> For the complete documentation index, see [llms.txt](https://apidocs.lwolf.com/doc/spacio-api/llms.txt)

# Integration Patterns & Examples

## Integration Patterns

### 1. Webhook Simulation
Regularly poll for changes:
```python
import schedule
import time

def check_new_leads():
    registrants = get_registrants(property_id='prop_123')
    new_leads = filter(lambda r: r['status'] == 'new', registrants)
    for lead in new_leads:
        process_lead(lead)

schedule.every(5).minutes.do(check_new_leads)
```

### 2. Caching Strategy
Reduce API calls with intelligent caching:
```python
import redis
from datetime import timedelta

def get_cached_property(property_id, ttl=3600):
    cache_key = f"property:{property_id}"
    cached = redis.get(cache_key)
    
    if cached:
        return json.loads(cached)
    
    property_data = api.get_property(property_id)
    redis.setex(cache_key, ttl, json.dumps(property_data))
    return property_data
```

### 3. Batch Processing
Handle multiple resources efficiently:
```python
def process_brokerage_data(brokerage_id):
    # Get all registrants
    all_registrants = []
    page = 1
    while True:
        response = get_registrants_by_brokerage(brokerage_id, page=page)
        all_registrants.extend(response['data'])
        if page >= response['pagination']['total_pages']:
            break
        page += 1
    
    # Process in batches
    batch_size = 50
    for i in range(0, len(all_registrants), batch_size):
        batch = all_registrants[i:i+batch_size]
        bulk_update_crm(batch)
```

### 4. Error Handling
Robust error management:
```python
def safe_api_call(endpoint, params, retries=3):
    for attempt in range(retries):
        try:
            return make_api_request(endpoint, params)
        except RateLimitError:
            time.sleep(2 ** attempt)
        except AuthError:
            log_error('Invalid API key')
            raise
        except ServerError:
            if attempt < retries - 1:
                time.sleep(5)
            else:
                raise
```