Dataverse-Python-Agentic-Workflows

# Conceptual pattern - specific APIs pending GA
class DataQualityAgent:
    """Autonomous agent that monitors and improves data quality."""
    
    def __init__(self, client):
        self.client = client
    
    async def evaluate_data_quality(self, table_name):
        """Evaluate data quality metrics for a table."""
        records = await self.client.get(table_name)
        
        metrics = {
            'total_records': len(records),
            'null_values': sum(1 for r in records if None in r.values()),
            'duplicate_records': await self._find_duplicates(table_name)
        }
        return metrics
    
    async def auto_remediate(self, issues):
        """Automatically fix identified data quality issues."""
        # Agent autonomously decides on remediation actions
        pass

class DataEnrichmentAgent:
    """Autonomous agent that enriches data from external sources."""
    
    async def enrich_accounts(self):
        """Enrich account data with market information."""
        accounts = await self.client.get("account")
        
        for account in accounts:
            enrichment = await self._lookup_market_data(account['name'])
            await self.client.update("account", account['id'], enrichment)

# Conceptual pattern - specific APIs pending GA
class DataPipeline:
    """Orchestrates multiple agents working together."""
    
    def __init__(self, client):
        self.quality_agent = DataQualityAgent(client)
        self.enrichment_agent = DataEnrichmentAgent(client)
        self.sync_agent = SyncAgent(client)
    
    async def run(self, table_name):
        """Execute multi-agent workflow."""
        # Step 1: Quality check
        print("Running quality checks...")
        issues = await self.quality_agent.evaluate_data_quality(table_name)
        
        # Step 2: Enrich data
        print("Enriching data...")
        await self.enrichment_agent.enrich_accounts()
        
        # Step 3: Sync to external systems
        print("Syncing to external systems...")
        await self.sync_agent.sync_to_external_db(table_name)