
+    "embeddingsApiKey": OPENAI_API_KEY,
+    "embeddingsConfig": {
+        "model": "text-embedding-3-small",
+    },
+    
+    # 其他可选配置
+    "deltaUpdatesPrimaryDatasetFields": ["url"],
+    "expiredObjectDeletionPeriodDays": 7,
+}
+```
+
+接下来我们调用`wyswyz/opengauss-integration`将数据存储到openGauss数据库中
+
+```python
+print("Starting Apify's OpenGauss Integration")
+# 调用 openGauss 集成 Actor
+actor_call = client.actor("wyswyz/opengauss-integration").call(run_input=opengauss_integration_inputs)
+print("Apify's OpenGauss Integration has finished")
+print(actor_call)
+```
+当这个 Actor 运行完毕后，您的 openGauss 数据库中指定的表（`opengauss_docs`）就已经包含了处理好的知识数据和对应的向量。
+
+## **构建 RAG 应用 - 使用 LangChain 进行问答**
+
+现在我们的知识库已经准备就绪，可以使用 LangChain 来构建一个问答应用了。
+
+```python
+from langchain_core.output_parsers import StrOutputParser
+from langchain_core.prompts import PromptTemplate
+from langchain_core.runnables import RunnablePassthrough
+from langchain_opengauss import OpenGauss, OpenGaussSettings
+from langchain_openai import ChatOpenAI, OpenAIEmbeddings
+
+# ... [接上文] ...
+
+print("Question answering using OpenGauss database")
+
+# 1. 配置 openGauss 连接
+embeddings = OpenAIEmbeddings(model="text-embedding-3-small")
+config = OpenGaussSettings(
+    host=OPENGAUSS_HOST,
+    port=OPENGAUSS_PORT,
+    user=OPENGAUSS_USER,
+    password=OPENGAUSS_PASSWORD,
+    database=OPENGAUSS_DBNAME,
+    table_name=OPENGAUSS_TABLE_NAME,
+    embedding_dimension=384,
+    index_type="HNSW",
+    distance_strategy="cosine",
+)
+# 初始化 LangChain 的 openGauss 向量存储
+vector_store = OpenGauss(embedding=embeddings, config=config)
+
+# 2. 定义 Prompt 模板
+prompt = PromptTemplate(
+    input_variables=["context", "question"],
+    template="Use the following pieces of retrieved context to answer the question. If you don't know the answer, "
+    "just say that you don't know. \nQuestion: {question} \nContext: {context} \nAnswer:",
+)
+
+# 3. 定义文档格式化函数
+def format_docs(docs):
+    return "\n\n".join(doc.page_content for doc in docs)
+
+# 4. 构建 RAG 链 (Chain)
+rag_chain = (
+    {
+        "context": vector_store.as_retriever() | format_docs,
+        "question": RunnablePassthrough(),
+    }
+    | prompt
+    | ChatOpenAI(model="gpt-5-mini", temperature=1)
+    | StrOutputParser()
+)
+
+# 5. 提问与回答
+question = "什么是openGauss？"
+
+print("Question:", question)
+print("Answer:", rag_chain.invoke(question))
+```
+
+结果如下
+```bash
+Question: 什么是openGauss？
+Answer: openGauss 是一个开源数据库及其社区（即 openGauss 社区）。该项目面向企业级应用，倡导开源开放、社区协作，提供完善的技术文档和实践案例（如资源池化、告警机制、容灾集群、一主两备部署、线程池与 RDMA 指导、在 openEuler 上安装、与 OpenStack 集成等），并通过 meetup 等线下/线上活动推动生态繁荣。
+```
+
+# 总结
+
+通过本教程，我们利用 Apify 和 openGauss 成功构建了一个从数据采集到智能问答的端到端 RAG 应用。
+
+此集成支持增量更新，仅更新已更改的数据。这种方法减少了不必要的嵌入计算和存储操作，使其适用于搜索和检索增强生成。
+
+更多有关 Apify-openGauss 集成的信息，请参考集成[README文件](https://apify.com/wyswyz/opengauss-integration)。
\ No newline at end of file
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/.dockerignore b/Apify-Opengauss-Integration/apify-opengauss-integration/.dockerignore
new file mode 100644
index 000000000..defb34991
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/.dockerignore
@@ -0,0 +1,18 @@
+# Files and folders to ignore during Docker build
+.env/
+.env.example
+
+# Git
+.git
+.gitignore
+
+# Docker
+.docker
+
+# Python
+.pytest_cache
+.idea
+.mypy_cache
+
+# mono-repo
+code/.venv
\ No newline at end of file
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/.gitignore b/Apify-Opengauss-Integration/apify-opengauss-integration/.gitignore
new file mode 100644
index 000000000..b7faf403d
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/.gitignore
@@ -0,0 +1,207 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[codz]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py.cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# UV
+#   Similar to Pipfile.lock, it is generally recommended to include uv.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#uv.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+#poetry.toml
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#   pdm recommends including project-wide configuration in pdm.toml, but excluding .pdm-python.
+#   https://pdm-project.org/en/latest/usage/project/#working-with-version-control
+#pdm.lock
+#pdm.toml
+.pdm-python
+.pdm-build/
+
+# pixi
+#   Similar to Pipfile.lock, it is generally recommended to include pixi.lock in version control.
+#pixi.lock
+#   Pixi creates a virtual environment in the .pixi directory, just like venv module creates one
+#   in the .venv directory. It is recommended not to include this directory in version control.
+.pixi
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.envrc
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+
+# Abstra
+# Abstra is an AI-powered process automation framework.
+# Ignore directories containing user credentials, local state, and settings.
+# Learn more at https://abstra.io/docs
+.abstra/
+
+# Visual Studio Code
+#  Visual Studio Code specific template is maintained in a separate VisualStudioCode.gitignore 
+#  that can be found at https://github.com/github/gitignore/blob/main/Global/VisualStudioCode.gitignore
+#  and can be added to the global gitignore or merged into this file. However, if you prefer, 
+#  you could uncomment the following to ignore the entire vscode folder
+# .vscode/
+
+# Ruff stuff:
+.ruff_cache/
+
+# PyPI configuration file
+.pypirc
+
+# Cursor
+#  Cursor is an AI-powered code editor. `.cursorignore` specifies files/directories to
+#  exclude from AI features like autocomplete and code analysis. Recommended for sensitive data
+#  refer to https://docs.cursor.com/context/ignore-files
+.cursorignore
+.cursorindexingignore
+
+# Marimo
+marimo/_static/
+marimo/_lsp/
+__marimo__/
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/.pre-commit-config.yaml b/Apify-Opengauss-Integration/apify-opengauss-integration/.pre-commit-config.yaml
new file mode 100644
index 000000000..42a00dd6d
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/.pre-commit-config.yaml
@@ -0,0 +1,14 @@
+repos:
+  - repo: local
+    hooks:
+      - id: lint
+        name: Lint codebase
+        entry: make lint
+        language: system
+        pass_filenames: false
+
+      - id: type-check
+        name: Type-check codebase
+        entry: make type-check
+        language: system
+        pass_filenames: false
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/LICENSE b/Apify-Opengauss-Integration/apify-opengauss-integration/LICENSE
new file mode 100644
index 000000000..261eeb9e9
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/LICENSE
@@ -0,0 +1,201 @@
+                                 Apache License
+                           Version 2.0, January 2004
+                        http://www.apache.org/licenses/
+
+   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
+
+   1. Definitions.
+
+      "License" shall mean the terms and conditions for use, reproduction,
+      and distribution as defined by Sections 1 through 9 of this document.
+
+      "Licensor" shall mean the copyright owner or entity authorized by
+      the copyright owner that is granting the License.
+
+      "Legal Entity" shall mean the union of the acting entity and all
+      other entities that control, are controlled by, or are under common
+      control with that entity. For the purposes of this definition,
+      "control" means (i) the power, direct or indirect, to cause the
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diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/Makefile b/Apify-Opengauss-Integration/apify-opengauss-integration/Makefile
new file mode 100644
index 000000000..905364356
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/Makefile
@@ -0,0 +1,37 @@
+.PHONY: clean install-dev lint type-check check-code format
+
+DIRS_WITH_CODE = code
+DIRS_WITH_ACTORS = actors
+
+clean:
+	rm -rf .venv .mypy_cache .pytest_cache .ruff_cache __pycache__
+
+install-dev:
+	cd $(DIRS_WITH_CODE) && pip install --upgrade pip poetry && poetry install --with main,dev,opengauss && poetry run pre-commit install && cd ..
+
+lint:
+	poetry run -C $(DIRS_WITH_CODE) ruff check
+
+type-check:
+	poetry run -C $(DIRS_WITH_CODE) mypy
+
+check-code: lint type-check
+
+format:
+	poetry run -C $(DIRS_WITH_CODE) ruff check --fix
+	poetry run -C $(DIRS_WITH_CODE) ruff format
+
+pydantic-model:
+	datamodel-codegen --input $(DIRS_WITH_ACTORS)/opengauss/.actor/input_schema.json --output $(DIRS_WITH_CODE)/src/models/opengauss_input_model.py  --input-file-type jsonschema  --field-constraints  --enum-field-as-literal all
+
+
+# Integration tests are marked with @pytest.mark.integration_test
+# You will require all databased running to run these tests.
+# Check docker-compose.yml for the list of databases.
+test-integration:
+	poetry run -C $(DIRS_WITH_CODE) pytest --with-integration
+
+test-unit:
+	poetry run -C $(DIRS_WITH_CODE) pytest
+
+test: test-unit test-integration
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/README.md b/Apify-Opengauss-Integration/apify-opengauss-integration/README.md
new file mode 100644
index 000000000..3f7d86522
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/README.md
@@ -0,0 +1,28 @@
+# Apify Actor for OpenGauss Integrations
+
+This project was inspired by and derived from the official `apify/actor-vector-database-integrations` repository. Special thanks to the Apify team for their foundational work.
+
+| Actor                       | Actor badge |
+|-----------------------------|---------------------|
+| [OpenGauss](https://opengauss.org/) | [![Opengauss integration](https://apify.com/actor-badge?actor=wyswyz/opengauss-integration)](https://apify.com/wyswyz/opengauss-integration) |
+
+#### Vector database integrations (Actors)
+
+The Apify Vector Database Integrations facilitate the transfer of data from Apify Actors to  openGauss vector database. 
+This process includes data processing, optional splitting into chunks, embedding computation, and data storage
+
+These integrations support incremental updates, ensuring that only changed data is updated. 
+This reduces unnecessary embedding computation and storage operations, making it ideal for search and retrieval augmented generation (RAG) use cases.
+
+## How does it work?
+
+1. Retrieve a dataset as output from an Actor.
+2. _[Optional]_ Split text data into chunks using [langchain](https://python.langchain.com).
+3. _[Optional]_ Update only changed data.
+4. Compute embeddings, e.g. using [OpenAI](https://platform.openai.com/docs/guides/embeddings) or [Cohere](https://cohere.com/embeddings).
+5. Save data into the database.
+
+## Supported Vector Embeddings
+
+- [OpenAI](https://platform.openai.com/docs/guides/embeddings)
+- [Cohere](https://cohere.com/embeddings)
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/actors/opengauss/.actor/actor.json b/Apify-Opengauss-Integration/apify-opengauss-integration/actors/opengauss/.actor/actor.json
new file mode 100644
index 000000000..2dd2901a7
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/actors/opengauss/.actor/actor.json
@@ -0,0 +1,15 @@
+{
+	"actorSpecification": 1,
+	"name": "opengauss-integration",
+	"title": "openGauss Integration",
+	"description": "Upload a dataset to openGauss",
+	"version": "0.0",
+	"input": "./input_schema.json",
+	"dockerfile": "../../../shared/Dockerfile",
+	"readme": "./README.md",
+	"changelog":"../../../shared/CHANGELOG.md",
+	"storages": {
+		"dataset": "../../../shared/dataset_schema.json"
+	},
+	"dockerContextDir": "../../.."
