salesforce-development
Expert patterns for Salesforce platform development including Lightning Web Components (LWC), Apex triggers and classes, REST/Bulk APIs, Connected Apps, and Salesforce DX with scratch orgs and 2nd ...
azure-cosmos-db-py
Build Azure Cosmos DB NoSQL services with Python/FastAPI following production-grade patterns. Use when implementing database client setup with dual auth (DefaultAzureCredential + emulator), service...
Full skill instructions
Build production-grade Azure Cosmos DB NoSQL services following clean code, security best practices, and TDD principles.
pip install azure-cosmos azure-identity
COSMOS_ENDPOINT=https://<account>.documents.azure.com:443/
COSMOS_DATABASE_NAME=<database-name>
COSMOS_CONTAINER_ID=<container-id>
# For emulator only (not production)
COSMOS_KEY=<emulator-key>
DefaultAzureCredential (preferred):
from azure.cosmos import CosmosClient
from azure.identity import DefaultAzureCredential
client = CosmosClient(
url=os.environ["COSMOS_ENDPOINT"],
credential=DefaultAzureCredential()
)
Emulator (local development):
from azure.cosmos import CosmosClient
client = CosmosClient(
url="https://localhost:8081",
credential=os.environ["COSMOS_KEY"],
connection_verify=False
)
┌─────────────────────────────────────────────────────────────────┐
│ 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 │
└─────────────────────────────────────────────────────────────────┘
Create a singleton Cosmos client with dual authentication:
# 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:
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
Use five-tier model pattern for clean separation:
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"
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
DefaultAzureCredential in Azure — never store keys in code@parameter syntax — never string concatenationNone/[] when Cosmos unavailable_doc_to_model(), _model_to_doc(), _use_cosmos()Field(alias="camelCase") for JSON serializationWrite tests BEFORE implementation using these patterns:
@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
| File | When to Read |
|---|---|
| references/client-setup.md | Setting up Cosmos client with dual auth, SSL config, singleton pattern |
| references/service-layer.md | Implementing full service class with CRUD, conversions, graceful degradation |
| references/testing.md | Writing pytest tests, mocking Cosmos, integration test setup |
| references/partitioning.md | Choosing partition keys, cross-partition queries, move operations |
| references/error-handling.md | Handling CosmosResourceNotFoundError, logging, HTTP error mapping |
| File | Purpose |
|---|---|
| assets/cosmos_client_template.py | Ready-to-use client module |
| assets/service_template.py | Service class skeleton |
| assets/conftest_template.py | pytest fixtures for Cosmos mocking |
get_container()This skill is applicable to execute the workflow or actions described in the overview.
Expert patterns for Salesforce platform development including Lightning Web Components (LWC), Apex triggers and classes, REST/Bulk APIs, Connected Apps, and Salesforce DX with scratch orgs and 2nd ...
Instrument applications with Azure Monitor and OpenTelemetry for JavaScript (@azure/monitor-opentelemetry). Use when adding distributed tracing, metrics, and logs to Node.js applications with Appli...
Create and optimize popups, modals, overlays, slide-ins, and banners to increase conversions without harming user experience or brand trust.
Configure mutual TLS (mTLS) for zero-trust service-to-service communication. Use when implementing zero-trust networking, certificate management, or securing internal service communication.
Terraform infrastructure as code workflow for provisioning cloud resources, creating reusable modules, and managing infrastructure at scale.
Automate OneDrive file management, search, uploads, downloads, sharing, permissions, and folder operations via Rube MCP (Composio). Always search tools first for current schemas.
Implement memory-safe programming with RAII, ownership, smart pointers, and resource management across Rust, C++, and C. Use when writing safe systems code, managing resources, or preventing memory...
Handle errors as values using fp-ts Either and TaskEither for cleaner, more predictable TypeScript code. Use when implementing error handling patterns with fp-ts.
You are a code migration expert specializing in transitioning codebases between frameworks, languages, versions, and platforms. Generate comprehensive migration plans, automated migration scripts, and
Real-time, bidirectional voice conversations with AI assistants using WebSocket technology.
A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions).
This skill should be used when the user asks to \"escalate privileges on Windows,\" \"find Windows privesc vectors,\" \"enumerate Windows for privilege escalation,\" \"exploit Windows miscon...
Generate, edit, and beat-sync AI video with leading models in one workspace.
The world's fastest calendar for remote work
Transform Your Design with AI Designer by ImgCreator.ai
Revolutionizing Video Production with AI-Powered Creativity
Extend an image past the frame and let AI fill the new aspect ratio.
Discover your celebrity doppelgänger with StarByFace!
ChainClarity explains 700+ crypto whitepapers in plain English, with layered summaries, comparisons, research tools, alerts, and a $4.99 Pro plan.
Opus.ai: Revolutionize Your Web Experience