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azure-cosmos-db-py

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使用 Python/FastAPI 构建生产级 Azure Cosmos DB NoSQL 服务,内容涵盖支持双重身份验证的客户端配置、服务层的 CRUD 操作、分区键策略、参数化查询以及 TDD 模式。

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更新时间 2026-09-12

Cosmos DB 服务实现

遵循“干净代码”规范、安全最佳实践和测试驱动开发(TDD)原则,构建生产级 Azure Cosmos DB NoSQL 服务。

安装

pip install azure-cosmos azure-identity

环境变量

COSMOS_ENDPOINT=https://.documents.azure.com:443/  # Required for all auth methods
COSMOS_DATABASE_NAME=  # Required for all auth methods
COSMOS_CONTAINER_ID=  # Required for all auth methods
# For emulator only (not production)
COSMOS_KEY=  # Only required for key-based auth or emulator
AZURE_TOKEN_CREDENTIALS=prod # Required only if DefaultAzureCredential is used in production

身份验证与生命周期

🔑 以下每个代码示例均遵循两条规则:

  1. 优先使用DefaultAzureCredential它既可在本地(Azure CLI / VS Code / Developer CLI)使用,也可在Azure中(托管身份、工作负载身份)使用,且无需修改代码。避免使用连接字符串、账户/API密钥——它们会绕过Entra的审计和轮换机制。
    • 本地开发: DefaultAzureCredential 可直接使用。
    • 生产环境:设置 AZURE_TOKEN_CREDENTIALS=prod (或 AZURE_TOKEN_CREDENTIALS=) 以将凭据链限制为生产环境安全的凭据。
  2. 将每个客户端封装在上下文管理器中,以确保 HTTP 传输、套接字和令牌缓存能以可预测的方式释放:
    • 同步: with (...) as client:
    • 异步: async with (...) as client: 以及 async with DefaultAzureCredential() as credential: (摘自 azure.identity.aio)

代码片段中可能会简化此配置,但生产环境代码应始终遵循这两条规则。

DefaultAzureCredential(推荐)

import os
from azure.cosmos import CosmosClient
from azure.identity import DefaultAzureCredential, ManagedIdentityCredential

# Local dev: DefaultAzureCredential. Production: set AZURE_TOKEN_CREDENTIALS=prod or AZURE_TOKEN_CREDENTIALS=
credential = DefaultAzureCredential(require_envvar=True)
# Or use a specific credential directly in production:
# See https://learn.microsoft.com/python/api/overview/azure/identity-readme?view=azure-python#credential-classes
# credential = ManagedIdentityCredential()

with CosmosClient(
    url=os.environ["COSMOS_ENDPOINT"],
    credential=credential
) as client:
    # Use client here (see following sections for operations)
    ...

模拟器(本地开发)

from azure.cosmos import CosmosClient

with CosmosClient(
    url="https://localhost:8081",
    credential=os.environ["COSMOS_KEY"],
    connection_verify=False
) as client:
    # Use client here (see following sections for operations)
    ...

架构概述

┌─────────────────────────────────────────────────────────────────┐
│                         FastAPI Router                          │
│  - Auth dependencies (get_current_user, get_current_user_required)
│  - HTTP error responses (HTTPException)                         │
└──────────────────────────────┬──────────────────────────────────┘
                               │
┌──────────────────────────────▼──────────────────────────────────┐
│                        Service Layer                            │
│  - Business logic and validation                                │
│  - Document ↔ Model conversion                                  │
│  - Graceful degradation when Cosmos unavailable                 │
└──────────────────────────────┬──────────────────────────────────┘
                               │
┌──────────────────────────────▼──────────────────────────────────┐
│                     Cosmos DB Client Module                     │
│  - Singleton container initialization                           │
│  - Dual auth: DefaultAzureCredential (Azure) / Key (emulator)   │
│  - Async wrapper via run_in_threadpool                          │
└─────────────────────────────────────────────────────────────────┘