+}
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/actors/opengauss/.actor/input_schema.json b/Apify-Opengauss-Integration/apify-opengauss-integration/actors/opengauss/.actor/input_schema.json
new file mode 100644
index 000000000..b6b5ece6c
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/actors/opengauss/.actor/input_schema.json
@@ -0,0 +1,180 @@
+{
+  "title": "openGauss-integration",
+  "type": "object",
+  "schemaVersion": 1,
+  "properties": {
+    "opengaussHost": {
+      "title": "openGauss Host",
+      "type": "string",
+      "description": "The Host of openGauss",
+      "editor": "textfield"
+    },
+    "opengaussPort": {
+      "title": "openGauss Port",
+      "type": "string",
+      "description": "The Port of openGauss",
+      "editor": "textfield"
+    },
+    "opengaussUser": {
+      "title": "openGauss User",
+      "type": "string",
+      "description": "The User of openGauss",
+      "editor": "textfield"
+    },
+    "opengaussPassword": {
+      "title": "openGauss Password",
+      "type": "string",
+      "description": "The Password of openGauss",
+      "editor": "textfield"
+    },
+    "opengaussDBname": {
+      "title": "openGauss DBname",
+      "type": "string",
+      "description": "The DBname of openGauss",
+      "editor": "textfield"
+    },
+    "opengaussTableName": {
+      "title": "openGauss SQL table name",
+      "type": "string",
+      "description": "The name of the table to use",
+      "editor": "textfield"
+    },
+    "embeddingsProvider": {
+      "title": "Embeddings provider (as defined in the langchain API)",
+      "description": "Choose the embeddings provider to use for generating embeddings",
+      "type": "string",
+      "editor": "select",
+      "enum": ["OpenAI", "Cohere"],
+      "default": "OpenAI",
+      "sectionCaption": "Embeddings settings"
+    },
+    "embeddingsConfig": {
+      "title": "Configuration for embeddings provider",
+      "description": "Configure the parameters for the LangChain embedding class. Key points to consider:\n\n1. Typically, you only need to specify the model name. For example, for OpenAI, set the model name as {\"model\": \"text-embedding-3-small\"}.\n\n2. It's required to ensure that the vector size of your embeddings matches the size of embeddings in the database.\n\n3. Here are examples of embedding models:\n   - [OpenAI](https://platform.openai.com/docs/guides/embeddings): `text-embedding-3-small`, `text-embedding-3-large`, etc.\n   - [Cohere](https://docs.cohere.com/docs/cohere-embed): `embed-english-v3.0`, `embed-multilingual-light-v3.0`, etc.\n\n4. For more details about other parameters, refer to the [LangChain documentation](https://python.langchain.com/docs/integrations/text_embedding/).",
+      "type": "object",
+      "editor": "json"
+    },
+    "embeddingsApiKey": {
+      "title": "Embeddings API KEY (whenever applicable, depends on provider)",
+      "description": "Value of the API KEY for the embeddings provider (if required).\n\n For example for OpenAI it is OPENAI_API_KEY, for Cohere it is COHERE_API_KEY)",
+      "type": "string",
+      "editor": "textfield",
+      "isSecret": true
+    },
+    "datasetFields": {
+      "title": "Dataset fields to select from the dataset results and store in the database",
+      "type": "array",
+      "description": "This array specifies the dataset fields to be selected and stored in the vector store. Only the fields listed here will be included in the vector store.\n\nFor instance, when using the Website Content Crawler, you might choose to include fields such as `text`, `url`, and `metadata.title` in the vector store.",
+      "default": ["text"],
+      "prefill": ["text"],
+      "editor": "stringList",
+      "sectionCaption": "Dataset settings"
+    },
+    "metadataDatasetFields": {
+      "title": "Dataset fields to select from the dataset and store as metadata in the database",
+      "type": "object",
+      "description": "A list of dataset fields which should be selected from the dataset and stored as metadata in the vector stores.\n\nFor example, when using the Website Content Crawler, you might want to store `url` in metadata. In this case, use `metadataDatasetFields parameter as follows {\"url\": \"url\"}`",
+      "editor": "json"
+    },
+    "metadataObject": {
+      "title": "Custom object to be stored as metadata in the vector store database",
+      "type": "object",
+      "description": "This object allows you to store custom metadata for every item in the vector store.\n\nFor example, if you want to store the `domain` as metadata, use the `metadataObject` like this: {\"domain\": \"apify.com\"}.",
+      "editor": "json"
+    },
+    "datasetId": {
+      "title": "Dataset ID",
+      "type": "string",
+      "description": "Dataset ID (when running standalone without integration)",
+      "editor": "textfield"
+    },
+    "dataUpdatesStrategy": {
+      "title": "Update strategy (add, upsert, deltaUpdates (default))",
+      "description": "Choose the update strategy for the integration. The update strategy determines how the integration updates the data in the database.\n\nThe available options are:\n\n- **Add data** (`add`):\n  - Always adds new records to the database.\n  - No checks for existing records or updates are performed.\n  - Useful when appending data without concern for duplicates.\n\n- **Upsert data** (`upsert`):\n  - Updates existing records if they match a key or identifier.\n  - Inserts new records into the database if they don't already exist.\n  - Ideal for ensuring the database contains the most up-to-date data, avoiding duplicates.\n\n- **Update changed data based on deltas** (`deltaUpdates`):\n  - Performs incremental updates by identifying differences (deltas) between the new dataset and the existing records.\n  - Only adds new records and updates those that have changed.\n  - Unchanged records are left untouched.\n  - Maximizes efficiency by reducing unnecessary updates.\n\nSelect the strategy that best fits your use case.",
+      "type": "string",
+      "editor": "select",
+      "enum": ["add", "upsert", "deltaUpdates"],
+      "default": "deltaUpdates",
+      "prefill": "deltaUpdates",
+      "sectionCaption": "Data updates settings"
+    },
+    "dataUpdatesPrimaryDatasetFields": {
+      "title": "Dataset fields to uniquely identify dataset items (only relevant when dataUpdatesStrategy is `upsert` or `deltaUpdates`)",
+      "type": "array",
+      "description": "This array contains fields that are used to uniquely identify dataset items, which helps to handle content changes across different runs.\n\nFor instance, in a web content crawling scenario, the `url` field could serve as a unique identifier for each item.",
+      "editor": "stringList",
+      "default": [
+        "url"
+      ],
+      "prefill": [
+        "url"
+      ]
+    },
+    "enableDeltaUpdates": {
+      "title": "Enable incremental updates for objects based on deltas (deprecated)",
+      "type": "boolean",
+      "description": "When set to true, this setting enables incremental updates for objects in the database by comparing the changes (deltas) between the crawled dataset items and the existing objects, uniquely identified by the `datasetKeysToItemId` field.\n\n The integration will only add new objects and update those that have changed, reducing unnecessary updates. The `datasetFields`, `metadataDatasetFields`, and `metadataObject` fields are used to determine the changes.",
+      "default": true,
+      "editor": "hidden"
+    },
+    "deltaUpdatesPrimaryDatasetFields": {
+      "title": "Dataset fields to uniquely identify dataset items (only relevant when `enableDeltaUpdates` is enabled) (deprecated)",
+      "type": "array",
+      "description": "This array contains fields that are used to uniquely identify dataset items, which helps to handle content changes across different runs.\n\nFor instance, in a web content crawling scenario, the `url` field could serve as a unique identifier for each item.",
+      "editor": "hidden",
+      "default": [
+        "url"
+      ],
+      "prefill": [
+        "url"
+      ]
+    },
+    "deleteExpiredObjects": {
+      "title": "Delete expired objects from the database",
+      "type": "boolean",
+      "description": "When set to true, delete objects from the database that have not been crawled for a specified period.",
+      "default": true
+    },
+    "expiredObjectDeletionPeriodDays": {
+      "title": "Delete expired objects from the database after a specified number of days",
+      "type": "integer",
+      "description": "This setting allows the integration to manage the deletion of objects from the database that have not been crawled for a specified period. It is typically used in subsequent runs after the initial crawl.\n\nWhen the value is greater than 0, the integration checks if objects have been seen within the last X days (determined by the expiration period). If the objects are expired, they are deleted from the database. The specific value for `deletedExpiredObjectsDays` depends on your use case and how frequently you crawl data.\n\nFor example, if you crawl data daily, you can set `deletedExpiredObjectsDays` to 7 days. If you crawl data weekly, you can set `deletedExpiredObjectsDays` to 30 days.",
+      "default": 30,
+      "minimum": 0,
+      "unit": "days",
+      "editor": "number"
+    },
+    "performChunking": {
+      "title": "Enable text chunking",
+      "description": "When set to true, the text will be divided into smaller chunks based on the settings provided below. Proper chunking helps optimize retrieval and ensures accurate and efficient responses.",
+      "default": true,
+      "type": "boolean",
+      "sectionCaption": "Text chunking settings"
+    },
+    "chunkSize": {
+      "title": "Maximum chunk size",
+      "type": "integer",
+      "description": "Defines the maximum number of characters in each text chunk. Choosing the right size balances between detailed context and system performance. Optimal sizes ensure high relevancy and minimal response time.",
+      "default": 2000,
+      "minimum": 1
+    },
+    "chunkOverlap": {
+      "title": "Chunk overlap",
+      "type": "integer",
+      "description": "Specifies the number of overlapping characters between consecutive text chunks. Adjusting this helps maintain context across chunks, which is crucial for accuracy in retrieval-augmented generation systems.",
+      "default": 0,
+      "minimum": 0
+    }
+  },
+  "required": [
+    "opengaussHost",
+    "opengaussPort",
+    "opengaussUser",
+    "opengaussPassword",
+    "opengaussDBname",
+    "opengaussTableName",
+    "embeddingsProvider",
+    "embeddingsApiKey",
+    "datasetFields"
+  ]
+}
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/actors/opengauss/README.md b/Apify-Opengauss-Integration/apify-opengauss-integration/actors/opengauss/README.md
new file mode 100644
index 000000000..4ef5b8412
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/actors/opengauss/README.md
@@ -0,0 +1,248 @@
+# openGauss integration
+
+The Apify openGauss integration transfers selected data from Apify Actors to a [openGauss](https://opengauss.org/) database. 
+It processes the data, optionally splits it into chunks, computes embeddings, and saves them to openGauss.
+
+This integration supports incremental updates, updating only the data that has changed. 
+This approach reduces unnecessary embedding computation and storage operations, making it suitable for search and retrieval augmented generation (RAG) use cases.
+
+💡 **Note**: This Actor is meant to be used together with other Actors' integration sections.
+For instance, if you are using the [Website Content Crawler](https://apify.com/apify/website-content-crawler), you can activate openGauss integration to save web data as vectors to openGauss.
+
+## 📋 How does Apify-openGauss integration work?
+
+Apify openGauss integration computes text embeddings and store them in openGauss. 
+It uses [LangChain](https://www.langchain.com/) to compute embeddings and interact with [openGauss](https://opengauss.org/).
+
+1. Retrieve a dataset as output from an Actor
+2. _[Optional]_ Split text data into chunks using `langchain`'s `RecursiveCharacterTextSplitter`
+   (enable/disable using `performChunking` and specify `chunkSize`, `chunkOverlap`)
+3. _[Optional]_ Update only changed data (select `dataUpdatesStrategy`)
+4. Compute embeddings, e.g. using `OpenAI` or `Cohere` (specify `embeddings` and `embeddingsConfig`)
+5. Save data into the database
+
+## ✅ Before you start
+
+To utilize this integration, ensure you have:
+
+- Created or existing `openGauss` database. You need to know `opengaussHost`, `opengaussPort`, `opengaussUser`, `opengaussPassword`, `opengaussDBName`and `opengaussTableName`.
+- An account to compute embeddings using one of the providers, e.g., [OpenAI](https://platform.openai.com/docs/guides/embeddings) or [Cohere](https://docs.cohere.com/docs/cohere-embed).
+
+## 👉 Examples
+
+The configuration consists of three parts: openGauss, embeddings provider, and data.
+
+Ensure that the vector size of your embeddings aligns with the configuration of your openGauss. 
+For instance, if you're using the `text-embedding-3-small` model from `OpenAI`, it generates vectors of size `1536`. 
+This means your openGauss vector should also be configured to accommodate vectors of the same size, `1536` in this case.
+
+For detailed input information refer to the [Input page]().
+
+#### Database: openGauss
+
+```json
+{
+  "opengaussHost": "YOUR-opengaussHost",
+  "opengaussPort": "YOUR-opengaussPort",
+  "opengaussUser": "YOUR-opengaussUser",
+  "opengaussPassword": "YOUR-opengaussPassword",
+  "opengaussDBname": "YOUR-opengaussDBname",
+  "opengaussTableName": "apif_collection"
+}
+```
+
+#### Embeddings provider: OpenAI
+
+```json 
+{
+  "embeddingsProvider": "OpenAIEmbeddings",
+  "embeddingsApiKey": "YOUR-OPENAI-API-KEY",
+  "embeddingsConfig": {"model":  "text-embedding-3-large"}
+}
+```
+
+### Save data from Website Content Crawler to openGauss
+
+Data is transferred in the form of a dataset from [Website Content Crawler](https://apify.com/apify/website-content-crawler), which provides a dataset with the following output fields (truncated for brevity):
+
+```json
+{
+  "url": "https://www.apify.com",
+  "text": "Apify is a platform that enables developers to build, run, and share automation tasks.",
+  "metadata": {"title": "Apify"}
+}
+```
+
+This dataset is then processed by the openGauss integration. 
+In the integration settings you need to specify which fields you want to save to openGauss, e.g., `["text"]` and which of them should be used as metadata, e.g., `{"title": "metadata.title"}`.
+Without any other configuration, the data is saved to openGauss as is.
+
+
+```json
+{
+  "datasetFields": ["text"],
+  "metadataDatasetFields": {"title": "metadata.title"}
+}
+```
+
+### Create chunks from Website Content Crawler data and save them to the database
+
+Assume that the text data from the [Website Content Crawler](https://apify.com/apify/website-content-crawler) is too long to compute embeddings. 
+Therefore, we need to divide the data into smaller pieces called chunks. 
+We can leverage LangChain's `RecursiveCharacterTextSplitter` to split the text into chunks and save them into a database.
+The parameters `chunkSize` and `chunkOverlap` are important. 
+The settings depend on your use case where a proper chunking helps optimize retrieval and ensures accurate responses.
+
+```json
+{
+  "datasetFields": ["text"],
+  "metadataDatasetFields": {"title": "metadata.title"},
+  "performChunking": true,
+  "chunkSize": 1000,
+  "chunkOverlap": 0
+}
+```
+
+### Configure update strategy
+
+To control how the integration updates data in the database, use the `dataUpdatesStrategy` parameter. This parameter allows you to choose between different update strategies based on your use case, such as adding new data, upserting records, or incrementally updating records based on changes (deltas). Below are the available strategies and explanations for when to use each:
+
+- **Add data (`add`)**:
+  - Appends new data to the database without checking for duplicates or updating existing records.
+  - Suitable for cases where deduplication or updates are unnecessary, and the data simply needs to be added.
+  - For example, you might use this strategy to continually append data from independent crawls without regard for overlaps.
+
+- **Upsert data (`upsert`)**:
+  - Delete existing records in the database if they match a key or identifier and inserts new records.
+  - Ideal when you want to maintain accurate and up-to-date data while avoiding duplication.
+  - For instance, this is useful in cases where unique items (such as user profiles or documents) need to be managed, ensuring the database reflects the latest changes.
+  - Check the `dataUpdatesPrimaryDatasetFields` parameter to specify which fields are used to uniquely identify each dataset item.
+
+- **Delta updates (`deltaUpdates`)**:
+  - Incrementally updates records by identifying differences (deltas) between the new dataset and the existing database records.
+  - Ensures only new or modified records are processed, leaving unchanged records untouched. This minimizes unnecessary database operations and improves efficiency.
+  - This is the most efficient strategy when integrating data that evolves over time, such as website content or recurring crawls.
+  - Check the `dataUpdatesPrimaryDatasetFields` parameter to specify which fields are used to uniquely identify each dataset item.
+
+
+### Incrementally update database from the Website Content Crawler
+
+To incrementally update data from the [Website Content Crawler](https://apify.com/apify/website-content-crawler) to database, configure the integration to update only the changed or new data.
+This is controlled by the `dataUpdatesStrategy` setting.
+This way, the integration minimizes unnecessary updates and ensures that only new or modified data is processed.
+
+A checksum is computed for each dataset item (together with all metadata) and stored in the database alongside the vectors.
+When the data is re-crawled, the checksum is recomputed and compared with the stored checksum.
+If the checksum is different, the old data (including vectors) is deleted and new data is saved.
+Otherwise, only the `last_seen_at` metadata field is updated to indicate when the data was last seen.
+
+#### Provide unique identifier for each dataset item
+
+To incrementally update the data, you need to be able to uniquely identify each dataset item.
+The variable `dataUpdatesPrimaryDatasetFields` specifies which fields are used to uniquely identify each dataset item and helps track content changes across different crawls.
+For instance, when working with the Website Content Crawler, you can use the URL as a unique identifier.
+
+```json
+{
+  "dataUpdatesStrategy": "deltaUpdates",
+  "dataUpdatePrimaryDatasetFields": ["url"]
+}
+```
+
+To fully maximize the potential of incremental data updates, it is recommended to start with an empty database. 
+While it is possible to use this feature with an existing database, records that were not originally saved using a prefix or metadata will not be updated.
+
+### Delete outdated (expired) data
+
+The integration can delete data from the database that hasn't been crawled for a specified period, which is useful when data becomes outdated, such as when a page is removed from a website.
+
+The deletion feature can be enabled or disabled using the `deleteExpiredObjects` setting.
+
+For each crawl, the `last_seen_at` metadata field is created or updated.
+This field records the most recent time the data object was crawled.
+The `expiredObjectDeletionPeriodDays` setting is used to control number of days since the last crawl, after which the data object is considered expired.
+If a database object has not been seen for more than the `expiredObjectDeletionPeriodDays`, it will be deleted automatically.
+
+The specific value of `expiredObjectDeletionPeriodDays` depends on your use case. 
+
+- If a website is crawled daily, `expiredObjectDeletionPeriodDays` can be set to 7. 
+- If you crawl weekly, it can be set to 30.
+
+To disable this feature, set `deleteExpiredObjects` to `false`.
+
+```json
+{
+  "deleteExpiredObjects": true,
+  "expiredObjectDeletionPeriodDays": 30
+}
+```
+
+💡 If you are using multiple Actors to update the same database, ensure that all Actors crawl the data at the same frequency. 
+Otherwise, data crawled by one Actor might expire due to inconsistent crawling schedules.
+
+
+## 💾 Outputs
+
+This integration will save the selected fields from your Actor to openGauss.
