Architect your
data future

# Architecture assessment framework
class DataArchitectureAssessment:
    def evaluate_stack(self, infrastructure_config):
        assessment = {
            'ingestion': self._check_ingestion_layer(infrastructure_config),
            'processing': self._analyze_processing_layer(infrastructure_config),
            'storage': self._review_storage_strategy(infrastructure_config),
            'security': self._audit_security_posture(infrastructure_config),
            'performance': self._benchmark_performance(infrastructure_config)
        }
        return self._generate_recommendations(assessment)

    def _generate_recommendations(self, assessment):
        # Generate prioritized action items
        recommendations = []
        for layer, score in assessment.items():
            if score < 0.7:
                recommendations.append(self._get_layer_recommendation(layer))
        return recommendations