gcp-firestore
|
Works with
---
name: gcp-firestore
description: |
license: Apache-2.0
---
# GCP Firestore
Cloud Firestore is a flexible, scalable NoSQL document database. It supports real-time synchronization, offline access, and scales automatically. Available in Native mode (real-time + offline) and Datastore mode (server-only, higher throughput).
## Core Concepts
- **Document** — a record containing fields (like a JSON object), identified by ID
- **Collection** — a group of documents
- **Subcollection** — a collection nested under a document
- **Reference** — a pointer to a document or collection location
- **Real-time listener** — streams live changes to documents or queries
- **Security Rules** — declarative access control for client SDKs
## CRUD Operations
```python
# Initialize and write documents
from google.cloud import firestore
db = firestore.Client()
# Create or overwrite a document
db.collection('users').document('user-001').set({
'name': 'Alice Johnson',
'email': 'alice@example.com',
'role': 'admin',
'created_at': firestore.SERVER_TIMESTAMP
})
# Add a document with auto-generated ID
ref = db.collection('orders').add({
'user_id': 'user-001',
'items': [
{'name': 'Widget', 'qty': 2, 'price': 29.99},
{'name': 'Gadget', 'qty': 1, 'price': 49.99}
],
'total': 109.97,
'status': 'pending',
'created_at': firestore.SERVER_TIMESTAMP
})
print(f"Created order: {ref[1].id}")
```
```python
# Read a document
doc = db.collection('users').document('user-001').get()
if doc.exists:
print(f"User: {doc.to_dict()}")
```
```python
# Update specific fields (merge)
db.collection('users').document('user-001').update({
'role': 'superadmin',
'updated_at': firestore.SERVER_TIMESTAMP
})
# Update nested fields
db.collection('users').document('user-001').update({
'preferences.theme': 'dark',
'preferences.notifications': True
})
```
```python
# Delete a document
db.collection('users').document('user-001').delete()
# Delete a specific field
db.collection('users').document('user-001').update({
'temporary_field': firestore.DELETE_FIELD
})
```
## Queries
```python
# Simple queries
users_ref = db.collection('users')
# Filter by field
admins = users_ref.where('role', '==', 'admin').stream()
# Multiple conditions
recent_orders = db.collection('orders') \
.where('status', '==', 'pending') \
.where('total', '>=', 50) \
.order_by('total', direction=firestore.Query.DESCENDING) \
.limit(20) \
.stream()
for order in recent_orders:
print(f"{order.id}: ${order.to_dict()['total']}")
```
```python
# Pagination with cursors
first_page = db.collection('orders') \
.order_by('created_at', direction=firestore.Query.DESCENDING) \
.limit(25) \
.get()
# Get next page starting after last document
last_doc = first_page[-1]
next_page = db.collection('orders') \
.order_by('created_at', direction=firestore.Query.DESCENDING) \
.start_after(last_doc) \
.limit(25) \
.get()
```
```python
# Array and IN queries
# Find users with a specific tag
db.collection('users').where('tags', 'array_contains', 'premium').stream()
# Find orders with specific statuses
db.collection('orders').where('status', 'in', ['pending', 'processing']).stream()
```
## Real-Time Listeners
```javascript
// real-time-listener.js — listen for live document changes
const { Firestore } = require('@google-cloud/firestore');
const db = new Firestore();
// Listen to a single document
const unsubscribe = db.collection('orders').doc('order-001')
.onSnapshot((doc) => {
if (doc.exists) {
console.log('Order updated:', doc.data());
}
});
// Listen to a query (all pending orders)
const queryUnsubscribe = db.collection('orders')
.where('status', '==', 'pending')
.onSnapshot((snapshot) => {
snapshot.docChanges().forEach((change) => {
if (change.type === 'added') {
console.log('New order:', change.doc.data());
} else if (change.type === 'modified') {
console.log('Updated order:', change.doc.data());
} else if (change.type === 'removed') {
console.log('Removed order:', change.doc.id);
}
});
});
// Stop listening
// unsubscribe();
```
## Batch Writes and Transactions
```python
# Batch write (up to 500 operations)
batch = db.batch()
for i in range(100):
ref = db.collection('products').document(f'product-{i:04d}')
batch.set(ref, {
'name': f'Product {i}',