+
+## 🔢 Example configuration
+
+#### Full Input Example for Website Content Crawler Actor with openGauss integration
+
+```json
+{
+  "opengaussHost": "YOUR-opengaussHost",
+  "opengaussPort": "YOUR-opengaussPort",
+  "opengaussUser": "YOUR-opengaussUser",
+  "opengaussPassword": "YOUR-opengaussPassword",
+  "opengaussDBname": "YOUR-opengaussDBname",
+  "opengaussTableName": "apif_collection",
+  "embeddingsApiKey": "YOUR-OPENAI-API-KEY",
+  "embeddingsConfig": {
+    "model": "text-embedding-3-small"
+  },
+  "embeddingsProvider": "OpenAI",
+  "datasetFields": [
+    "text"
+  ],
+  "dataUpdatesStrategy": "deltaUpdates",
+  "dataUpdatePrimaryDatasetFields": ["url"],
+  "expiredObjectDeletionPeriodDays": 7,
+  "performChunking": true,
+  "chunkSize": 2000,
+  "chunkOverlap": 200
+}
+```
+
+#### openGauss
+
+```json
+{
+  "opengaussHost": "YOUR-opengaussHost",
+  "opengaussPort": "YOUR-opengaussPort",
+  "opengaussUser": "YOUR-opengaussUser",
+  "opengaussPassword": "YOUR-opengaussPassword",
+  "opengaussDBname": "YOUR-opengaussDBname",
+  "opengaussTableName": "apif_collection"
+}
+```
+
+#### OpenAI embeddings
+
+```json 
+{
+  "embeddingsApiKey": "YOUR-OPENAI-API-KEY",
+  "embeddings": "OpenAI",
+  "embeddingsConfig": {"model":  "text-embedding-3-large"}
+}
+```
+
+#### Cohere embeddings
+
+```json 
+{
+  "embeddingsApiKey": "YOUR-COHERE-API-KEY",
+  "embeddings": "Cohere",
+  "embeddingsConfig": {"model":  "embed-multilingual-v3.0"}
+}
+```
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/.dockerignore b/Apify-Opengauss-Integration/apify-opengauss-integration/code/.dockerignore
new file mode 100644
index 000000000..9bf841b7a
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/.dockerignore
@@ -0,0 +1,18 @@
+# IDE configurations
+.idea
+.vscode
+
+# crawlee and apify storage folders
+apify_storage
+crawlee_storage
+storage
+
+# python related
+__pycache__
+.mypy_cache
+.pytest_cache
+.coverage
+.venv
+
+# git folder
+.git
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/.editorconfig b/Apify-Opengauss-Integration/apify-opengauss-integration/code/.editorconfig
new file mode 100644
index 000000000..d819c6508
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/.editorconfig
@@ -0,0 +1,15 @@
+root = true
+
+[*]
+indent_style = space
+indent_size = 4
+charset = utf-8
+trim_trailing_whitespace = true
+insert_final_newline = true
+end_of_line = lf
+
+[Makefile]
+indent_style = tab
+
+[{*.yaml, *.yml, *.toml, *.ini, *.cfg}]
+indent_size = 2
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/.env.example b/Apify-Opengauss-Integration/apify-opengauss-integration/code/.env.example
new file mode 100644
index 000000000..1fa560295
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/.env.example
@@ -0,0 +1,9 @@
+APIFY_API_TOKEN=
+OPENAI_API_KEY=
+
+# openGauss
+OPENGAUSS_HOST=
+OPENGAUSS_PORT=
+OPENGAUSS_USER=
+OPENGAUSS_PASSWORD=
+OPENGAUSS_DBNAME=
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/.gitignore b/Apify-Opengauss-Integration/apify-opengauss-integration/code/.gitignore
new file mode 100644
index 000000000..70bf5eab2
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/.gitignore
@@ -0,0 +1,32 @@
+# This file tells Git which files shouldn't be added to source control
+
+.idea
+.DS_Store
+.vscode
+
+apify_storage
+storage
+
+.venv/
+.env/
+__pypackages__
+dist/
+build/
+*.egg-info/
+*.egg
+
+__pycache__
+
+.mypy_cache
+.dmypy.json
+dmypy.json
+.pytest_cache
+.ruff_cache
+
+.scrapy
+*.log
+
+# Added by Apify CLI
+node_modules
+.venv
+.env
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/poetry.lock b/Apify-Opengauss-Integration/apify-opengauss-integration/code/poetry.lock
new file mode 100644
index 000000000..c89860573
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/poetry.lock
@@ -0,0 +1,4434 @@
+# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
+
+[[package]]
+name = "aiohttp"
+version = "3.9.5"
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+optional = false
+python-versions = ">=3.8"
+groups = ["main", "opengauss"]
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+]
+
+[package.extras]
+cffi = ["cffi (>=1.17) ; python_version >= \"3.13\" and platform_python_implementation != \"PyPy\""]
+
+[metadata]
+lock-version = "2.1"
+python-versions = ">=3.11,<3.12"
+content-hash = "5bcc7748038a9078809c9c5a50edddb18ec63790757a84af0300acd30cf5ac8b"
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/poetry.toml b/Apify-Opengauss-Integration/apify-opengauss-integration/code/poetry.toml
new file mode 100644
index 000000000..39fe2a2c5
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/poetry.toml
@@ -0,0 +1,4 @@
+cache-dir = "/tmp/.poetry-cache"
+
+[virtualenvs]
+in-project = true
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/pyproject.toml b/Apify-Opengauss-Integration/apify-opengauss-integration/code/pyproject.toml
new file mode 100644
index 000000000..1d5143982
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/pyproject.toml
@@ -0,0 +1,129 @@
+[tool.poetry]
+# These fields are not used by Apify, fill configs in .actor/ instead
+authors = ["jiri.spilka@apify.com"]
+description = ""
+name = "store-vector-db"
+readme = "README.md"
+version = "0.1.5"
+package-mode = false
+
+[tool.poetry.dependencies]
+apify = "^2.7.3"
+apify-client = "^1.12.2"
+backoff = "^2.2.1"
+langchain-cohere = "^0.3.0"
+langchain-community = "^0.3.0"
+langchain-core = "0.3.70"
+langchain-openai = "^0.2.0"
+openai = "^1.17.0"
+python = ">=3.11,<3.12"
+python-dotenv = "^1.0.1"
+langchain-apify = "^0.1.4"
+
+[tool.poetry.group.dev.dependencies]
+coverage = "^7.5.4"
+datamodel-code-generator = "^0.25.5"
+ipython = "^8.23.0"
+mypy = "^1.9.0"
+pandas = "^2.2.2"
+pre-commit = "^3.7.0"
+pytest = "^8.2.0"
+pytest-asyncio = "^0.23.6"
+pytest-integration-mark = "^0.2.0"
+ruff = "^0.3.5"
+
+[tool.poetry.group.opengauss]
+optional = true
+
+[tool.poetry.group.opengauss.dependencies]
+langchain-opengauss = "^0.1.4"
+
+[tool.ruff]
+line-length = 150
+exclude = ["src/models/**", "src/examples/**"]
+
+[tool.ruff.lint]
+select = ["ALL"]
+ignore = [
+    "ANN101",  # Missing type annotation for `{name}` in method
+    "ANN102",  # Missing type annotation for `{name}` in classmethod
+    "ANN401",  # Dynamically typed expressions (typing.Any) are disallowed in {filename}
+    "BLE001",  # Do not catch blind exception
+    "C901",    # `{name}` is too complex
+    "COM812",  # This rule may cause conflicts when used with the formatter
+    "D100",    # Missing docstring in public module
+    "D104",    # Missing docstring in public package
+    "D107",    # Missing docstring in `__init__`
+    "EM",      # flake8-errmsg
+    "G004",    # Logging statement uses f-string
+    "ISC001",  # This rule may cause conflicts when used with the formatter
+    "FIX",     # flake8-fixme
+    "PGH003",  # Use specific rule codes when ignoring type issues
+    "PLR0911", # Too many return statements
+    "PLR0913", # Too many arguments in function definition
+    "PLR0915", # Too many statements
+    "PTH",     # flake8-use-pathlib
+    "PYI034",  # `__aenter__` methods in classes like `{name}` usually return `self` at runtime
+    "PYI036",  # The second argument in `__aexit__` should be annotated with `object` or `BaseException | None`
+    "S102",    # Use of `exec` detected
+    "S105",    # Possible hardcoded password assigned to
+    "S106",    # Possible hardcoded password assigned to argument: "{name}"
+    "S301",    # `pickle` and modules that wrap it can be unsafe when used to deserialize untrusted data, possible security issue
+    "S303",    # Use of insecure MD2, MD4, MD5, or SHA1 hash function
+    "S311",    # Standard pseudo-random generators are not suitable for cryptographic purposes
+    "TD002",   # Missing author in TODO; try: `# TODO(<author_name>): ...` or `# TODO @<author_name>: ...
+    "TID252",  # Prefer absolute imports over relative imports from parent modules
+    "TRY003",  # Avoid specifying long messages outside the exception class
+    #
+    "D",
+]
+
+[tool.ruff.format]
+quote-style = "double"
+indent-style = "space"
+
+[tool.ruff.lint.per-file-ignores]
+"**/__init__.py" = [
+    "F401", # Unused imports
+]
+"**/{tests}/*" = [
+    "D",       # Everything from the pydocstyle
+    "INP001",  # File {filename} is part of an implicit namespace package, add an __init__.py
+    "PLR2004", # Magic value used in comparison, consider replacing {value} with a constant variable
+    "S101",    # Use of assert detected
+    "SLF001",  # Private member accessed: `{name}`
+    "T20",     # flake8-print
+    "TRY301",  # Abstract `raise` to an inner function
+]
+
+[tool.ruff.lint.flake8-quotes]
+docstring-quotes = "double"
+inline-quotes = "double"
+
+[tool.ruff.lint.pydocstyle]
+convention = "google"
+
+#[tool.ruff.lint.isort]
+#known-first-party = ["apify"]
+
+[tool.pytest.ini_options]
+addopts = "-ra"
+asyncio_mode = "auto"
+timeout = 1200
+
+[tool.mypy]
+python_version = "3.11"
+files = ["src", "tests"]
+check_untyped_defs = true
+disallow_incomplete_defs = true
+disallow_untyped_calls = true
+disallow_untyped_decorators = true
+disallow_untyped_defs = true
+no_implicit_optional = true
+warn_redundant_casts = true
+warn_return_any = true
+warn_unreachable = true
+warn_unused_ignores = true
+
+[tool.mypy-sortedcollections]
+ignore_missing_imports = true
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/__init__.py b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/__main__.py b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/__main__.py
new file mode 100644
index 000000000..c87a2e538
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/__main__.py
@@ -0,0 +1,19 @@
+import asyncio
+import logging
+
+from apify.log import ActorLogFormatter
+
+from .entrypoint import main
+
+handler = logging.StreamHandler()
+handler.setFormatter(ActorLogFormatter())
+
+apify_client_logger = logging.getLogger("apify_client")
+apify_client_logger.setLevel(logging.INFO)
+apify_client_logger.addHandler(handler)
+
+apify_logger = logging.getLogger("apify")
+apify_logger.setLevel(logging.DEBUG)
+apify_logger.addHandler(handler)
+
+asyncio.run(main())
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/_types.py b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/_types.py
new file mode 100644
index 000000000..3a9c98fd5
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/_types.py
@@ -0,0 +1,10 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, TypeAlias
+
+if TYPE_CHECKING:
+    from .models import OpengaussIntegration
+    from .vector_stores import OpenGaussDatabase
+
+    ActorInputsDb: TypeAlias = OpengaussIntegration
+    VectorDb: TypeAlias = OpenGaussDatabase
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/constants.py b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/constants.py
new file mode 100644
index 000000000..0099bb439
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/constants.py
@@ -0,0 +1,15 @@
+import enum
+
+VCR_HEADERS_EXCLUDE = ["Authorization", "Api-Key"]
+
+DAY_IN_SECONDS = 24 * 3600
+
+
+class SupportedVectorStores(str, enum.Enum):
+    opengauss = "opengauss"
+
+
+class SupportedEmbeddings(str, enum.Enum):
+    openai = "OpenAI"
+    cohere = "Cohere"
+    fake = "Fake"
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/emb.py b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/emb.py
new file mode 100644
index 000000000..6676b4806
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/emb.py
@@ -0,0 +1,37 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+from apify import Actor
+
+from .constants import SupportedEmbeddings
+
+if TYPE_CHECKING:
+    from langchain_core.embeddings import Embeddings
+
+
+async def get_embedding_provider(embeddings_name: str, api_key: str | None = None, config: dict | None = None) -> Embeddings:
+    """Return the embeddings based on the user preference."""
+
+    if embeddings_name == SupportedEmbeddings.openai:
+        from langchain_openai.embeddings import OpenAIEmbeddings
+
+        config = config or {}
+        config["openai_api_key"] = api_key
+        return config and OpenAIEmbeddings(**config) or OpenAIEmbeddings()
+
+    if embeddings_name == SupportedEmbeddings.cohere:
+        from langchain_cohere import CohereEmbeddings
+
+        config = config or {}
+        config["cohere_api_key"] = api_key
+        return CohereEmbeddings(**config)
+
+    if embeddings_name == SupportedEmbeddings.fake:
+        from langchain_core.embeddings import FakeEmbeddings
+
+        config = config or {}
+        return FakeEmbeddings(**config)
+
+    await Actor.fail(status_message=f"Failed to get embeddings for embeddings: {embeddings_name} and config: {config}")
+    raise ValueError("Failed to get embeddings")
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/entrypoint.py b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/entrypoint.py
new file mode 100644
index 000000000..5425c58c0
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/entrypoint.py
@@ -0,0 +1,64 @@
+import os
+
+from apify import Actor
+
+from .constants import SupportedVectorStores
+from .main import run_actor
+from .models import OpengaussIntegration
+
+
+async def main() -> None:
+    async with Actor:
+        Actor.log.info("Starting the Vector Store Actor")
+
+        if not (actor_input := await Actor.get_input() or {}):
+            await Actor.fail(status_message="No input provided", exit_code=1)
+
+        # Set the Apify API token if it is available in the environment variables.
+        if apify_api_token := os.getenv("APIFY_TOKEN"):
+            os.environ["APIFY_API_TOKEN"] = apify_api_token
+
+        if not (arg := os.getenv("ACTOR_PATH_IN_DOCKER_CONTEXT")):
+            if Actor.is_at_home():
+                await Actor.exit(
+                    exit_code=100,
+                    status_message="This Actor was built incorrectly; no environment variable specifies which Actor "
+                    "to start. If you encounter this issue, please contact the Actor developer.",
+                )
+
+            arg = f"actors/{SupportedVectorStores.opengauss.value}"
+            Actor.log.warning(
+                f"The environment variable ACTOR_PATH_IN_DOCKER_CONTEXT was not specified. " f"Using default for local development: {arg}"
+            )
+
+        actor_type = arg.split("/")[-1]
+        Actor.log.info("Received start argument (vector database name): %s", actor_type)
+
+        actor_input_ensure_backward_compatibility(actor_input)
+        if actor_type == SupportedVectorStores.opengauss.value:
+            await run_actor(OpengaussIntegration(**actor_input), actor_input)
+        else:
+            await Actor.exit(
+                exit_code=10,
+                status_message=f"This Actor was built incorrectly; an unknown Actor was selected "
+                f"to start ({actor_type}). If you encounter this issue, please contact the Actor developer.",
+            )
+
+
+def actor_input_ensure_backward_compatibility(actor_input: dict) -> None:
+    """Ensure backward compatibility for the actor input."""