快速入门

1. 客户端模块配置

创建一个支持双重身份验证的 Cosmos 单例客户端:

# db/cosmos.py
from azure.cosmos import CosmosClient
from azure.identity import DefaultAzureCredential
from starlette.concurrency import run_in_threadpool

_cosmos_container = None

def _is_emulator_endpoint(endpoint: str) -> bool:
    return "localhost" in endpoint or "127.0.0.1" in endpoint

async def get_container():
    global _cosmos_container
    if _cosmos_container is None:
        # Singleton: client lives for the FastAPI app lifetime; close in a lifespan shutdown handler.
        if _is_emulator_endpoint(settings.cosmos_endpoint):
            client = CosmosClient(
                url=settings.cosmos_endpoint,
                credential=settings.cosmos_key,
                connection_verify=False
            )
        else:
            client = CosmosClient(
                url=settings.cosmos_endpoint,
                credential=DefaultAzureCredential()
            )
        db = client.get_database_client(settings.cosmos_database_name)
        _cosmos_container = db.get_container_client(settings.cosmos_container_id)
    return _cosmos_container

完整实现:参见 references/client-setup.md

2. Pydantic 模型层次结构

采用五层模型模式实现清晰的分离:

class ProjectBase(BaseModel):           # Shared fields
    name: str = Field(..., min_length=1, max_length=200)

class ProjectCreate(ProjectBase):       # Creation request
    workspace_id: str = Field(..., alias="workspaceId")

class ProjectUpdate(BaseModel):         # Partial updates (all optional)
    name: Optional[str] = Field(None, min_length=1)

class Project(ProjectBase):             # API response
    id: str
    created_at: datetime = Field(..., alias="createdAt")

class ProjectInDB(Project):             # Internal with docType
    doc_type: str = "project"

3. 服务层模式

class ProjectService:
    def _use_cosmos(self) -> bool:
        return get_container() is not None
    
    async def get_by_id(self, project_id: str, workspace_id: str) -> Project | None:
        if not self._use_cosmos():
            return None
        doc = await get_document(project_id, partition_key=workspace_id)
        if doc is None:
            return None
        return self._doc_to_model(doc)

完整模式:参见 references/service-layer.md

核心原则

安全要求

  1. 基于角色的访问控制(RBAC)身份验证:在 DefaultAzureCredential Azure 中的功能——切勿在代码中存储密钥
  2. 仅限模拟器的密钥:仅在本地开发时将已知的模拟器密钥硬编码
  3. 参数化查询:始终使用 @parameter 语法——切勿使用字符串拼接
  4. 分区键验证:验证分区键访问是否与用户授权一致

干净代码规范

  1. 单一职责:客户端模块负责连接;服务负责业务逻辑
  2. 优雅降级:当 None/[] 当 Cosmos 不可用时
  3. 命名一致性_doc_to_model(), _model_to_doc(), _use_cosmos()
  4. 类型提示:所有公共方法均采用完整类型声明
  5. 驼峰式别名:使用 Field(alias="camelCase") 用于 JSON 序列化

TDD 要求

在实现之前,请按照以下模式编写测试:

@pytest.fixture
def mock_cosmos_container(mocker):
    container = mocker.MagicMock()
    mocker.patch("app.db.cosmos.get_container", return_value=container)
    return container

@pytest.mark.asyncio
async def test_get_project_by_id_returns_project(mock_cosmos_container):
    # Arrange
    mock_cosmos_container.read_item.return_value = {"id": "123", "name": "Test"}
    
    # Act
    result = await project_service.get_by_id("123", "workspace-1")
    
    # Assert
    assert result.id == "123"
    assert result.name == "Test"

完整测试指南:参见 references/testing.md

最佳实践

  1. 本技能全程使用异步模式(azure.cosmos.aio);请勿与同步的 azure.cosmos 客户端混合使用。请确保整个 FastAPI 请求路径均为异步——不要将同步的 Cosmos 调用与异步处理程序配对使用。
  2. 始终为客户端和异步凭据使用上下文管理器。将客户端封装在 async with CosmosClient(...) as client: (或通过 FastAPI 生命周期管理其生命周期,并显式关闭它)。对于异步 DefaultAzureCredential 来自 azure.identity.aio,还应使用 async with credential: ,以便清理令牌和传输通道。

