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docs/DATA_ENRICHMENT.md
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| 1 |
+
# Data Enrichment Module Documentation
|
| 2 |
+
|
| 3 |
+
## Overview
|
| 4 |
+
|
| 5 |
+
The `data_enrichment.py` module provides comprehensive contact and lead enrichment capabilities for the StrategyStack platform. It integrates 14 different data sources through RapidAPI to collect, enrich, and cache contact information.
|
| 6 |
+
|
| 7 |
+
## Features
|
| 8 |
+
|
| 9 |
+
### π Multi-Provider Integration
|
| 10 |
+
- **LinkedIn APIs** (4 providers with fallback)
|
| 11 |
+
- **Apollo.io** - B2B contact enrichment
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| 12 |
+
- **Social Media** - Twitter & Facebook profile data
|
| 13 |
+
- **Mediafy API** - Media and social data
|
| 14 |
+
- **Google Search** - Web search enrichment
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| 15 |
+
- **LetScrape** - Local business data & website contacts
|
| 16 |
+
|
| 17 |
+
### πΎ Intelligent Caching
|
| 18 |
+
- Per-user data isolation (`/data/users/{username}/enrichment_cache/`)
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| 19 |
+
- 30-day cache TTL
|
| 20 |
+
- Automatic cache invalidation
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| 21 |
+
- Privacy-first design - users own their data
|
| 22 |
+
|
| 23 |
+
### π Fallback & Redundancy
|
| 24 |
+
- Automatic failover between providers
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| 25 |
+
- Graceful error handling
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| 26 |
+
- Partial data return on API failures
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| 27 |
+
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| 28 |
+
## Architecture
|
| 29 |
+
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| 30 |
+
```
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| 31 |
+
DataEnrichmentManager
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| 32 |
+
βββ API Keys Management (11 secrets)
|
| 33 |
+
βββ Request Handler (rate limiting, retries)
|
| 34 |
+
βββ Cache Manager (read/write/invalidate)
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| 35 |
+
βββ Enrichment Methods
|
| 36 |
+
βββ LinkedIn Profile
|
| 37 |
+
βββ Company Data
|
| 38 |
+
βββ Apollo.io
|
| 39 |
+
βββ Social Media
|
| 40 |
+
βββ Local Business
|
| 41 |
+
βββ Website Contacts
|
| 42 |
+
```
|
| 43 |
+
|
| 44 |
+
## Installation & Setup
|
| 45 |
+
|
| 46 |
+
### 1. Environment Variables
|
| 47 |
+
|
| 48 |
+
Add the following secrets to your Hugging Face Space:
|
| 49 |
+
|
| 50 |
+
```bash
|
| 51 |
+
RAPIDAPI_KEY_LINKEDIN_FRESH
|
| 52 |
+
RAPIDAPI_KEY_LINKEDIN_ROCKAPIS
|
| 53 |
+
RAPIDAPI_KEY_LISCRAPER
|
| 54 |
+
RAPIDAPI_KEY_LINKEDIN_SCRAPER
|
| 55 |
+
RAPIDAPI_KEY_APOLLO
|
| 56 |
+
RAPIDAPI_KEY_MEDIAFY
|
| 57 |
+
RAPIDAPI_KEY_TWITTER
|
| 58 |
+
RAPIDAPI_KEY_FACEBOOK
|
| 59 |
+
RAPIDAPI_KEY_GOOGLE
|
| 60 |
+
RAPIDAPI_KEY_LETSCRAPE
|
| 61 |
+
```
|
| 62 |
+
|
| 63 |
+
### 2. Import Module
|
| 64 |
+
|
| 65 |
+
```python
|
| 66 |
+
from data_enrichment import DataEnrichmentManager, enrich_contact
|
| 67 |
+
|
| 68 |
+
# Initialize manager
|
| 69 |
+
manager = DataEnrichmentManager(username="user123")