+    if not actor_input.get("dataUpdatesStrategy"):
+        # legacy update mechanism
+        if actor_input.get("enableDeltaUpdates") is False:
+            actor_input["dataUpdatesStrategy"] = "add"
+        else:
+            actor_input["dataUpdatesStrategy"] = "deltaUpdates"
+    else:
+        # for integrations that do not have updateStrategy implemented
+        actor_input["enableDeltaUpdates"] = actor_input["dataUpdatesStrategy"] == "deltaUpdates"
+
+    if not actor_input.get("dataUpdatesPrimaryDatasetFields"):
+        actor_input["dataUpdatesPrimaryDatasetFields"] = actor_input.get("deltaUpdatesPrimaryDatasetFields", [])
+    else:
+        # for integrations that do not have updateStrategy implemented
+        actor_input["deltaUpdatesPrimaryDatasetFields"] = actor_input.get("dataUpdatesPrimaryDatasetFields")
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/examples/2025-09-16-opengauss.py b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/examples/2025-09-16-opengauss.py
new file mode 100644
index 000000000..8376a0112
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/examples/2025-09-16-opengauss.py
@@ -0,0 +1,129 @@
+# type: ignore
+
+import os
+import time
+from datetime import datetime, timezone
+
+from dotenv import load_dotenv
+from langchain_openai.embeddings import OpenAIEmbeddings
+
+from ..models import OpengaussIntegration
+from .data_examples_uuid import (
+    ID1, ID3, ID4A, ID4B, ID4C, ID5A, ID5B, ID5C, ID6,
+    crawl_1, crawl_2, expected_results,
+)
+from ..vcs import compare_crawled_data_with_db
+from ..vector_stores.opengauss import OpenGaussDatabase
+
+load_dotenv()
+OPENGAUSS_TABLE_NAME = os.getenv("OPENGAUSS_TABLE_NAME", "apify")
+
+embeddings = OpenAIEmbeddings(model="text-embedding-3-small")
+
+DROP_AND_INSERT = True
+
+db = OpenGaussDatabase(
+    actor_input=OpengaussIntegration(
+        opengaussHost=os.getenv("OPENGAUSS_HOST"),
+        opengaussPort=os.getenv("OPENGAUSS_PORT"),
+        opengaussUser=os.getenv("OPENGAUSS_USER"),
+        opengaussPassword=os.getenv("OPENGAUSS_PASSWORD"),
+        opengaussDBname=os.getenv("OPENGAUSS_DBNAME"),
+        opengaussTableName=OPENGAUSS_TABLE_NAME,
+        embeddingsProvider="OpenAI",
+        embeddingsApiKey=os.getenv("OPENAI_API_KEY"),
+        datasetFields=["text"],
+    ),
+    embeddings=embeddings,
+)
+
+
+def wait_for_index(sec: float = 1.0):
+    time.sleep(sec)
+
+
+if DROP_AND_INSERT:
+    db.delete_all()
+    r = db.similarity_search("text", k=100)
+    print("Initial results count:", len(r))
+
+    inserted = db.add_documents(documents=crawl_1, ids=[d.metadata["chunk_id"] for d in crawl_1])
+    print("Inserted ids:", inserted)
+    wait_for_index()
+
+r = db.similarity_search("text", k=100)
+print("Search results:", r)
+print("Search results count:", len(r))
+
+res = db.search_by_vector(db.dummy_vector, k=10)
+print("Objects in the database:", len(res), res)
+assert len(res) == 6, "Expected 6 objects in the database"
+
+data_add, ids_update_last_seen, ids_del = compare_crawled_data_with_db(db, crawl_2)
+
+print("Data to add", data_add)
+print("Ids to update", ids_update_last_seen)
+print("Ids to delete", ids_del)
+
+assert len(data_add) == 4, "Expected 4 objects to add"
+assert data_add[0].metadata["chunk_id"] == ID4C
+assert data_add[1].metadata["chunk_id"] == ID5B
+assert data_add[2].metadata["chunk_id"] == ID5C
+assert data_add[3].metadata["chunk_id"] == ID6
+
+assert len(ids_update_last_seen) == 1, "Expected 1 object to update"
+assert ID3 in ids_update_last_seen, f"Expected {ID3} to be updated"
+
+assert len(ids_del) == 3, "Expected 3 objects to delete"
+assert ID4A in ids_del, f"Expected {ID4A} to be deleted"
+assert ID4B in ids_del, f"Expected {ID4B} to be deleted"
+assert ID5A in ids_del, f"Expected {ID5A} to be deleted"
+
+# Delete data that were removed
+db.delete(ids_del)
+wait_for_index()
+res = db.search_by_vector(db.dummy_vector, k=10)
+print("Database objects after delete: ", len(res), res)
+assert len(res) == 3, "Expected 3 objects in the database after deletion"
+
+# Add new data
+r = db.add_documents(data_add, ids=[d.metadata["chunk_id"] for d in data_add])
+wait_for_index()
+res = db.search_by_vector(db.dummy_vector, k=10)
+print("Database objects after adding new", len(res), res)
+ids = [r.metadata["chunk_id"] for r in res]
+assert len(res) == 7, "Expected 7 objects in the database after addition"
+assert ID4C in ids and ID5B in ids and ID5C in ids, "Expected new chunk_ids to be present"
+
+# Update metadata (last_seen_at)
+ts = int(datetime.now(timezone.utc).timestamp())
+res = db.search_by_vector(db.dummy_vector, k=10)
+# precondition in examples: ID3 initially has last_seen_at == 1
+assert next(r for r in res if r.metadata["chunk_id"] == ID3).metadata["last_seen_at"] == 1
+
+db.update_last_seen_at(ids_update_last_seen)
+wait_for_index()
+
+res = db.search_by_vector(db.dummy_vector, k=10)
+assert len(res) == 7, "Expected 7 objects after metadata update"
+assert next(r for r in res if r.metadata["chunk_id"] == ID3).metadata["last_seen_at"] >= ts, f"Expected {ID3} to be updated"
+
+# delete expired objects
+db.delete_expired(expired_ts=1)
+wait_for_index()
+
+res = db.search_by_vector(db.dummy_vector, k=10)
+res = [r for r in res]
+print("Database objects after all updates", len(res), res)
+assert len(res) == 6, "Expected 6 objects after all updates"
+assert next((r for r in res if r.metadata["chunk_id"] == ID1), None) is None, f"Expected {ID1} to be deleted"
+
+# compare results with expected results
+for r in expected_results:
+    d = db.get_by_id(r.metadata["chunk_id"])
+    assert d is not None, f"Expected document {r.metadata['chunk_id']} to exist"
+    metadata = d.metadata
+    assert metadata["item_id"] == r.metadata["item_id"], f"Expected item_id {r.metadata['item_id']}"
+    assert metadata["checksum"] == r.metadata["checksum"], f"Expected checksum {r.metadata['checksum']}"
+
+print("DONE")
\ No newline at end of file
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/examples/data_examples.py b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/examples/data_examples.py
new file mode 100644
index 000000000..fd8831e4e
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/examples/data_examples.py
@@ -0,0 +1,19 @@
+"""
+Define crawled data for the database playground files
+"""
+
+from langchain_core.documents import Document
+
+d1 = Document(page_content="Expired->del", metadata={"item_id": "id1", "id": "id1#1", "checksum": "1", "last_seen_at": 0})
+d2 = Document(page_content="Old->not-del", metadata={"item_id": "id2", "id": "id2#2", "checksum": "2", "last_seen_at": 1})
+d3a = Document(page_content="Unchanged->upt-meta", metadata={"item_id": "id3", "id": "id3#3", "checksum": "3", "last_seen_at": 1})
+d3b = Document(page_content="Unchanged->upt-meta", metadata={"item_id": "id3", "id": "id3#3", "checksum": "3", "last_seen_at": 2})
+d4a = Document(page_content="Changed->del", metadata={"item_id": "id4", "id": "id4#4a", "checksum": "4", "last_seen_at": 1})
+d4b = Document(page_content="Changed->del", metadata={"item_id": "id4", "id": "id4#4b", "checksum": "4", "last_seen_at": 1})
+d4c = Document(page_content="Changed->add-new", metadata={"item_id": "id4", "id": "id4#4c", "checksum": "0", "last_seen_at": 2})
+d5 = Document(page_content="New->add", metadata={"item_id": "id5", "id": "id5#5", "checksum": "5", "last_seen_at": 2})
+
+
+crawl_1 = [d1, d2, d3a, d4a, d4b]
+crawl_2 = [d3b, d4c, d5]
+expected_results = [d2, d3b, d4c, d5]
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/examples/data_examples_uuid.py b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/examples/data_examples_uuid.py
new file mode 100644
index 000000000..4a24cafed
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/examples/data_examples_uuid.py
@@ -0,0 +1,33 @@
+"""
+Define crawled data for the database playground files
+"""
+
+from langchain_core.documents import Document
+
+UUID = "00000000-0000-0000-0000-0000000000"
+ID1 = f"{UUID}10"
+ID2 = f"{UUID}20"
+ID3 = f"{UUID}30"
+ID4A, ID4B, ID4C = f"{UUID}4a", f"{UUID}4b", f"{UUID}4c"
+ID5A, ID5B, ID5C = f"{UUID}5a", f"{UUID}5b", f"{UUID}5c"
+ID6 = f"{UUID}60"
+
+ITEM_ID1 = "id1"
+ITEM_ID4 = "id4"
+
+d1 = Document(page_content="Expired->del", metadata={"item_id": ITEM_ID1, "chunk_id": ID1, "checksum": "1", "last_seen_at": 0})
+d2 = Document(page_content="Old->not-del", metadata={"item_id": "id2", "chunk_id": ID2, "checksum": "2", "last_seen_at": 1})
+d3a = Document(page_content="Unchanged->upt-meta", metadata={"item_id": "id3", "chunk_id": ID3, "checksum": "3", "last_seen_at": 1})
+d3b = Document(page_content="Unchanged->upt-meta", metadata={"item_id": "id3", "chunk_id": ID3, "checksum": "3", "last_seen_at": 2})
+d4a = Document(page_content="Changed->del", metadata={"item_id": ITEM_ID4, "chunk_id": ID4A, "checksum": "4", "last_seen_at": 1})
+d4b = Document(page_content="Changed->del", metadata={"item_id": ITEM_ID4, "chunk_id": ID4B, "checksum": "4", "last_seen_at": 1})
+d4c = Document(page_content="Changed->add-new", metadata={"item_id": ITEM_ID4, "chunk_id": ID4C, "checksum": "4c", "last_seen_at": 2})
+d5a = Document(page_content="Changed->del", metadata={"item_id": "id5", "chunk_id": ID5A, "checksum": "5", "last_seen_at": 1})
+d5b = Document(page_content="Changed->add-new", metadata={"item_id": "id5", "chunk_id": ID5B, "checksum": "5bc", "last_seen_at": 2})
+d5c = Document(page_content="Changed->add-new", metadata={"item_id": "id5", "chunk_id": ID5C, "checksum": "5bc", "last_seen_at": 2})
+d6 = Document(page_content="New->add", metadata={"item_id": "id5", "chunk_id": ID6, "checksum": "6", "last_seen_at": 2})
+
+
+crawl_1 = [d1, d2, d3a, d4a, d4b, d5a]
+crawl_2 = [d3b, d4c, d5b, d5c, d6]
+expected_results = [d2, d3b, d4c, d5b, d5c, d6]
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/exceptions.py b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/exceptions.py
new file mode 100644
index 000000000..6098e8852
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/exceptions.py
@@ -0,0 +1,2 @@
+class FailedToConnectToDatabaseError(Exception):
+    """Failed to connect to a vector database."""
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/main.py b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/main.py
new file mode 100644
index 000000000..d5ccac8f8
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/main.py
@@ -0,0 +1,154 @@
+from __future__ import annotations
+
+from datetime import datetime, timezone
+from typing import TYPE_CHECKING
+
+from apify import Actor
+from langchain_text_splitters import RecursiveCharacterTextSplitter
+
+from .constants import DAY_IN_SECONDS
+from .emb import get_embedding_provider
+from .utils import add_chunk_id, add_item_checksum, get_dataset_loader
+from .vcs import delete_expired_objects, get_vector_database, update_db_with_crawled_data, upsert_db_with_crawled_data
+
+if TYPE_CHECKING:
+    from langchain_core.documents import Document
+    from langchain_core.embeddings import Embeddings
+
+    from ._types import ActorInputsDb, VectorDb
+
+
+async def run_actor(actor_input: ActorInputsDb, payload: dict) -> None:
+    """Main function to run the actor.
+
+    It loads the dataset, chunks the documents if necessary and updates the vector store with the new documents while removing the old ones.
+    """
+
+    payload = payload.get("payload", {})
+    resource = payload.get("resource", {})
+    if not (dataset_id := resource.get("defaultDatasetId") or actor_input.datasetId):
+        msg = (
+            "The `datasetId` is not provided. There are two ways to specify the datasetId:"
+            "1. Automatic Input: If this integration is used with other Actors, such as the Website Content Crawler, the datasetId should be "
+            "automatically passed in the 'payload'. Please check the `Input` payload to ensure the datasetId is included."
+            "2. Manual Input: If you are running this Actor independently, you need to manually specify the 'datasetId'. "
+            "You can do this by entering the dataset ID in the 'Dataset Settings' section of the Actor's input screen."
+            "Please verify that one of these options is correctly configured to provide the datasetId."
+        )
+
+        Actor.log.error(msg)
+        await Actor.fail(status_message=msg)
+        return
+
+    embeddings = await get_embeddings(actor_input)
+    documents = await load_dataset(actor_input, dataset_id)
+    documents = add_item_checksum(documents, actor_input.dataUpdatesPrimaryDatasetFields)  # type: ignore[arg-type]
+
+    if actor_input.performChunking:
+        text_splitter = RecursiveCharacterTextSplitter(chunk_size=actor_input.chunkSize, chunk_overlap=actor_input.chunkOverlap)
+        documents = text_splitter.split_documents(documents)
+        Actor.log.info("Documents chunked to %s chunks", len(documents))
+
+    documents = add_chunk_id(documents)
+
+    try:
+        vcs_: VectorDb = await get_vector_database(actor_input, embeddings)
+    except Exception as e:
+        Actor.log.exception(e)
+        await Actor.fail(
+            status_message="Failed to connect/get database. Please ensure the following: "
+            "1. Database credentials are correct and the database is configure properly. "
+            "2. The vector dimension of your embedding model in the Actor input (Embedding settings -> model) matches the one set up in the database."
+            f" Database error message: {e}"
+        )
+        return
+
+    try:
+        data_update_strategy = hasattr(actor_input, "dataUpdatesStrategy") and actor_input.dataUpdatesStrategy
+        if data_update_strategy == "deltaUpdates":
+            Actor.log.info("Update database with crawled data. Delta updates enabled")
+            update_db_with_crawled_data(vcs_, documents)
+        elif data_update_strategy == "add":
+            vcs_.add_documents(documents)
+            Actor.log.info("Added %s new objects to the vector store", len(documents))
+        elif data_update_strategy == "upsert":
+            upsert_db_with_crawled_data(vcs_, documents)
+        else:
+            await Actor.fail(
+                status_message=f"Invalid dataUpdatesStrategy: {data_update_strategy}. "
+                f"Please ensure that the configuration in the Database Settings is correct."