参考文件

文件 何时阅读
references/client-setup.md 配置支持双重认证、SSL 配置和单例模式的 Cosmos 客户端
references/service-layer.md 实现包含 CRUD 操作、数据转换和优雅降级的完整服务类
references/testing.md 编写 pytest 测试、模拟 Cosmos、集成测试设置
references/partitioning.md 选择分区键、跨分区查询、移动操作
references/error-handling.md 处理 CosmosResourceNotFoundError、日志记录、HTTP 错误映射

模板文件

文件 用途
assets/cosmos_client_template.py 即用型客户端模块
assets/service_template.py 服务类骨架
assets/conftest_template.py 用于 Cosmos 模拟的 pytest 测试 fixture

质量属性(NFRs)

可靠性

  • 当 Cosmos 不可用时的优雅降级
  • 针对瞬态故障采用指数退避的重试逻辑
  • 通过单例模式实现连接池

安全性

  • 代码中不包含任何密钥(通过 DefaultAzureCredential 实现 RBAC)
  • 参数化查询防止注入攻击
  • 分区键隔离确保数据边界

可维护性

  • 五层模型模式支持模式演进
  • 服务层将业务逻辑与存储解耦
  • 所有实体服务采用一致的模式

可测试性

  • 通过以下方式实现依赖注入 get_container()
  • 借助模块级全局变量轻松进行模拟
  • 清晰的分离使得无需 Cosmos 即可进行单元测试

性能

  • 分区键查询可避免跨分区扫描
  • 异步封装可防止阻塞 FastAPI 事件循环
  • 文档转换开销最小
在 GitHub 上查看
---
name: azure-cosmos-db-py
description: Build production-grade Azure Cosmos DB NoSQL services with Python/FastAPI, including client setup with dual authentication, service layer CRUD operations, partition key strategies, parameterized queries, and TDD patterns.
license: MIT
---

# Cosmos DB Service Implementation

Build production-grade Azure Cosmos DB NoSQL services following clean code, security best practices, and TDD principles.

## Installation

```bash
pip install azure-cosmos azure-identity
```

## Environment Variables

```bash
COSMOS_ENDPOINT=https://<account>.documents.azure.com:443/  # Required for all auth methods
COSMOS_DATABASE_NAME=<database-name>  # Required for all auth methods
COSMOS_CONTAINER_ID=<container-id>  # Required for all auth methods
# For emulator only (not production)
COSMOS_KEY=<emulator-key>  # Only required for key-based auth or emulator
AZURE_TOKEN_CREDENTIALS=prod # Required only if DefaultAzureCredential is used in production
```

## Authentication & Lifecycle

> **🔑 Two rules apply to every code sample below:**
>
> 1. **Prefer `DefaultAzureCredential`.** It works locally (Azure CLI / VS Code / Developer CLI) and in Azure (managed identity, workload identity) with no code change. Avoid connection strings, account/API keys — they bypass Entra audit and rotation.
>    - Local dev: `DefaultAzureCredential` works as-is.
>    - Production: set `AZURE_TOKEN_CREDENTIALS=prod` (or `AZURE_TOKEN_CREDENTIALS=<specific_credential>`) to constrain the credential chain to production-safe credentials.
> 2. **Wrap every client in a context manager** so HTTP transports, sockets, and token caches are released deterministically:
>    - Sync: `with <Client>(...) as client:`
>    - Async: `async with <Client>(...) as client:` **and** `async with DefaultAzureCredential() as credential:` (from `azure.identity.aio`)
>
> Snippets may abbreviate this setup, but production code should always follow both rules.