|
| 70 |
+
```
|
| 71 |
+
|
| 72 |
+
## Usage Examples
|
| 73 |
+
|
| 74 |
+
### Basic Contact Enrichment
|
| 75 |
+
|
| 76 |
+
```python
|
| 77 |
+
# Enrich a single contact
|
| 78 |
+
contact_data = {
|
| 79 |
+
'name': 'John Doe',
|
| 80 |
+
'email': 'john@example.com',
|
| 81 |
+
'linkedin_url': 'https://linkedin.com/in/johndoe',
|
| 82 |
+
'domain': 'example.com'
|
| 83 |
+
}
|
| 84 |
+
|
| 85 |
+
result = manager.enrich_contact_full(contact_data)
|
| 86 |
+
|
| 87 |
+
print(f"Enriched from {result['total_sources']} sources")
|
| 88 |
+
print(f"Sources used: {result['sources']}")
|
| 89 |
+
```
|
| 90 |
+
|
| 91 |
+
### LinkedIn Profile Enrichment
|
| 92 |
+
|
| 93 |
+
```python
|
| 94 |
+
# Get LinkedIn profile data (with fallback)
|
| 95 |
+
profile = manager.enrich_linkedin_profile(
|
| 96 |
+
'https://linkedin.com/in/johndoe'
|
| 97 |
+
)
|
| 98 |
+
|
| 99 |
+
if profile:
|
| 100 |
+
print(f"Name: {profile.get('name')}")
|
| 101 |
+
print(f"Title: {profile.get('title')}")
|
| 102 |
+
print(f"Company: {profile.get('company')}")
|
| 103 |
+
```
|
| 104 |
+
|
| 105 |
+
### Company Enrichment
|
| 106 |
+
|
| 107 |
+
```python
|
| 108 |
+
# Enrich company by domain
|
| 109 |
+
company = manager.enrich_company('example.com')
|
| 110 |
+
|
| 111 |
+
if company:
|
| 112 |
+
print(f"Company: {company.get('name')}")
|
| 113 |
+
print(f"Industry: {company.get('industry')}")
|
| 114 |
+
print(f"Size: {company.get('employee_count')}")
|
| 115 |
+
```
|
| 116 |
+
|
| 117 |
+
### LetScrape: Local Business Data
|
| 118 |
+
|
| 119 |
+
```python
|
| 120 |
+
# Search for local businesses
|
| 121 |
+
businesses = manager.scrape_local_business(
|
| 122 |
+
query='pizza restaurants',
|
| 123 |
+
location='New York, NY',
|
| 124 |
+
limit=20
|
| 125 |
+
)
|
| 126 |
+
|
| 127 |
+
for business in businesses.get('data', []):
|
| 128 |
+
print(f"Name: {business.get('name')}")
|
| 129 |
+
print(f"Address: {business.get('address')}")
|
| 130 |
+
print(f"Phone: {business.get('phone')}")
|
| 131 |
+
print(f"Rating: {business.get('rating')}")
|
| 132 |
+
```
|
| 133 |
+
|
| 134 |
+
### LetScrape: Website Contacts
|
| 135 |
+
|
| 136 |
+
```python
|
| 137 |
+
# Extract contacts from a website
|
| 138 |
+
contacts = manager.scrape_website_contacts('example.com')
|
| 139 |
+
|
| 140 |
+
if contacts:
|
| 141 |
+
print(f"Emails: {contacts.get('emails', [])}")
|
| 142 |
+
print(f"Phones: {contacts.get('phones', [])}")
|
| 143 |
+
print(f"Social: {contacts.get('social_links', {})}")
|
| 144 |
+
```
|
| 145 |
+
|
| 146 |
+
### Batch Enrichment
|
| 147 |
+
|
| 148 |
+
```python
|
| 149 |
+
# Enrich multiple contacts
|
| 150 |
+
contacts = [
|
| 151 |
+
{'name': 'John Doe', 'email': 'john@example.com'},
|
| 152 |
+
{'name': 'Jane Smith', 'domain': 'acme.com'}
|
| 153 |
+
]
|
| 154 |
+
|
| 155 |
+
for contact in contacts:
|
| 156 |
+
enriched = manager.enrich_contact_full(contact)
|
| 157 |
+
print(f"Enriched {contact['name']} from {enriched['total_sources']} sources")
|
| 158 |
+
```
|
| 159 |
+
|
| 160 |
+
## API Methods Reference
|
| 161 |
+
|
| 162 |
+
### Core Methods
|
| 163 |
+
|
| 164 |
+
#### `__init__(username: str)`
|
| 165 |
+
Initialize the enrichment manager for a specific user.