+            )
+
+        if actor_input.deleteExpiredObjects:
+            expired_days = actor_input.expiredObjectDeletionPeriodDays or 0
+            ts_expired = expired_days and int(datetime.now(timezone.utc).timestamp() - expired_days * DAY_IN_SECONDS) or 0
+            Actor.log.info("Delete expired objects in the database: expired_days: %s", expired_days)
+            delete_expired_objects(vcs_, ts_expired)
+
+        await Actor.push_data([doc.dict() for doc in documents])
+
+        if hasattr(vcs_, "close"):
+            vcs_.close()
+
+    except Exception as e:
+        Actor.log.error(e)
+        # I had to create a msg variable to avoid a ruff lint error S608 (SQL Injection)
+        msg = (
+            "Failed to update database. Please ensure the following:"
+            "1. Database is configured properly."
+            "2. The vector dimension of your embedding model in the Actor input (Embedding settings -> model) matches the one set up in the database."
+            "Error message:"
+        )
+        await Actor.fail(status_message=f"{msg} {e}", exception=e)
+
+
+async def get_embeddings(actor_input: ActorInputsDb) -> Embeddings:  # type: ignore[return]
+    try:
+        embed_provider_name = str(actor_input.embeddingsProvider)
+        Actor.log.info("Get embeddings class: %s", embed_provider_name)
+        embeddings = await get_embedding_provider(
+            embed_provider_name,
+            actor_input.embeddingsApiKey,
+            actor_input.embeddingsConfig,
+        )
+    except Exception as e:
+        Actor.log.error(e)
+        await Actor.fail(status_message=f"Failed to get embeddings: {e}. Ensure that the configuration in the Embeddings Settings is correct.")
+    else:
+        return embeddings
+
+
+async def load_dataset(actor_input: ActorInputsDb, dataset_id: str) -> list[Document]:  # type: ignore[return]
+    """Load dataset from the datasetId and extract fields from the dataset."""
+
+    # Add parameters related to chunking to every dataset item to be able to update DB when chunkSize, chunkOverlap or performChunking changes
+    meta_object = actor_input.metadataObject or {}
+    meta_object.update({"chunkSize": actor_input.chunkSize, "chunkOverlap": actor_input.chunkOverlap, "performChunking": actor_input.performChunking})
+
+    # Required for checksum calculation
+    # Update metadata fields with datasetFieldsToItemId for dataset loading
+    meta_fields = actor_input.metadataDatasetFields or {}
+    meta_fields.update({k: k for k in actor_input.dataUpdatesPrimaryDatasetFields or []})
+    Actor.log.info("Load Dataset ID %s and extract fields %s", dataset_id, actor_input.datasetFields)
+
+    try:
+        dataset_loader = get_dataset_loader(
+            str(dataset_id),
+            fields=actor_input.datasetFields,
+            meta_object=meta_object,
+            meta_fields=meta_fields,
+        )
+        documents = dataset_loader.load()
+        documents = [doc for doc in documents if doc.page_content]
+        Actor.log.info("Dataset loaded, number of documents: %s", len(documents))
+
+    except Exception as e:
+        Actor.log.error(e)
+        await Actor.fail(
+            status_message=f"Failed to load datasetId {dataset_id} due to error: {e}. Ensure the following: "
+            f"1. If running this Actor standalone, the dataset should exist. "
+            f"2. If this Actor is configured with another Actor (in the integration section), the `datasetId` should be correctly passed. "
+            f"3. If the problem persists, consider creating an issue."
+        )
+    else:
+        return documents
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/models/__init__.py b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/models/__init__.py
new file mode 100644
index 000000000..a0d86a626
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/models/__init__.py
@@ -0,0 +1,2 @@
+# __init__.py
+from .opengauss_input_model import OpengaussIntegration
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/models/opengauss_input_model.py b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/models/opengauss_input_model.py
new file mode 100644
index 000000000..0c5d5d0cf
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/models/opengauss_input_model.py
@@ -0,0 +1,116 @@
+# generated by datamodel-codegen:
+#   filename:  input_schema.json
+#   timestamp: 2025-09-19T03:51:44+00:00
+
+from __future__ import annotations
+
+from typing import Any, Dict, List, Optional
+
+from pydantic import BaseModel, Field
+from typing_extensions import Literal
+
+
+class OpengaussIntegration(BaseModel):
+    opengaussHost: str = Field(
+        ..., description='The Host of openGauss', title='openGauss Host'
+    )
+    opengaussPort: str = Field(
+        ..., description='The Port of openGauss', title='openGauss Port'
+    )
+    opengaussUser: str = Field(
+        ..., description='The User of openGauss', title='openGauss User'
+    )
+    opengaussPassword: str = Field(
+        ..., description='The Password of openGauss', title='openGauss Password'
+    )
+    opengaussDBname: str = Field(
+        ..., description='The DBname of openGauss', title='openGauss DBname'
+    )
+    opengaussTableName: str = Field(
+        ...,
+        description='The name of the table to use',
+        title='openGauss SQL table name',
+    )
+    embeddingsProvider: Literal['OpenAI', 'Cohere'] = Field(
+        ...,
+        description='Choose the embeddings provider to use for generating embeddings',
+        title='Embeddings provider (as defined in the langchain API)',
+    )
+    embeddingsConfig: Optional[Dict[str, Any]] = Field(
+        None,
+        description='Configure the parameters for the LangChain embedding class. Key points to consider:\n\n1. Typically, you only need to specify the model name. For example, for OpenAI, set the model name as {"model": "text-embedding-3-small"}.\n\n2. It\'s required to ensure that the vector size of your embeddings matches the size of embeddings in the database.\n\n3. Here are examples of embedding models:\n   - [OpenAI](https://platform.openai.com/docs/guides/embeddings): `text-embedding-3-small`, `text-embedding-3-large`, etc.\n   - [Cohere](https://docs.cohere.com/docs/cohere-embed): `embed-english-v3.0`, `embed-multilingual-light-v3.0`, etc.\n\n4. For more details about other parameters, refer to the [LangChain documentation](https://python.langchain.com/docs/integrations/text_embedding/).',
+        title='Configuration for embeddings provider',
+    )
+    embeddingsApiKey: str = Field(
+        ...,
+        description='Value of the API KEY for the embeddings provider (if required).\n\n For example for OpenAI it is OPENAI_API_KEY, for Cohere it is COHERE_API_KEY)',
+        title='Embeddings API KEY (whenever applicable, depends on provider)',
+    )
+    datasetFields: List = Field(
+        ...,
+        description='This array specifies the dataset fields to be selected and stored in the vector store. Only the fields listed here will be included in the vector store.\n\nFor instance, when using the Website Content Crawler, you might choose to include fields such as `text`, `url`, and `metadata.title` in the vector store.',
+        title='Dataset fields to select from the dataset results and store in the database',
+    )
+    metadataDatasetFields: Optional[Dict[str, Any]] = Field(
+        None,
+        description='A list of dataset fields which should be selected from the dataset and stored as metadata in the vector stores.\n\nFor example, when using the Website Content Crawler, you might want to store `url` in metadata. In this case, use `metadataDatasetFields parameter as follows {"url": "url"}`',
+        title='Dataset fields to select from the dataset and store as metadata in the database',
+    )
+    metadataObject: Optional[Dict[str, Any]] = Field(
+        None,
+        description='This object allows you to store custom metadata for every item in the vector store.\n\nFor example, if you want to store the `domain` as metadata, use the `metadataObject` like this: {"domain": "apify.com"}.',
+        title='Custom object to be stored as metadata in the vector store database',
+    )
+    datasetId: Optional[str] = Field(
+        None,
+        description='Dataset ID (when running standalone without integration)',
+        title='Dataset ID',
+    )
+    dataUpdatesStrategy: Optional[Literal['add', 'upsert', 'deltaUpdates']] = Field(
+        'deltaUpdates',
+        description="Choose the update strategy for the integration. The update strategy determines how the integration updates the data in the database.\n\nThe available options are:\n\n- **Add data** (`add`):\n  - Always adds new records to the database.\n  - No checks for existing records or updates are performed.\n  - Useful when appending data without concern for duplicates.\n\n- **Upsert data** (`upsert`):\n  - Updates existing records if they match a key or identifier.\n  - Inserts new records into the database if they don't already exist.\n  - Ideal for ensuring the database contains the most up-to-date data, avoiding duplicates.\n\n- **Update changed data based on deltas** (`deltaUpdates`):\n  - Performs incremental updates by identifying differences (deltas) between the new dataset and the existing records.\n  - Only adds new records and updates those that have changed.\n  - Unchanged records are left untouched.\n  - Maximizes efficiency by reducing unnecessary updates.\n\nSelect the strategy that best fits your use case.",
+        title='Update strategy (add, upsert, deltaUpdates (default))',
+    )
+    dataUpdatesPrimaryDatasetFields: Optional[List] = Field(
+        ['url'],
+        description='This array contains fields that are used to uniquely identify dataset items, which helps to handle content changes across different runs.\n\nFor instance, in a web content crawling scenario, the `url` field could serve as a unique identifier for each item.',
+        title='Dataset fields to uniquely identify dataset items (only relevant when dataUpdatesStrategy is `upsert` or `deltaUpdates`)',
+    )
+    enableDeltaUpdates: Optional[bool] = Field(
+        True,
+        description='When set to true, this setting enables incremental updates for objects in the database by comparing the changes (deltas) between the crawled dataset items and the existing objects, uniquely identified by the `datasetKeysToItemId` field.\n\n The integration will only add new objects and update those that have changed, reducing unnecessary updates. The `datasetFields`, `metadataDatasetFields`, and `metadataObject` fields are used to determine the changes.',
+        title='Enable incremental updates for objects based on deltas (deprecated)',
+    )
+    deltaUpdatesPrimaryDatasetFields: Optional[List] = Field(
+        ['url'],
+        description='This array contains fields that are used to uniquely identify dataset items, which helps to handle content changes across different runs.\n\nFor instance, in a web content crawling scenario, the `url` field could serve as a unique identifier for each item.',
+        title='Dataset fields to uniquely identify dataset items (only relevant when `enableDeltaUpdates` is enabled) (deprecated)',
+    )
+    deleteExpiredObjects: Optional[bool] = Field(
+        True,
+        description='When set to true, delete objects from the database that have not been crawled for a specified period.',
+        title='Delete expired objects from the database',
+    )
+    expiredObjectDeletionPeriodDays: Optional[int] = Field(
+        30,
+        description='This setting allows the integration to manage the deletion of objects from the database that have not been crawled for a specified period. It is typically used in subsequent runs after the initial crawl.\n\nWhen the value is greater than 0, the integration checks if objects have been seen within the last X days (determined by the expiration period). If the objects are expired, they are deleted from the database. The specific value for `deletedExpiredObjectsDays` depends on your use case and how frequently you crawl data.\n\nFor example, if you crawl data daily, you can set `deletedExpiredObjectsDays` to 7 days. If you crawl data weekly, you can set `deletedExpiredObjectsDays` to 30 days.',
+        ge=0,
+        title='Delete expired objects from the database after a specified number of days',
+    )
+    performChunking: Optional[bool] = Field(
+        True,
+        description='When set to true, the text will be divided into smaller chunks based on the settings provided below. Proper chunking helps optimize retrieval and ensures accurate and efficient responses.',
+        title='Enable text chunking',
+    )
+    chunkSize: Optional[int] = Field(
+        2000,
+        description='Defines the maximum number of characters in each text chunk. Choosing the right size balances between detailed context and system performance. Optimal sizes ensure high relevancy and minimal response time.',
+        ge=1,
+        title='Maximum chunk size',
+    )
+    chunkOverlap: Optional[int] = Field(
+        0,
+        description='Specifies the number of overlapping characters between consecutive text chunks. Adjusting this helps maintain context across chunks, which is crucial for accuracy in retrieval-augmented generation systems.',
+        ge=0,
+        title='Chunk overlap',
+    )
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/utils.py b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/utils.py
new file mode 100644
index 000000000..68d01e0c8
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/utils.py
@@ -0,0 +1,159 @@
+from __future__ import annotations
+
+import copy
+import hashlib
+import logging
+from collections import defaultdict
+from datetime import datetime, timezone
+from typing import Any
+from uuid import uuid4
+
+from langchain_apify import ApifyDatasetLoader
+from langchain_core.documents import Document
+
+EXCLUDE_KEYS_FROM_CHECKSUM = {"metadata": {"chunk_id", "id", "checksum", "last_seen_at", "item_id"}}
+DAY_IN_SECONDS = 24 * 3600
+
+logger = logging.getLogger("apify")
+
+
+def get_nested_value(d: dict, keys: str) -> Any:
+    """
+    Extract nested value from dict.
+
+    Example:
+      >>> get_nested_value({"a": "v1", "c1": {"c2": "v2"}}, "c1.c2")
+      'v2'
+    """
+
+    d = copy.deepcopy(d)
+    for key in keys.split("."):
+        if d and isinstance(d, dict) and d.get(key):
+            d = d[key]
+        else:
+            return ""
+    return d
+
+
+def stringify_dict(d: dict, keys: list[str]) -> str:
+    """Stringify all values in a dictionary.
+
+    Example:
+        >>> d_ = {"a": {"text": "Apify is cool"}, "description": "Apify platform"}
+        >>> stringify_dict(d_, ["a.text", "description"])
+        'a.text: Apify is cool\\ndescription: Apify platform'
+    """
+    return "\n".join([f"{key}: {value}" for key in keys if (value := get_nested_value(d, key))])
+
+
+def get_dataset_loader(dataset_id: str, fields: list[str], meta_object: dict, meta_fields: dict) -> ApifyDatasetLoader:
+    """Load dataset by dataset_id using ApifyDatasetLoader.
+
+    The dataset_mapping_function is used to map the dataset item to a Document object.
+    Stringify dict using the fields.
+    """
+
+    return ApifyDatasetLoader(
+        dataset_id,
+        dataset_mapping_function=lambda dataset_item: Document(
+            page_content=stringify_dict(dataset_item, fields) or "",
+            metadata={
+                **meta_object,
+                **{key: get_nested_value(dataset_item, value) for key, value in meta_fields.items()},
+            },
+        ),
+    )
+
+
+def compute_hash(text: str) -> str:
+    """Compute hash of the text."""
+    return hashlib.sha256(text.encode()).hexdigest()
+
+
+def get_chunks_to_delete(chunks_prev: list[Document], chunks_current: list[Document], expired_days: float) -> tuple[list[Document], list[Document]]:
+    """
+    Identifies chunks to be deleted based on their last seen timestamp and presence in the current run.
+
+    Compare the chunks from the previous and current runs and identify chunks that are not present
+    in the current run and have not been updated within the specified 'expired_days'. These chunks are marked for deletion.
+    """
+    ids_current = {d.metadata["item_id"] for d in chunks_current}
+
+    ts_expired = int(datetime.now(timezone.utc).timestamp() - expired_days * DAY_IN_SECONDS)
+    chunks_expired_delete, chunks_old_keep = [], []
+
+    # chunks that have been crawled in the current run and are older than ts_expired => to delete
+    for d in chunks_prev:
+        if d.metadata["item_id"] not in ids_current:
+            if d.metadata["last_seen_at"] < ts_expired:
+                chunks_expired_delete.append(d)
+            else:
+                chunks_old_keep.append(d)
+
+    return chunks_expired_delete, chunks_old_keep
+
+
+def get_chunks_to_update(chunks_prev: list[Document], chunks_current: list[Document]) -> tuple[list[Document], list[Document]]:
+    """
+    Identifies chunks that need to be updated or added based on their unique identifiers and checksums.
+
+    Compare the chunks from the previous and current runs and identify chunks that are new or have
+    undergone content changes by comparing their checksums. These chunks are marked for addition. chunks that are
+    present in both runs but have not undergone content changes are marked for metadata update.