'price': round(9.99 + i * 0.5, 2),
'in_stock': True
})
batch.commit()
print("Batch write complete")
```
```python
# Transaction for atomic read-modify-write
@firestore.transactional
def transfer_funds(transaction, from_ref, to_ref, amount):
from_doc = from_ref.get(transaction=transaction)
to_doc = to_ref.get(transaction=transaction)
from_balance = from_doc.get('balance')
if from_balance < amount:
raise ValueError('Insufficient funds')
transaction.update(from_ref, {'balance': from_balance - amount})
transaction.update(to_ref, {'balance': to_doc.get('balance') + amount})
transaction = db.transaction()
transfer_funds(
transaction,
db.collection('accounts').document('alice'),
db.collection('accounts').document('bob'),
50.00
)
```
## Security Rules
```javascript
// firestore.rules — access control for client SDKs
rules_version = '2';
service cloud.firestore {
match /databases/{database}/documents {
// Users can read/write their own profile
match /users/{userId} {
allow read: if request.auth != null;
allow write: if request.auth.uid == userId;
}
// Orders: owner can read, only server can write
match /orders/{orderId} {
allow read: if request.auth.uid == resource.data.user_id;
allow create: if request.auth != null
&& request.resource.data.user_id == request.auth.uid
&& request.resource.data.total > 0;
allow update, delete: if false; // server-side only
}
// Public read, admin write
match /products/{productId} {
allow read: if true;
allow write: if request.auth.token.admin == true;
}
}
}
```
```bash
# Deploy security rules
firebase deploy --only firestore:rules
```
## Indexes
```json
// firestore.indexes.json — composite indexes for complex queries
{
"indexes": [
{
"collectionGroup": "orders",
"queryScope": "COLLECTION",
"fields": [
{"fieldPath": "status", "order": "ASCENDING"},
{"fieldPath": "total", "order": "DESCENDING"}
]
},
{
"collectionGroup": "orders",
"queryScope": "COLLECTION",
"fields": [
{"fieldPath": "user_id", "order": "ASCENDING"},
{"fieldPath": "created_at", "order": "DESCENDING"}
]
}
]
}
```
```bash
# Deploy indexes
firebase deploy --only firestore:indexes
```
## Best Practices
- Design data around your queries — denormalize for read performance
- Use subcollections for large lists that are always accessed per parent
- Keep documents small (<1MB); use subcollections for unbounded lists
- Use transactions for operations that need atomicity across documents
- Create composite indexes for queries with multiple where/orderBy clauses
- Use security rules for all client-accessible data — never trust the client
- Use batch writes for bulk operations (up to 500 per batch)
- Enable offline persistence for mobile apps with poor connectivityMore DevOps & Infrastructure skills
azure-ai
microsoft/azure-skills
Use for Azure AI: Search, Speech, OpenAI, Document Intelligence. Helps with search, vector/hybrid search, speech-to-text, text-to-speech, transcription, OCR. WHEN: AI Search, query search, vector search, hybrid search, semantic search, speech-to-text, text-to-speech, transcribe, OCR, convert text to speech.
appinsights-instrumentation
microsoft/azure-skills
Guidance for instrumenting webapps with Azure Application Insights. Provides telemetry patterns, SDK setup, and configuration references. WHEN: how to instrument app, App Insights SDK, telemetry patterns, what is App Insights, Application Insights guidance, instrumentation examples, APM best practices.
azure-storage
microsoft/azure-skills
Azure Storage Services including Blob Storage, File Shares, Queue Storage, Table Storage, and Data Lake. Answers questions about storage access tiers (hot, cool, cold, archive), when to use each tier, and tier comparison. Provides object storage, SMB file shares, async messaging, NoSQL key-value, and big data analytics. Includes lifecycle management. USE FOR: blob storage, file shares, queue storage, table storage, data lake, upload files, download blobs, storage accounts, access tiers, storage tiers, hot cool cold archive, storage tier comparison, when to use storage tiers, lifecycle management, Azure Storage concepts. DO NOT USE FOR: SQL databases, Cosmos DB (use azure-prepare), messaging with Event Hubs or Service Bus (use azure-messaging).