|
| 166 |
+
|
| 167 |
+
**Parameters:**
|
| 168 |
+
- `username` (str): User identifier for data isolation
|
| 169 |
+
|
| 170 |
+
#### `enrich_contact_full(contact_data: Dict) -> Dict`
|
| 171 |
+
Perform comprehensive enrichment using all available sources.
|
| 172 |
+
|
| 173 |
+
**Parameters:**
|
| 174 |
+
- `contact_data` (dict): Contact information
|
| 175 |
+
- `name` (str, optional)
|
| 176 |
+
- `email` (str, optional)
|
| 177 |
+
- `linkedin_url` (str, optional)
|
| 178 |
+
- `domain` (str, optional)
|
| 179 |
+
- `company` (str, optional)
|
| 180 |
+
- `location` (str, optional)
|
| 181 |
+
- `twitter_username` (str, optional)
|
| 182 |
+
- `facebook_id` (str, optional)
|
| 183 |
+
|
| 184 |
+
**Returns:**
|
| 185 |
+
```python
|
| 186 |
+
{
|
| 187 |
+
'original': {...}, # Original input data
|
| 188 |
+
'enrichments': { # Enriched data by source
|
| 189 |
+
'linkedin': {...},
|
| 190 |
+
'apollo': {...},
|
| 191 |
+
'company': {...},
|
| 192 |
+
'website_contacts': {...},
|
| 193 |
+
'local_business': {...}
|
| 194 |
+
},
|
| 195 |
+
'sources': ['linkedin', 'apollo', ...], # Sources used
|
| 196 |
+
'total_sources': 5, # Count of successful enrichments
|
| 197 |
+
'enriched_at': '2025-11-06T14:00:00' # Timestamp
|
| 198 |
+
}
|
| 199 |
+
```
|
| 200 |
+
|
| 201 |
+
### LinkedIn Methods
|
| 202 |
+
|
| 203 |
+
#### `enrich_linkedin_profile(linkedin_url: str) -> Optional[Dict]`
|
| 204 |
+
Enrich LinkedIn profile with automatic fallback across 4 providers.
|
| 205 |
+
|
| 206 |
+
#### `enrich_company(domain: str) -> Optional[Dict]`
|
| 207 |
+
Get company information from LinkedIn by domain.
|
| 208 |
+
|
| 209 |
+
### Apollo.io
|
| 210 |
+
|
| 211 |
+
#### `enrich_with_apollo(email: str = None, domain: str = None) -> Optional[Dict]`
|
| 212 |
+
Enrich contact using Apollo.io B2B database.
|
| 213 |
+
|
| 214 |
+
### Social Media
|
| 215 |
+
|
| 216 |
+
#### `enrich_twitter_profile(username: str) -> Optional[Dict]`
|
| 217 |
+
Get Twitter profile data.
|
| 218 |
+
|
| 219 |
+
#### `enrich_facebook_profile(profile_id: str) -> Optional[Dict]`
|
| 220 |
+
Get Facebook profile data.
|
| 221 |
+
|
| 222 |
+
### Search & Media
|
| 223 |
+
|
| 224 |
+
#### `search_google(query: str, num_results: int = 10) -> Optional[Dict]`
|
| 225 |
+
Perform Google search for contact information.
|
| 226 |
+
|
| 227 |
+
#### `enrich_with_mediafy(query: str) -> Optional[Dict]`
|
| 228 |
+
Get media and social data from Mediafy API.
|
| 229 |
+
|
| 230 |
+
### LetScrape Methods
|
| 231 |
+
|
| 232 |
+
#### `scrape_local_business(query: str, location: str = None, limit: int = 20) -> Optional[Dict]`
|
| 233 |
+
Scrape local business data from Google Maps.