+    """
+
+    prev_id_checksum = defaultdict(list)
+    for chunk in chunks_prev:
+        prev_id_checksum[chunk.metadata["item_id"]].append(chunk.metadata["checksum"])
+
+    chunks_add = []
+    chunks_update_metadata = []
+    for chunk in chunks_current:
+        if chunk.metadata["item_id"] in prev_id_checksum:
+            if chunk.metadata["checksum"] in prev_id_checksum[chunk.metadata["item_id"]]:
+                chunks_update_metadata.append(chunk)
+            else:
+                chunks_add.append(chunk)
+        else:
+            chunks_add.append(chunk)
+
+    return chunks_add, chunks_update_metadata
+
+
+def add_item_last_seen_at(items: list[Document]) -> list[Document]:
+    """Add last_seen_at timestamp to the metadata of each dataset item."""
+    for item in items:
+        item.metadata["last_seen_at"] = int(datetime.now(timezone.utc).timestamp())
+    return items
+
+
+def add_item_checksum(items: list[Document], dataset_fields_to_item_id: list[str]) -> list[Document]:
+    """
+    Adds a checksum and unique item_id to the metadata of each dataset item.
+
+    This function computes a checksum for each item based on its content and metadata, excluding certain keys.
+    The checksum is then added to the document's metadata. Additionally, a unique item ID is generated based on
+    specified keys in the document's metadata and added to the metadata as well.
+    """
+    for item in items:
+        item.metadata["checksum"] = compute_hash(item.json(exclude=EXCLUDE_KEYS_FROM_CHECKSUM))
+        hash_str = "".join([str(item.metadata[key]) for key in dataset_fields_to_item_id])
+        item.metadata["item_id"] = compute_hash(hash_str)
+        if not hash_str:
+            logger.warning(
+                "Item_id %s was generated with an empty hash. This typically means that `dataUpdatesPrimaryDatasetFields` "
+                "are empty or non-existent.",
+                item.metadata["item_id"],
+            )
+
+    return add_item_last_seen_at(items)
+
+
+def add_chunk_id(chunks: list[Document]) -> list[Document]:
+    """For every chunk (document stored in vector db) add chunk_id to metadata.
+
+    The chunk_id is a unique identifier for each chunk and is not required, but it is better to keep it in metadata.
+    """
+    for d in chunks:
+        d.metadata["chunk_id"] = d.metadata.get("chunk_id", str(uuid4()))
+    return chunks
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/vcs.py b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/vcs.py
new file mode 100644
index 000000000..be999c372
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/vcs.py
@@ -0,0 +1,177 @@
+from __future__ import annotations
+
+import concurrent.futures
+import datetime
+from collections import defaultdict
+from typing import TYPE_CHECKING
+
+from apify import Actor
+from langchain_core.documents import Document
+from langchain_core.vectorstores import VectorStore
+
+from .models import OpengaussIntegration
+from .utils import get_chunks_to_delete, get_chunks_to_update
+
+if TYPE_CHECKING:
+    from langchain.vectorstores import VectorStore
+    from langchain_core.embeddings import Embeddings
+
+    from ._types import ActorInputsDb, VectorDb
+
+
+async def get_vector_database(actor_input: ActorInputsDb | None, embeddings: Embeddings) -> VectorDb:
+    """Get database based on the integration type."""
+
+    if isinstance(actor_input, OpengaussIntegration):
+        from .vector_stores.opengauss import OpenGaussDatabase
+
+        return OpenGaussDatabase(actor_input, embeddings)
+
+    raise ValueError("Unknown integration type")
+
+
+def update_db_with_crawled_data(vector_store: VectorDb, documents: list[Document]) -> None:
+    """Update the database with new crawled data."""
+
+    Actor.log.info("Comparing crawled data with the database ...")
+    data_add, ids_update_last_seen, ids_del = compare_crawled_data_with_db(vector_store, documents)
+    Actor.log.info("Objects: to add: %s, to update last_seen_at: %s, to delete: %s", len(data_add), len(ids_update_last_seen), len(ids_del))
+
+    # Delete data that were updated
+    if ids_del:
+        vector_store.delete(ids_del)
+        Actor.log.info("Deleted %s objects from the vector store where the content has changed since the last update", len(ids_del))
+
+    # Add new data
+    if data_add:
+        Actor.log.info("Adding %s new objects to the vector store", len(data_add))
+        vector_store.add_documents(data_add, ids=[d.metadata["chunk_id"] for d in data_add])
+        Actor.log.info("Added %s new objects to the vector store", len(data_add))
+
+    # Update metadata data
+    if ids_update_last_seen:
+        vector_store.update_last_seen_at(ids_update_last_seen)
+        Actor.log.info("Updated last_seen_at metadata for %s objects", len(ids_update_last_seen))
+
+
+def upsert_db_with_crawled_data(vector_store: VectorDb, documents: list[Document]) -> None:
+    """Upsert crawled data into the database by first deleting all documents and then adding all the documents."""
+    Actor.log.info("Upsert crawled data into database")
+    Actor.log.info("Delete documents by item_id. This might take a while as documents are deleted one by one.")
+    for d in documents:
+        vector_store.delete_by_item_id(d.metadata["item_id"])
+    Actor.log.info("Delete documents by item_id. Done")
+
+    Actor.log.info("Add documents")
+    vector_store.add_documents(documents, ids=[d.metadata["chunk_id"] for d in documents])
+    Actor.log.info("Added %s new objects to the vector store", len(documents))
+
+
+def delete_expired_objects(vector_store: VectorDb, timestamp_expired: int) -> None:
+    """Delete expired objects from the database."""
+
+    if timestamp_expired:
+        dt = datetime.datetime.fromtimestamp(timestamp_expired, tz=datetime.timezone.utc)
+        Actor.log.info("About to delete objects from the database that were not seen since %s (timestamp: %s)", dt, timestamp_expired)
+        vector_store.delete_expired(timestamp_expired)
+
+
+def get_items_ids_from_db(vector_store: VectorDb, data: list[Document]) -> dict[str, list[Document]]:
+    """Get documents from the database by item_id."""
+
+    items_ids = {d.metadata["item_id"] for d in data}
+
+    def _get_item_id(item_id: str) -> tuple[str, list[Document]]:
+        return item_id, vector_store.get_by_item_id(item_id)
+
+    crawled_db = defaultdict(list)
+    with concurrent.futures.ThreadPoolExecutor() as executor:
+        future_to_item_id = {executor.submit(_get_item_id, item_id): item_id for item_id in items_ids}
+
+        for k, future in enumerate(concurrent.futures.as_completed(future_to_item_id)):
+            item_id = future_to_item_id[future]
+            if k % 1000 == 0:
+                Actor.log.info("Processing item_id %s (%d/%d) to compare crawled data with the database", item_id, k, len(items_ids))
+            try:
+                item_id, documents = future.result()
+                crawled_db[item_id].extend(documents)
+            except Exception as e:
+                Actor.log.error("Item_id %s generated an error", item_id, e)
+
+    return dict(crawled_db)
+
+
+def compare_crawled_data_with_db(vector_store: VectorDb, data: list[Document]) -> tuple[list[Document], list[str], list[str]]:
+    """Compare current crawled data with the data in the database. Return data to add, delete and update.
+
+    New data is added
+    Data that was not changed -> update metadata last_seen_at
+    Data that was changed -> delete and add new
+    """
+    data_add = []
+    ids_delete: set[str] = set()
+    ids_update_last_seen: set[str] = set()
+
+    if hasattr(vector_store, "count") and vector_store.count() == 0:
+        return data, [], []
+
+    crawled_db = get_items_ids_from_db(vector_store, data)
+
+    for d in data:
+        if res := crawled_db.get(d.metadata["item_id"]):
+            if d.metadata["checksum"] in {r.metadata["checksum"] for r in res}:
+                # Because of weaviate database, we need to use chunk_id instead of id
+                ids_update_last_seen.update({r.metadata.get("id") or r.metadata.get("chunk_id", ""): r for r in res})
+            else:
+                ids_delete.update({r.metadata.get("id") or r.metadata.get("chunk_id", ""): r for r in res})
+                data_add.append(d)
+        else:
+            data_add.append(d)
+
+    return data_add, list(ids_update_last_seen), list(ids_delete)
+
+
+async def update_db_with_crawled_data_using_internal_cache(
+    vector_store: VectorStore, documents: list[Document], cache_key_name: str, cache_kv_store_name: str, expired_days: float
+) -> None:
+    """
+    Updates the vector store with new documents and removes outdated ones.
+
+    This function uses Apify's key-value store to handle documents. Each document, along with its metadata,
+    is hashed and stored as a key in the key-value store.
+
+    The function performs a comparison between the current set of documents and the set from the previous runs.
+    It identifies new documents and those no longer present. New documents are added to the vector store, while
+    documents older than the specified 'expired_days' are removed.
+    """
+
+    Actor.log.info("Load previous cache %s from the key-value store: %s", cache_key_name, cache_kv_store_name)
+
+    kv_store = await Actor.open_key_value_store(name=cache_kv_store_name)
+    previous_runs = await kv_store.get_value(cache_key_name) or {}
+    previous_runs = [Document.parse_obj(doc) for doc in previous_runs]
+    Actor.log.info("Previous runs contains: %s records", len(previous_runs))
+
+    chunks_to_add, chunks_to_update = get_chunks_to_update(previous_runs, documents)
+    chunks_to_delete, chunks_old_keep = get_chunks_to_delete(previous_runs, documents, expired_days=expired_days)
+
+    Actor.log.info("Chunks to add: %s, chunks to update last_seen metadata: %s", len(chunks_to_add), len(chunks_to_update))
+    Actor.log.info("Chunks to delete: %s", len(chunks_to_delete))
+
+    if chunks_to_delete:
+        vector_store.delete(ids=[x.metadata["id"] for x in chunks_to_delete if x.metadata["id"]])
+        Actor.log.info("Deleted %s from database", len(chunks_to_delete))
+
+    if chunks_to_add:
+        inserted = vector_store.add_documents(chunks_to_add, ids=[x.metadata["id"] for x in chunks_to_add if x.metadata["id"]])
+        Actor.log.info("Added %s documents to the vector store", len(inserted))
+    else:
+        Actor.log.info("No new documents to add")
+
+    # update cache
+    if current_cache := chunks_to_add + chunks_to_update + chunks_old_keep:
+        await kv_store.set_value(cache_key_name, current_cache)
+        Actor.log.info("Updated cache: %s in the key-value store with %s entries", cache_key_name, len(current_cache))
+
+        Actor.log.info("Push chunked data to the unnamed output dataset")
+        await Actor.push_data([doc.dict() for doc in current_cache])
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/vector_stores/__init__.py b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/vector_stores/__init__.py
new file mode 100644
index 000000000..25d19cb28
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/vector_stores/__init__.py
@@ -0,0 +1,4 @@
+from typing import TYPE_CHECKING
+
+if TYPE_CHECKING:
+    from .opengauss import OpenGaussDatabase
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/vector_stores/base.py b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/vector_stores/base.py
new file mode 100644
index 000000000..0386640e8
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/vector_stores/base.py
@@ -0,0 +1,43 @@
+from __future__ import annotations
+
+from abc import ABC, abstractmethod
+from typing import TYPE_CHECKING
+
+if TYPE_CHECKING:
+    from langchain_core.documents import Document
+
+BACKOFF_MAX_TIME_SECONDS = 900
+BACKOFF_MAX_TIME_DELETE_SECONDS = 900  # 15 minutes (if many objects were added it takes time to search in the database)
+
+
+class VectorDbBase(ABC):
+    # only for testing purposes (to wait for the index to be updated, e.g. in Pinecone)
+    unit_test_wait_for_index = 0
+
+    @abstractmethod
+    def get_by_item_id(self, item_id: str) -> list[Document]:
+        """Get documents by item_id."""
+
+    @abstractmethod
+    def update_last_seen_at(self, ids: list[str], last_seen_at: int | None = None) -> None:
+        """Update last_seen_at field in the database."""
+
+    @abstractmethod
+    def delete_by_item_id(self, item_id: str) -> None:
+        """Delete documents by item_id."""
+
+    @abstractmethod
+    def delete_expired(self, expired_ts: int) -> None:
+        """Delete documents that are older than the ts_expired timestamp."""
+
+    @abstractmethod
+    def delete_all(self) -> None:
+        """Delete all documents from the database (internal function for testing purposes)."""
+
+    @abstractmethod
+    async def is_connected(self) -> bool:
+        """Check if the database is connected."""
+
+    @abstractmethod
+    def search_by_vector(self, vector: list[float], k: int, filter_: dict | None = None) -> list[Document]:
+        """Search for documents by vector. Return a list of documents."""
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/vector_stores/opengauss.py b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/vector_stores/opengauss.py
new file mode 100644
index 000000000..b66b12adc
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/src/vector_stores/opengauss.py
@@ -0,0 +1,165 @@
+from __future__ import annotations
+
+import json
+from datetime import datetime, timezone
+from typing import TYPE_CHECKING
+
+from langchain_core.documents import Document
+from langchain_opengauss import OpenGauss
+from langchain_opengauss.config import OpenGaussSettings
+from psycopg2 import sql
+
+from .base import VectorDbBase
+
+if TYPE_CHECKING:
+    from langchain_core.embeddings import Embeddings
+
+    from ..models import OpengaussIntegration
+
+
+class OpenGaussDatabase(OpenGauss, VectorDbBase):
+
+    def __init__(self, actor_input: OpengaussIntegration, embeddings: Embeddings) -> None:
+        try:
+            db_host = actor_input.opengaussHost
+            db_port = actor_input.opengaussPort
+            db_user = actor_input.opengaussUser
+            db_password = actor_input.opengaussPassword
+            db_name = actor_input.opengaussDBname or "postgres"
+
+        except (ValueError, IndexError) as e:
+            raise ValueError(
+                "Could not construct openGauss connection parameters from actor_input. "
+                "Ensure fields follow opengauss_input_model.py."
+            ) from e
+
+
+        dummy_vector = embeddings.embed_query("get dimension")
+        embedding_dim = len(dummy_vector)
+        settings = OpenGaussSettings(
+            host=db_host,
+            port=db_port,
+            user=db_user,
+            password=db_password,
+            database=db_name,
+            table_name=actor_input.opengaussTableName,
+            embedding_dimension=embedding_dim,
+        )
+
+        super().__init__(embedding=embeddings, config=settings)
+
+        self._dummy_vector: list[float] = dummy_vector
+
+    @property
+    def dummy_vector(self) -> list[float]:
+        if not self._dummy_vector and self.embeddings:
+            self._dummy_vector = self.embeddings.embed_query("dummy")
+        return self._dummy_vector
+
+    async def is_connected(self) -> bool:
+        try:
+            with self._get_cursor() as cur:
+                cur.execute("SELECT 1")
+                return cur.fetchone()[0] == 1
+        except Exception:
+            return False
+
+    def get_by_item_id(self, item_id: str) -> list[Document]:
+        """
+        Get all document chunks associated with a specific item_id from the metadata.
+        """
+        if not item_id:
+            return []
+
+        query = sql.SQL("""
+            SELECT id, metadata FROM {table}
+            WHERE metadata ->> 'item_id' = %s
+        """).format(table=sql.Identifier(self.config.table_name))
+        docs = []
+        with self._get_cursor() as cur:
+            cur.execute(query, (item_id,))
+            for row in cur.fetchall():
+                doc_id, metadata = row
+                metadata["chunk_id"] = doc_id
+                docs.append(Document(page_content="", metadata=metadata))
+        return docs
+
+    def update_last_seen_at(self, ids: list[str], last_seen_at: int | None = None) -> None:
+        """Update last_seen_at field in the database."""