**DefaultAzureCredential (preferred)**:
```python
import os
from azure.cosmos import CosmosClient
from azure.identity import DefaultAzureCredential, ManagedIdentityCredential

# Local dev: DefaultAzureCredential. Production: set AZURE_TOKEN_CREDENTIALS=prod or AZURE_TOKEN_CREDENTIALS=<specific_credential>
credential = DefaultAzureCredential(require_envvar=True)
# Or use a specific credential directly in production:
# See https://learn.microsoft.com/python/api/overview/azure/identity-readme?view=azure-python#credential-classes
# credential = ManagedIdentityCredential()

with CosmosClient(
    url=os.environ["COSMOS_ENDPOINT"],
    credential=credential
) as client:
    # Use client here (see following sections for operations)
    ...
```

**Emulator (local development)**:
```python
from azure.cosmos import CosmosClient

with CosmosClient(
    url="https://localhost:8081",
    credential=os.environ["COSMOS_KEY"],
    connection_verify=False
) as client:
    # Use client here (see following sections for operations)
    ...
```

## Architecture Overview

```
┌─────────────────────────────────────────────────────────────────┐
│                         FastAPI Router                          │
│  - Auth dependencies (get_current_user, get_current_user_required)
│  - HTTP error responses (HTTPException)                         │
└──────────────────────────────┬──────────────────────────────────┘
                               │
┌──────────────────────────────▼──────────────────────────────────┐
│                        Service Layer                            │
│  - Business logic and validation                                │
│  - Document ↔ Model conversion                                  │
│  - Graceful degradation when Cosmos unavailable                 │
└──────────────────────────────┬──────────────────────────────────┘
                               │
┌──────────────────────────────▼──────────────────────────────────┐
│                     Cosmos DB Client Module                     │
│  - Singleton container initialization                           │
│  - Dual auth: DefaultAzureCredential (Azure) / Key (emulator)   │
│  - Async wrapper via run_in_threadpool                          │
└─────────────────────────────────────────────────────────────────┘
```

## Quick Start

### 1. Client Module Setup

Create a singleton Cosmos client with dual authentication:

```python
# db/cosmos.py
from azure.cosmos import CosmosClient
from azure.identity import DefaultAzureCredential
from starlette.concurrency import run_in_threadpool

_cosmos_container = None

def _is_emulator_endpoint(endpoint: str) -> bool:
    return "localhost" in endpoint or "127.0.0.1" in endpoint

async def get_container():
    global _cosmos_container
    if _cosmos_container is None:
        # Singleton: client lives for the FastAPI app lifetime; close in a lifespan shutdown handler.
        if _is_emulator_endpoint(settings.cosmos_endpoint):
            client = CosmosClient(
                url=settings.cosmos_endpoint,
                credential=settings.cosmos_key,
                connection_verify=False
            )
        else:
            client = CosmosClient(
                url=settings.cosmos_endpoint,
                credential=DefaultAzureCredential()
            )
        db = client.get_database_client(settings.cosmos_database_name)
        _cosmos_container = db.get_container_client(settings.cosmos_container_id)
    return _cosmos_container
```

**Full implementation**: See [references/client-setup.md](references/client-setup.md)

### 2. Pydantic Model Hierarchy

Use five-tier model pattern for clean separation:

```python
class ProjectBase(BaseModel):           # Shared fields
    name: str = Field(..., min_length=1, max_length=200)

class ProjectCreate(ProjectBase):       # Creation request
    workspace_id: str = Field(..., alias="workspaceId")

class ProjectUpdate(BaseModel):         # Partial updates (all optional)
    name: Optional[str] = Field(None, min_length=1)

class Project(ProjectBase):             # API response
    id: str
    created_at: datetime = Field(..., alias="createdAt")

class ProjectInDB(Project):             # Internal with docType
    doc_type: str = "project"
```

### 3. Service Layer Pattern

```python
class ProjectService:
    def _use_cosmos(self) -> bool:
        return get_container() is not None
    
    async def get_by_id(self, project_id: str, workspace_id: str) -> Project | None:
        if not self._use_cosmos():
            return None
        doc = await get_document(project_id, partition_key=workspace_id)
        if doc is None:
            return None
        return self._doc_to_model(doc)
```