|
| 234 |
+
|
| 235 |
+
**Parameters:**
|
| 236 |
+
- `query` (str): Business search query (e.g., "pizza restaurants")
|
| 237 |
+
- `location` (str, optional): Geographic location
|
| 238 |
+
- `limit` (int): Maximum results (default: 20)
|
| 239 |
+
|
| 240 |
+
**Returns:**
|
| 241 |
+
```python
|
| 242 |
+
{
|
| 243 |
+
'data': [
|
| 244 |
+
{
|
| 245 |
+
'name': 'Business Name',
|
| 246 |
+
'address': '123 Main St',
|
| 247 |
+
'phone': '+1234567890',
|
| 248 |
+
'email': 'contact@business.com',
|
| 249 |
+
'website': 'https://business.com',
|
| 250 |
+
'rating': 4.5,
|
| 251 |
+
'review_count': 150,
|
| 252 |
+
'category': 'Restaurant',
|
| 253 |
+
'hours': {...}
|
| 254 |
+
}
|
| 255 |
+
]
|
| 256 |
+
}
|
| 257 |
+
```
|
| 258 |
+
|
| 259 |
+
#### `scrape_website_contacts(domain: str) -> Optional[Dict]`
|
| 260 |
+
Extract emails, phone numbers, and social links from a website.
|
| 261 |
+
|
| 262 |
+
**Parameters:**
|
| 263 |
+
- `domain` (str): Website domain (e.g., "example.com")
|
| 264 |
+
|
| 265 |
+
**Returns:**
|
| 266 |
+
```python
|
| 267 |
+
{
|
| 268 |
+
'emails': ['contact@example.com', 'info@example.com'],
|
| 269 |
+
'phones': ['+1234567890'],
|
| 270 |
+
'social_links': {
|
| 271 |
+
'facebook': 'https://facebook.com/example',
|
| 272 |
+
'linkedin': 'https://linkedin.com/company/example',
|
| 273 |
+
'twitter': 'https://twitter.com/example',
|
| 274 |
+
'instagram': 'https://instagram.com/example'
|
| 275 |
+
}
|
| 276 |
+
}
|
| 277 |
+
```
|
| 278 |
+
|
| 279 |
+
### Utility Methods
|
| 280 |
+
|
| 281 |
+
#### `get_enrichment_stats() -> Dict`
|
| 282 |
+
Get cache statistics and API usage information.
|
| 283 |
+
|
| 284 |
+
**Returns:**
|
| 285 |
+
```python
|
| 286 |
+
{
|
| 287 |
+
'cache_directory': '/data/users/user123/enrichment_cache',
|
| 288 |
+
'cached_profiles': 45,
|
| 289 |
+
'cache_types': {
|
| 290 |
+
'linkedin': 15,
|
| 291 |
+
'company': 10,
|
| 292 |
+
'apollo': 12,
|
| 293 |
+
'website_contacts': 8
|
| 294 |
+
},
|
| 295 |
+
'configured_apis': ['linkedin_fresh', 'apollo', 'letscrape'],
|
| 296 |
+
'total_apis': 10
|
| 297 |
+
}
|
| 298 |
+
```
|
| 299 |
+
|
| 300 |
+
## Data Privacy & Security
|
| 301 |
+
|
| 302 |
+
### User Data Isolation
|
| 303 |
+
- Each user has separate cache directory
|
| 304 |
+
- No cross-user data access
|
| 305 |
+
- Users own their enrichment data
|
| 306 |
+
|
| 307 |
+
### Cache Management
|
| 308 |
+
- 30-day automatic expiration
|
| 309 |
+
- Stored in user-specific directories
|
| 310 |
+
- Can be manually cleared
|
| 311 |
+
|
| 312 |
+
### API Key Security
|
| 313 |
+
- All keys stored as HuggingFace Secrets
|
| 314 |
+
- Never exposed in logs or responses
|
| 315 |
+
- Separate keys per API provider
|
| 316 |
+
|
| 317 |
+
## Performance Optimization
|
| 318 |