+        if not ids:
+            return
+
+        last_seen_at = last_seen_at or int(datetime.now(timezone.utc).timestamp())
+
+        new_value_jsonb = json.dumps(last_seen_at)
+
+        update_sql = sql.SQL("""
+            UPDATE {table}
+            SET metadata = jsonb_set(
+                metadata,
+                '{{last_seen_at}}',
+                %s::jsonb,
+                true
+            )
+            WHERE id = ANY(%s)
+        """).format(table=sql.Identifier(self.config.table_name))
+
+        with self._get_cursor() as cur:
+            cur.execute(update_sql, (new_value_jsonb, ids))
+
+    def delete_by_item_id(self, item_id: str) -> None:
+        """Delete object by item_id."""
+        if not item_id:
+            return
+
+        query = sql.SQL("""
+            DELETE FROM {table}
+            WHERE metadata ->> 'item_id' = %s
+        """).format(table=sql.Identifier(self.config.table_name))
+        with self._get_cursor() as cur:
+            cur.execute(query, (item_id,))
+
+    def delete_expired(self, expired_ts: int) -> None:
+        """Delete objects from the index that are expired."""
+        query = sql.SQL("""
+            DELETE FROM {table}
+            WHERE (metadata ->> 'last_seen_at')::bigint < %s
+        """).format(table=sql.Identifier(self.config.table_name))
+        with self._get_cursor() as cur:
+            cur.execute(query, (expired_ts,))
+
+    def get_by_id(self, id_: str) -> Document | None:
+        """Get a document by id from the database.
+
+        Used only for testing purposes.
+        """
+        results = self.get_by_ids([id_])
+        return results[0] if results else None
+
+    def get_all_ids(self) -> list[str]:
+        """Get all document ids from the database.
+
+        Used only for testing purposes.
+        """
+        query = sql.SQL("SELECT id FROM {table}").format(
+            table=sql.Identifier(self.config.table_name)
+        )
+        with self._get_cursor() as cur:
+            cur.execute(query)
+            return [row[0] for row in cur.fetchall()]
+
+    def delete_all(self) -> None:
+        """Delete all documents from the database.
+
+        Used only for testing purposes.
+        """
+        self.delete(ids=None)
+
+    def search_by_vector(
+        self,
+        vector: list[float],
+        k: int = 4,
+        filter_: dict | None = None
+    ) -> list[Document]:
+        """Search by vector and return the results."""
+        return self.similarity_search_by_vector(embedding=vector, k=k, filter=filter_)
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/tests/__init__.py b/Apify-Opengauss-Integration/apify-opengauss-integration/code/tests/__init__.py
new file mode 100644
index 000000000..aad599e7f
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/tests/__init__.py
@@ -0,0 +1,5 @@
+import sys
+from pathlib import Path
+
+sys.path.insert(0, str(Path(__file__).parent.parent))
+sys.path.insert(0, str(Path(__file__).parent.parent / "src"))
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/tests/conftest.py b/Apify-Opengauss-Integration/apify-opengauss-integration/code/tests/conftest.py
new file mode 100644
index 000000000..e2f0f0369
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/tests/conftest.py
@@ -0,0 +1,95 @@
+from __future__ import annotations
+
+import os
+import time
+
+import pytest
+from dotenv import load_dotenv
+from langchain_core.documents import Document
+from langchain_openai.embeddings import OpenAIEmbeddings
+from models import OpengaussIntegration  # type: ignore
+from utils import add_item_checksum  # type: ignore[import-not-found]
+from vector_stores.opengauss import OpenGaussDatabase  # type: ignore[import-not-found]
+
+load_dotenv()
+embeddings = OpenAIEmbeddings(model="text-embedding-3-small")
+
+INDEX_NAME = "apifyunittest"
+
+# Database fixtures to test. Fill here the name of the fixtures you want to test
+DATABASE_FIXTURES = [
+    "db_opengauss",
+]
+
+UUID = "00000000-0000-0000-0000-0000000000"
+ID1 = f"{UUID}10"
+ID2 = f"{UUID}20"
+ID3 = f"{UUID}30"
+ID4A, ID4B, ID4C = f"{UUID}4a", f"{UUID}4b", f"{UUID}4c"
+ID5A, ID5B, ID5C = f"{UUID}5a", f"{UUID}5b", f"{UUID}5c"
+ID6 = f"{UUID}60"
+
+ITEM_ID1 = "id1"
+ITEM_ID4 = "id4"
+
+d1 = Document(page_content="Expired->del", metadata={"item_id": ITEM_ID1, "chunk_id": ID1, "checksum": "1", "last_seen_at": 0})
+d2 = Document(page_content="Old->not-del", metadata={"item_id": "id2", "chunk_id": ID2, "checksum": "2", "last_seen_at": 1})
+d3a = Document(page_content="Unchanged->upt-meta", metadata={"item_id": "id3", "chunk_id": ID3, "checksum": "3", "last_seen_at": 1})
+d3b = Document(page_content="Unchanged->upt-meta", metadata={"item_id": "id3", "chunk_id": ID3, "checksum": "3", "last_seen_at": 2})
+d4a = Document(page_content="Changed->del", metadata={"item_id": ITEM_ID4, "chunk_id": ID4A, "checksum": "4", "last_seen_at": 1})
+d4b = Document(page_content="Changed->del", metadata={"item_id": ITEM_ID4, "chunk_id": ID4B, "checksum": "4", "last_seen_at": 1})
+d4c = Document(page_content="Changed->add-new", metadata={"item_id": ITEM_ID4, "chunk_id": ID4C, "checksum": "4c", "last_seen_at": 2})
+d5a = Document(page_content="Changed->del", metadata={"item_id": "id5", "chunk_id": ID5A, "checksum": "5", "last_seen_at": 1})
+d5b = Document(page_content="Changed->add-new", metadata={"item_id": "id5", "chunk_id": ID5B, "checksum": "5bc", "last_seen_at": 2})
+d5c = Document(page_content="Changed->add-new", metadata={"item_id": "id5", "chunk_id": ID5C, "checksum": "5bc", "last_seen_at": 2})
+d6 = Document(page_content="New->add", metadata={"item_id": "id5", "chunk_id": ID6, "checksum": "6", "last_seen_at": 2})
+
+
+@pytest.fixture()
+def crawl_1() -> list[Document]:
+    return [d1, d2, d3a, d4a, d4b, d5a]
+
+
+@pytest.fixture()
+def crawl_2() -> list[Document]:
+    return [d3b, d4c, d5b, d5c, d6]
+
+
+@pytest.fixture()
+def expected_results() -> list[Document]:
+    return [d2, d3b, d4c, d5b, d5c, d6]
+
+
+@pytest.fixture()
+def documents() -> list[Document]:
+    d = Document(page_content="Content", metadata={"url": "https://url1.com"})
+    return add_item_checksum([d], ["url"])  # type: ignore[no-any-return]
+
+
+@pytest.fixture()
+def db_opengauss(crawl_1: list[Document]) -> OpenGaussDatabase:
+    db = OpenGaussDatabase(
+        actor_input=OpengaussIntegration(
+            opengaussHost=os.getenv("OPENGAUSS_HOST"),
+            opengaussPort=os.getenv("OPENGAUSS_PORT"),
+            opengaussUser=os.getenv("OPENGAUSS_USER"),
+            opengaussPassword=os.getenv("OPENGAUSS_PASSWORD"),
+            opengaussDBname=os.getenv("OPENGAUSS_DBNAME"),
+            opengaussTableName=INDEX_NAME,
+            embeddingsProvider="OpenAI",
+            embeddingsApiKey=os.getenv("OPENAI_API_KEY"),
+            datasetFields=["text"],
+        ),
+        embeddings=embeddings,
+    )
+
+    db.unit_test_wait_for_index = 0
+
+    db.delete_all()
+    # Insert initially crawled objects
+    db.add_documents(documents=crawl_1, ids=[d.metadata["chunk_id"] for d in crawl_1])
+    time.sleep(db.unit_test_wait_for_index)
+
+    yield db
+
+    db.delete_all()
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/tests/test_utils.py b/Apify-Opengauss-Integration/apify-opengauss-integration/code/tests/test_utils.py
new file mode 100644
index 000000000..777363b7e
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/tests/test_utils.py
@@ -0,0 +1,166 @@
+from __future__ import annotations
+
+import copy
+
+from langchain_core.documents import Document
+
+from src.utils import (
+    add_item_checksum,
+    compute_hash,
+    get_chunks_to_delete,
+    get_chunks_to_update,
+    get_dataset_loader,
+    get_nested_value,
+    stringify_dict,
+)
+
+
+def test_get_nested_value_with_nested_keys() -> None:
+    d = {"a": {"b": {"c": "value"}}}
+    assert get_nested_value(d, "a.b.c") == "value"
+
+
+def test_get_nested_value_with_top_level_key() -> None:
+    d = {"a": "value"}
+    assert get_nested_value(d, "a") == "value"
+
+
+def test_get_nested_value_with_nonexistent_key() -> None:
+    d = {"a": "value"}
+    assert get_nested_value(d, "b") == ""
+
+
+def test_get_nested_value_with_empty_dict() -> None:
+    assert get_nested_value({}, "a") == ""
+
+
+def test_stringify_dict_with_multiple_keys() -> None:
+    d = {"a": "value1", "b": "value2"}
+    keys = ["a", "b"]
+    assert stringify_dict(d, keys) == "a: value1\nb: value2"
+
+
+def test_stringify_dict_with_nested_keys() -> None:
+    d = {"a": {"b": "value"}}
+    keys = ["a.b"]
+    assert stringify_dict(d, keys) == "a.b: value"
+
+
+def test_stringify_dict_with_nonexistent_keys() -> None:
+    d = {"a": "value"}
+    keys = ["b"]
+    assert stringify_dict(d, keys) == ""
+
+
+def test_stringify_dict_with_empty_dict() -> None:
+    assert stringify_dict({}, ["a"]) == ""
+
+
+def test_load_page_content() -> None:
+    dataset_items = [{"text": "This is a test"}]
+
+    loader = get_dataset_loader("1234", ["text"], {}, {})
+    result = list(map(loader.dataset_mapping_function, dataset_items))
+
+    assert result == [Document(page_content="text: This is a test")]
+
+
+def test_load_page_content_with_metadata() -> None:
+    dataset_items = [
+        {"text": "This is a test", "url": "https://example.com", "metadata": {"title": "Test Title"}},
+        {"text": "Another test", "url": "https://example2.com", "metadata": {"title": "Test Title 2"}},
+    ]
+
+    meta_values = {"source": "test source"}
+    meta_fields = {"page_url": "url", "page_title": "metadata.title"}
+
+    loader = get_dataset_loader("1234", ["text", "url"], meta_values, meta_fields)
+    result = list(map(loader.dataset_mapping_function, dataset_items))
+
+    expected_result = [
+        Document(
+            page_content="text: This is a test\nurl: https://example.com",
+            metadata={"source": "test source", "page_url": "https://example.com", "page_title": "Test Title"},
+        ),
+        Document(
+            page_content="text: Another test\nurl: https://example2.com",
+            metadata={"source": "test source", "page_url": "https://example2.com", "page_title": "Test Title 2"},
+        ),
+    ]
+
+    assert result == expected_result
+
+
+def test_compute_hash() -> None:
+    text = "test"
+    assert compute_hash(text) == "9f86d081884c7d659a2feaa0c55ad015a3bf4f1b2b0b822cd15d6c15b0f00a08"
+
+
+def test_get_chunks_empty() -> None:
+    add_, update_ = get_chunks_to_update([], [])
+    assert len(add_) == 0
+    assert len(update_) == 0
+
+
+def test_get_chunks_previous_run_empty(documents: list[Document]) -> None:
+    add_, update_ = get_chunks_to_update([], documents)
+    assert len(add_) == 1
+    assert len(update_) == 0
+
+    assert add_[0].metadata["item_id"] == documents[0].metadata["item_id"]
+
+
+def test_get_chunks_current_run_empty(documents: list[Document]) -> None:
+    add_, update_ = get_chunks_to_update(documents, [])
+    assert len(add_) == 0
+    assert len(update_) == 0
+
+
+def test_get_chunks_update_metadata(documents: list[Document]) -> None:
+    chunks = add_item_checksum(documents, ["url"])
+
+    add_, update_ = get_chunks_to_update(chunks, chunks)
+    assert len(add_) == 0
+    assert len(update_) == 1
+    assert update_[0].metadata["checksum"] == "0feb3e25afe9430e2d23d726cbe2cecccef2afff29cdecf7a747264433605fa4"
+    assert update_[0].metadata["item_id"] == "f2881510b05f8c3567c1d63a3212d3ebb8bbfc5510241db1f39da8f66df1defd"
+
+
+def test_get_chunks_to_update_with_content_changes(documents: list[Document]) -> None:
+    chunks_prev = add_item_checksum(documents, ["url"])
+
+    chunks_curr = copy.deepcopy(chunks_prev)
+    chunks_curr[0].page_content = "Content has changed between runs"
+    chunks_curr = add_item_checksum(chunks_curr, ["url"])
+
+    assert chunks_prev[0].metadata["item_id"] == chunks_curr[0].metadata["item_id"]
+    assert chunks_prev[0].metadata["checksum"] != chunks_curr[0].metadata["checksum"]
+
+    add_, update_ = get_chunks_to_update(chunks_prev, chunks_curr)
+    assert len(add_) == 1
+    assert len(update_) == 0
+    assert add_[0] == chunks_curr[0]
+
+
+def test_get_chunks_to_delete_empty() -> None:
+    chunks_prev = add_item_checksum([], ["url"])
+    delete_, old_keep_ = get_chunks_to_delete(chunks_prev, chunks_prev, 1)
+    assert len(delete_) == 0
+    assert len(old_keep_) == 0
+
+
+def test_get_chunks_to_delete_no_delete(documents: list[Document]) -> None:
+    chunks_prev = add_item_checksum(documents, ["url"])
+    delete_, old_keep_ = get_chunks_to_delete(chunks_prev, chunks_prev, 1)
+    assert len(delete_) == 0
+    assert len(old_keep_) == 0
+
+
+def test_get_chunks_to_delete_delete_expired(documents: list[Document]) -> None:
+    chunks_prev = add_item_checksum(documents, ["url"])
+    chunks_prev[0].metadata["last_seen_at"] = 1
+
+    delete_, old_keep = get_chunks_to_delete(chunks_prev, [], 1)
+    assert len(delete_) == 1
+    assert len(old_keep) == 0
+    assert delete_[0] == chunks_prev[0]
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/code/tests/test_vector_stores.py b/Apify-Opengauss-Integration/apify-opengauss-integration/code/tests/test_vector_stores.py
new file mode 100644
index 000000000..8c968d681
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/code/tests/test_vector_stores.py
@@ -0,0 +1,251 @@
+from __future__ import annotations
+
+import time
+from datetime import datetime, timezone
+from typing import TYPE_CHECKING
+
+import pytest
+
+from src.vcs import compare_crawled_data_with_db, delete_expired_objects, update_db_with_crawled_data
+
+from .conftest import DATABASE_FIXTURES, ID1, ID3, ID4A, ID4B, ID4C, ID5A, ID5B, ID5C, ID6, ITEM_ID1, ITEM_ID4
+
+if TYPE_CHECKING:
+    from _pytest.fixtures import FixtureRequest
+    from langchain_core.documents import Document
+
+    from src._types import VectorDb
+
+
+def wait_for_db(sec: int = 3) -> None:
+    # Wait for the database to update (Pinecone)
+    # Data freshness - Pinecone is eventually consistent, so there can be a slight delay before new or changed records are visible to queries.