**Full patterns**: See [references/service-layer.md](references/service-layer.md)

## Core Principles

### Security Requirements

1. **RBAC Authentication**: Use `DefaultAzureCredential` in Azure — never store keys in code
2. **Emulator-Only Keys**: Hardcode the well-known emulator key only for local development
3. **Parameterized Queries**: Always use `@parameter` syntax — never string concatenation
4. **Partition Key Validation**: Validate partition key access matches user authorization

### Clean Code Conventions

1. **Single Responsibility**: Client module handles connection; services handle business logic
2. **Graceful Degradation**: Services return `None`/`[]` when Cosmos unavailable
3. **Consistent Naming**: `_doc_to_model()`, `_model_to_doc()`, `_use_cosmos()`
4. **Type Hints**: Full typing on all public methods
5. **CamelCase Aliases**: Use `Field(alias="camelCase")` for JSON serialization

### TDD Requirements

Write tests BEFORE implementation using these patterns:

```python
@pytest.fixture
def mock_cosmos_container(mocker):
    container = mocker.MagicMock()
    mocker.patch("app.db.cosmos.get_container", return_value=container)
    return container

@pytest.mark.asyncio
async def test_get_project_by_id_returns_project(mock_cosmos_container):
    # Arrange
    mock_cosmos_container.read_item.return_value = {"id": "123", "name": "Test"}
    
    # Act
    result = await project_service.get_by_id("123", "workspace-1")
    
    # Assert
    assert result.id == "123"
    assert result.name == "Test"
```

**Full testing guide**: See [references/testing.md](references/testing.md)

## Best Practices

1. **This skill uses async throughout (`azure.cosmos.aio`); do not mix with the sync `azure.cosmos` client.** Keep the whole FastAPI request path async — don't pair sync Cosmos calls with async handlers.
2. **Always use context managers for clients and async credentials.** Wrap the client in `async with CosmosClient(...) as client:` (or manage its lifetime via FastAPI lifespan and close it explicitly). For async `DefaultAzureCredential` from `azure.identity.aio`, also use `async with credential:` so tokens and transports are cleaned up.

## Reference Files

| File | When to Read |
|------|--------------|
| [references/client-setup.md](references/client-setup.md) | Setting up Cosmos client with dual auth, SSL config, singleton pattern |
| [references/service-layer.md](references/service-layer.md) | Implementing full service class with CRUD, conversions, graceful degradation |
| [references/testing.md](references/testing.md) | Writing pytest tests, mocking Cosmos, integration test setup |
| [references/partitioning.md](references/partitioning.md) | Choosing partition keys, cross-partition queries, move operations |
| [references/error-handling.md](references/error-handling.md) | Handling CosmosResourceNotFoundError, logging, HTTP error mapping |

## Template Files

| File | Purpose |
|------|---------|
| [assets/cosmos_client_template.py](assets/cosmos_client_template.py) | Ready-to-use client module |
| [assets/service_template.py](assets/service_template.py) | Service class skeleton |
| [assets/conftest_template.py](assets/conftest_template.py) | pytest fixtures for Cosmos mocking |

## Quality Attributes (NFRs)

### Reliability
- Graceful degradation when Cosmos unavailable
- Retry logic with exponential backoff for transient failures
- Connection pooling via singleton pattern

### Security
- Zero secrets in code (RBAC via DefaultAzureCredential)
- Parameterized queries prevent injection
- Partition key isolation enforces data boundaries

### Maintainability
- Five-tier model pattern enables schema evolution
- Service layer decouples business logic from storage
- Consistent patterns across all entity services

### Testability
- Dependency injection via `get_container()`
- Easy mocking with module-level globals
- Clear separation enables unit testing without Cosmos

### Performance
- Partition key queries avoid cross-partition scans
- Async wrapping prevents blocking FastAPI event loop
- Minimal document conversion overhead

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