+
|
| 319 |
+
### Caching Strategy
|
| 320 |
+
1. Check cache first (instant response)
|
| 321 |
+
2. If cache miss, call API
|
| 322 |
+
3. Store result in cache
|
| 323 |
+
4. Return data
|
| 324 |
+
|
| 325 |
+
### Fallback Logic
|
| 326 |
+
```python
|
| 327 |
+
Providers = [Primary, Secondary, Tertiary, Fallback]
|
| 328 |
+
for provider in Providers:
|
| 329 |
+
try:
|
| 330 |
+
data = provider.fetch()
|
| 331 |
+
if data: return data
|
| 332 |
+
except:
|
| 333 |
+
continue
|
| 334 |
+
return None
|
| 335 |
+
```
|
| 336 |
+
|
| 337 |
+
### Rate Limiting
|
| 338 |
+
- 30-second timeout per request
|
| 339 |
+
- Automatic retry on failures
|
| 340 |
+
- Respects API provider limits
|
| 341 |
+
|
| 342 |
+
## Error Handling
|
| 343 |
+
|
| 344 |
+
All methods return `None` on failure and log errors:
|
| 345 |
+
|
| 346 |
+
```python
|
| 347 |
+
try:
|
| 348 |
+
result = manager.enrich_linkedin_profile(url)
|
| 349 |
+
if result:
|
| 350 |
+
# Success
|
| 351 |
+
else:
|
| 352 |
+
# Failed - check logs
|
| 353 |
+
except Exception as e:
|
| 354 |
+
# Handle exception
|
| 355 |
+
logger.error(f"Enrichment failed: {e}")
|
| 356 |
+
```
|
| 357 |
+
|
| 358 |
+
## Integration Examples
|
| 359 |
+
|
| 360 |
+
### With Contact Management
|
| 361 |
+
|
| 362 |
+
```python
|
| 363 |
+
def create_contact(user, contact_data):
|
| 364 |
+
# Create contact
|
| 365 |
+
contact = Contact.create(**contact_data)
|
| 366 |
+
|
| 367 |
+
# Enrich asynchronously
|
| 368 |
+
manager = DataEnrichmentManager(user.username)
|
| 369 |
+
enriched = manager.enrich_contact_full(contact_data)
|
| 370 |
+
|
| 371 |
+
# Store enrichment
|
| 372 |
+
contact.enrichment_data = enriched
|
| 373 |
+
contact.save()
|
| 374 |
+
|
| 375 |
+
return contact
|
| 376 |
+
```
|
| 377 |
+
|
| 378 |
+
### With Outreach Agent
|
| 379 |
+
|
| 380 |
+
```python
|
| 381 |
+
def prepare_outreach(contact):
|
| 382 |
+
# Enrich contact before outreach
|
| 383 |
+
manager = DataEnrichmentManager(current_user)
|
| 384 |
+
enriched = manager.enrich_contact_full({
|
| 385 |
+
'email': contact.email,
|
| 386 |
+
'linkedin_url': contact.linkedin_url,
|
| 387 |
+
'domain': contact.company_domain
|
| 388 |
+
})
|
| 389 |
+
|
| 390 |
+
# Use enriched data for personalization
|
| 391 |
+
if enriched['total_sources'] > 0:
|
| 392 |
+
contact.enriched = True
|
| 393 |
+
contact.enrichment_score = enriched['total_sources']
|
| 394 |
+
|
| 395 |
+
return enriched
|
| 396 |
+
```
|
| 397 |
+
|
| 398 |
+
## Troubleshooting
|
| 399 |
+
|
| 400 |
+
### Common Issues
|
| 401 |
+
|
| 402 |
+
**Issue: No data returned**
|
| 403 |
+
- Check API keys are configured
|
| 404 |
+
- Verify network connectivity
|
| 405 |
+
- Check rate limits
|
| 406 |
+
|
| 407 |
+
**Issue: Slow responses**
|
| 408 |
+