+    time.sleep(sec)
+
+
+# Helper to compute the expected stored chunk_id
+def get_expected_id(db: VectorDb, item_id: str, chunk_id: str) -> str:
+    if hasattr(db, "use_id_prefix") and getattr(db, "use_id_prefix", True):
+        return f"{item_id}#{chunk_id}"
+    return chunk_id
+
+
+@pytest.mark.integration()
+@pytest.mark.parametrize("input_db", DATABASE_FIXTURES)
+def test_add_newly_crawled_data(input_db: str, crawl_2: list[Document], request: FixtureRequest) -> None:
+    db: VectorDb = request.getfixturevalue(input_db)
+
+    res = db.search_by_vector(db.dummy_vector, k=10)
+    assert len(res) == 6, "Expected 6 initial objects in the database"
+
+    data_add, _, _ = compare_crawled_data_with_db(db, crawl_2)
+
+    assert len(data_add) == 4, "Expected 4 objects to add"
+    assert data_add[0].metadata["chunk_id"] == ID4C
+    assert data_add[1].metadata["chunk_id"] == ID5B
+    assert data_add[2].metadata["chunk_id"] == ID5C
+    assert data_add[3].metadata["chunk_id"] == ID6
+
+    # Add new data
+    db.add_documents(data_add, ids=[d.metadata["chunk_id"] for d in data_add])
+    wait_for_db(db.unit_test_wait_for_index)
+
+    id4c = get_expected_id(db, "id4", ID4C)
+    id5b = get_expected_id(db, "id5", ID5B)
+    id5c = get_expected_id(db, "id5", ID5C)
+
+    res = db.search_by_vector(db.dummy_vector, k=10)
+    ids = [r.metadata["chunk_id"] for r in res]
+    assert len(res) == 10, "Expected 10 objects in the database after addition"
+    assert id4c in ids, f"Expected {id4c} to be added"
+    assert id5b in ids, f"Expected {id5b} to be added"
+    assert id5c in ids, f"Expected {id5c} to be added"
+
+
+@pytest.mark.integration()
+@pytest.mark.parametrize("input_db", DATABASE_FIXTURES)
+def test_get_by_item_id(input_db: str, request: FixtureRequest) -> None:
+    db: VectorDb = request.getfixturevalue(input_db)
+
+    res = db.get_by_item_id(ITEM_ID1)
+
+    id1 = get_expected_id(db, "id1", ID1)
+    id4a = get_expected_id(db, "id4", ID4A)
+    id4b = get_expected_id(db, "id4", ID4B)
+
+    assert len(res) == 1, "Expected 1 object to be returned"
+    assert res[0].metadata["item_id"] == ITEM_ID1, f"Expected {ITEM_ID1} to be returned"
+    assert res[0].metadata["chunk_id"] == id1, f"Expected {id1} to be returned"
+
+    res = db.get_by_item_id(ITEM_ID4)
+
+    assert len(res) == 2, "Expected 2 objects to be returned"
+
+    ids = [r.metadata["chunk_id"] for r in res]
+    assert id4a in ids, f"Expected {id4a} to be returned"
+    assert id4b in ids, f"Expected {id4b} to be returned"
+
+    res = db.get_by_item_id("idX")
+    assert not res, "Expected [] to be returned"
+
+    res = db.get_by_item_id("")
+    assert not res, "Expected [] to be returned"
+
+
+@pytest.mark.integration()
+@pytest.mark.parametrize("input_db", DATABASE_FIXTURES)
+def test_update_metadata_last_seen_at(input_db: str, crawl_2: list[Document], request: FixtureRequest) -> None:
+    # to test whether the object was updated
+    ts_init = int(datetime.now(timezone.utc).timestamp())
+
+    db: VectorDb = request.getfixturevalue(input_db)
+    id3 = get_expected_id(db, "id3", ID3)
+
+    res = db.search_by_vector(db.dummy_vector, k=10)
+    assert len(res) == 6, "Expected 6 initial objects in the database"
+
+    _, ids_update_last_seen, _ = compare_crawled_data_with_db(db, crawl_2)
+
+    assert len(ids_update_last_seen) == 1, "Expected 1 object to update"
+
+    ids_orig = ids_update_last_seen
+    if hasattr(db, "get_by_id") and (v := db.get_by_id(ids_update_last_seen[0])):
+        ids_orig = v.metadata["chunk_id"]
+    assert id3 in ids_orig, f"Expected {id3} to be updated"
+
+    res = db.search_by_vector(db.dummy_vector, k=10)
+    assert next(r for r in res if r.metadata["chunk_id"] == id3).metadata["last_seen_at"] == 1
+
+    # Update metadata data
+    db.update_last_seen_at(ids_update_last_seen)
+    wait_for_db(db.unit_test_wait_for_index)
+
+    res = db.search_by_vector(db.dummy_vector, k=10)
+    assert len(res) == 6, "Expected 6 objects in the database after last_seen update"
+    assert next(r for r in res if r.metadata["chunk_id"] == id3).metadata["last_seen_at"] >= ts_init, f"Expected {id3} to be updated"
+
+
+@pytest.mark.integration()
+@pytest.mark.parametrize("input_db", DATABASE_FIXTURES)
+def test_delete_updated_data(input_db: str, crawl_2: list[Document], request: FixtureRequest) -> None:
+    db: VectorDb = request.getfixturevalue(input_db)
+
+    id4a = get_expected_id(db, "id4", ID4A)
+    id4b = get_expected_id(db, "id4", ID4B)
+    id5a = get_expected_id(db, "id5", ID5A)
+
+    res = db.search_by_vector(db.dummy_vector, k=10)
+    assert len(res) == 6, "Expected 6 initial objects in the database"
+
+    _, _, ids_del = compare_crawled_data_with_db(db, crawl_2)
+
+    # OpenSearch serverless does not support to create a document with ID, so we cannot check the ID directly
+    # Therefore, we need to get the ID from the database
+
+    ids_orig = ids_del
+    if hasattr(db, "get_by_id") and (data := [db.get_by_id(id_) for id_ in ids_del]):
+        ids_orig = [d.metadata["chunk_id"] for d in data if d]
+
+    assert len(ids_del) == 3, "Expected 1 object to delete"
+    assert id4a in ids_orig, f"Expected {id4a} to be deleted"
+    assert id4b in ids_orig, f"Expected {id4b} to be deleted"
+    assert id5a in ids_orig, f"Expected {id5a} to be deleted"
+
+    db.delete(ids=ids_del)
+    wait_for_db(db.unit_test_wait_for_index)
+
+    res = db.search_by_vector(db.dummy_vector, k=10)
+    ids = [r.metadata["chunk_id"] for r in res]
+    assert len(ids) == 3, "Expected 3 objects in the database after deletion"
+    assert id4a not in ids, f"Expected {id4a} to be deleted"
+    assert id4b not in ids, f"Expected {id4b} to be deleted"
+    assert id5a not in ids, f"Expected {id5a} to be deleted"
+
+
+@pytest.mark.integration()
+@pytest.mark.parametrize("input_db", DATABASE_FIXTURES)
+def test_deleted_expired_data(input_db: str, request: FixtureRequest) -> None:
+    db: VectorDb = request.getfixturevalue(input_db)
+
+    id1 = get_expected_id(db, ITEM_ID1, ID1)
+
+    res = db.search_by_vector(db.dummy_vector, k=10)
+    assert len(res) == 6, "Expected 6 initial objects in the database"
+
+    # Delete expired objects
+    db.delete_expired(expired_ts=1)
+    wait_for_db(db.unit_test_wait_for_index)
+
+    res = db.search_by_vector(db.dummy_vector, k=10)
+    assert len(res) == 5, "Expected 5 objects in the database after deletion"
+    assert id1 not in [r.metadata["chunk_id"] for r in res], f"Expected {id1} to be deleted"
+
+
+@pytest.mark.integration()
+@pytest.mark.parametrize("input_db", DATABASE_FIXTURES)
+def test_update_db_with_crawled_data_all(input_db: str, crawl_2: list[Document], expected_results: list[Document], request: FixtureRequest) -> None:
+    db: VectorDb = request.getfixturevalue(input_db)
+
+    res = db.search_by_vector(db.dummy_vector, k=10)
+    assert len(res) == 6, "Expected 6 initial objects in the database"
+
+    update_db_with_crawled_data(db, crawl_2)
+    wait_for_db(db.unit_test_wait_for_index)
+    delete_expired_objects(db, 1)
+    wait_for_db(db.unit_test_wait_for_index)
+
+    res = db.search_by_vector(db.dummy_vector, k=10)
+    assert len(res) == 6, "Expected 6 objects in the database after all updates"
+
+    # Compare results with expected results
+    for expected in expected_results:
+        _id = get_expected_id(db, expected.metadata["item_id"], expected.metadata["chunk_id"])
+        d = next(r for r in res if _id == r.metadata["chunk_id"])
+        assert d.metadata["item_id"] == expected.metadata["item_id"], f"Expected item_id {expected.metadata['item_id']}"
+        assert d.metadata["checksum"] == expected.metadata["checksum"], f"Expected checksum {expected.metadata['checksum']}"
+
+
+@pytest.mark.integration()
+@pytest.mark.parametrize("input_db", DATABASE_FIXTURES)
+def test_get_delete_all(input_db: str, request: FixtureRequest) -> None:
+    """Test that all items have benn deleted (delete_all is an internal function)."""
+
+    db: VectorDb = request.getfixturevalue(input_db)
+
+    res = db.search_by_vector(db.dummy_vector, k=10)
+    assert res
+
+    db.delete_all()
+    wait_for_db(db.unit_test_wait_for_index)
+
+    res = db.search_by_vector(db.dummy_vector, k=10)
+    assert not res
+
+
+@pytest.mark.integration()
+@pytest.mark.parametrize("input_db", DATABASE_FIXTURES)
+def test_delete_by_item_id(input_db: str, request: FixtureRequest) -> None:
+    db: VectorDb = request.getfixturevalue(input_db)
+
+    res = db.search_by_vector(db.dummy_vector, k=10)
+    assert len(res) == 6, "Expected 6 initial objects in the database"
+
+    id4a = get_expected_id(db, "id4", ID4A)
+    id4b = get_expected_id(db, "id4", ID4B)
+
+    res = db.get_by_item_id(ITEM_ID4)
+    assert len(res) == 2, "Expected 2 objects to be returned"
+
+    ids = [r.metadata["chunk_id"] for r in res]
+    assert id4a in ids, f"Expected {id4a} to be returned"
+    assert id4b in ids, f"Expected {id4b} to be returned"
+
+    db.delete_by_item_id(ITEM_ID4)
+    wait_for_db(db.unit_test_wait_for_index)
+    res = db.get_by_item_id(ITEM_ID4)
+    assert not res, "Expected None to be returned"
+
+    db.delete_by_item_id("idX")
+    wait_for_db(db.unit_test_wait_for_index)
+    res = db.get_by_item_id("idX")
+    assert not res, "Expected None to be returned"
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/docker-compose.yaml b/Apify-Opengauss-Integration/apify-opengauss-integration/docker-compose.yaml
new file mode 100644
index 000000000..417ab0fb1
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/docker-compose.yaml
@@ -0,0 +1,20 @@
+services:
+  opengauss:
+    image: opengauss/opengauss-server:latest
+    environment:
+      GS_USERNAME: GSDBUSER
+      GS_PASSWORD: Apify@123
+      GS_DB: gs_apify
+    volumes:
+      - ./volumes/opengauss/data:/var/lib/opengauss/data
+    healthcheck:
+      test: [ "CMD-SHELL", "netstat -lntp | grep tcp6 > /dev/null 2>&1" ]
+      interval: 10s
+      timeout: 10s
+      retries: 10
+    ports:
+       - "8888:5432"
+
+networks:
+  default:
+    name: milvus
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/docker_build.sh b/Apify-Opengauss-Integration/apify-opengauss-integration/docker_build.sh
new file mode 100755
index 000000000..bdd0b9b7a
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/docker_build.sh
@@ -0,0 +1,4 @@
+#!/usr/bin/env bash
+
+echo "Building the Docker image"
+docker build --tag vs_db --file shared/Dockerfile --build-arg ACTOR_PATH_IN_DOCKER_CONTEXT=actors/opensearch .
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/docker_run.sh b/Apify-Opengauss-Integration/apify-opengauss-integration/docker_run.sh
new file mode 100755
index 000000000..f6610a45e
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/docker_run.sh
@@ -0,0 +1,11 @@
+#!/usr/bin/env bash
+
+echo "Stopping and removing the container"
+docker stop vs_db 2> /dev/null || true
+docker rm vs_db 2> /dev/null || true
+
+echo "Running the container"
+docker run \
+    --name vs_db \
+    -it \
+    vs_db
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/shared/CHANGELOG.md b/Apify-Opengauss-Integration/apify-opengauss-integration/shared/CHANGELOG.md
new file mode 100644
index 000000000..e07ff3487
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/shared/CHANGELOG.md
@@ -0,0 +1,4 @@
+# Change Log
+
+## 0.0.0 (2025-09-23)
+- Initial import
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/shared/Dockerfile b/Apify-Opengauss-Integration/apify-opengauss-integration/shared/Dockerfile
new file mode 100644
index 000000000..00a0ba536
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/shared/Dockerfile
@@ -0,0 +1,26 @@
+FROM apify/actor-python:3.11
+
+
+WORKDIR /usr/src/app
+
+COPY code/pyproject.toml code/poetry.lock code/pyproject.toml ./
+
+ARG ACTOR_PATH_IN_DOCKER_CONTEXT
+ENV ACTOR_PATH_IN_DOCKER_CONTEXT="${ACTOR_PATH_IN_DOCKER_CONTEXT}"
+
+RUN echo "Python version:" \
+    && python --version \
+    && echo "Pip version:" \
+    && pip --version \
+    && echo "Installing Poetry:" \
+    && pip install --no-cache-dir poetry~=1.8 \
+    && echo "Installing dependencies:" \
+    && poetry config virtualenvs.create false \
+    && poetry install --only "main,${ACTOR_PATH_IN_DOCKER_CONTEXT#actors/}" --no-interaction --no-ansi \
+    && rm -rf /tmp/.poetry-cache \
+    && echo "All installed Python packages:" \
+    && pip freeze
+
+COPY code ./
+
+CMD ["python3", "-m", "src"]
diff --git a/Apify-Opengauss-Integration/apify-opengauss-integration/shared/dataset_schema.json b/Apify-Opengauss-Integration/apify-opengauss-integration/shared/dataset_schema.json
new file mode 100644
index 000000000..c87663131
--- /dev/null
+++ b/Apify-Opengauss-Integration/apify-opengauss-integration/shared/dataset_schema.json
@@ -0,0 +1,27 @@
+{
+    "actorSpecification": 1,
+    "views": {
+        "overview": {
+            "title": "Overview",
+            "transformation": {
+                "fields": [
+                    "page_content",
+                    "metadata"
+                ]
+            },
+            "display": {
+                "component": "table",
+                "properties": {
+                    "page_content": {
+                        "label": "Page content (chunk)",
+                        "format": "text"
+                    },
+                    "metadata": {
+                        "label": "Metadata (if any)",
+                        "format": "object"
+                    }
+                }
+            }
+        }
+    }
+}