- Cache may be cold (first request)
|
| 409 |
+
- API provider may be slow
|
| 410 |
+
- Check timeout settings
|
| 411 |
+
|
| 412 |
+
**Issue: Missing enrichments**
|
| 413 |
+
- Some providers may not have data
|
| 414 |
+
- Check logs for API errors
|
| 415 |
+
- Verify input data format
|
| 416 |
+
|
| 417 |
+
### Debug Mode
|
| 418 |
+
|
| 419 |
+
```python
|
| 420 |
+
import logging
|
| 421 |
+
logging.basicConfig(level=logging.DEBUG)
|
| 422 |
+
|
| 423 |
+
manager = DataEnrichmentManager(username)
|
| 424 |
+
result = manager.enrich_contact_full(contact_data)
|
| 425 |
+
# Check logs for detailed information
|
| 426 |
+
```
|
| 427 |
+
|
| 428 |
+
## API Provider Details
|
| 429 |
+
|
| 430 |
+
### RapidAPI Configuration
|
| 431 |
+
|
| 432 |
+
All APIs are accessed through RapidAPI:
|
| 433 |
+
- Host: `*.p.rapidapi.com`
|
| 434 |
+
- Authentication: `x-rapidapi-key` header
|
| 435 |
+
- Format: JSON
|
| 436 |
+
- Protocol: HTTPS
|
| 437 |
+
|
| 438 |
+
### Provider URLs
|
| 439 |
+
|
| 440 |
+
- **LinkedIn Fresh**: `fresh-linkedin-profile-data.p.rapidapi.com`
|
| 441 |
+
- **LinkedIn RockAPIs**: `linkedin-data-api.p.rapidapi.com`
|
| 442 |
+
- **LI Data Scraper**: `li-data-scraper.p.rapidapi.com`
|
| 443 |
+
- **LinkedIn Scraper**: `linkedin-data-scraper.p.rapidapi.com`
|
| 444 |
+
- **Apollo.io**: `apollo-io-no-cookies-required.p.rapidapi.com`
|
| 445 |
+
- **Mediafy**: `mediafy-api.p.rapidapi.com`
|
| 446 |
+
- **Twitter**: `twitter241.p.rapidapi.com`
|
| 447 |
+
- **Facebook**: `facebook-scraper3.p.rapidapi.com`
|
| 448 |
+
- **Google**: `google-search74.p.rapidapi.com`
|
| 449 |
+
- **LetScrape Business**: `local-business-data.p.rapidapi.com`
|
| 450 |
+
- **LetScrape Contacts**: `website-contacts-scraper.p.rapidapi.com`
|
| 451 |
+
|
| 452 |
+
## Changelog
|
| 453 |
+
|
| 454 |
+
### Version 2.0.0 (2025-11-06)
|
| 455 |
+
- β¨ Added LetScrape Local Business Data API
|
| 456 |
+
- β¨ Added LetScrape Website Contacts Scraper API
|
| 457 |
+
- π Enhanced fallback logic
|
| 458 |
+
- π Comprehensive documentation
|
| 459 |
+
- π Bug fixes and improvements
|
| 460 |
+
|
| 461 |
+
### Version 1.0.0 (2025-11-05)
|
| 462 |
+
- π Initial release
|
| 463 |
+
- LinkedIn enrichment (4 providers)
|
| 464 |
+
- Apollo.io integration
|
| 465 |
+
- Social media enrichment
|
| 466 |
+
- Caching system
|
| 467 |
+
- Per-user data isolation
|
| 468 |
+
|
| 469 |
+
## Support & Contact
|
| 470 |
+
|
| 471 |
+
For issues or questions:
|
| 472 |
+
- Check logs in `/data/users/{username}/enrichment_cache/`
|
| 473 |
+
- Review API provider documentation
|
| 474 |
+
- Contact StrategyStack support
|
| 475 |
+
|
| 476 |
+
---
|
| 477 |
+
|
| 478 |
+
**Last Updated:** November 6, 2025
|
| 479 |
+
**Version:** 2.0.0
|
| 480 |
+
**Maintainer:** StrategyStack Team
|