# Quality Monitoring Template
# Standardized template for data quality monitoring systems across the AI Agentic Data Stack Framework

metadata:
  template_id: "quality-monitoring-tmpl"
  name: "Quality Monitoring Template"
  version: "1.0.0"
  description: "Comprehensive template for implementing data quality monitoring with automated checks, alerting, and remediation workflows"
  category: "data-quality"
  tags: ["quality", "monitoring", "validation", "alerts", "governance", "automation"]
  created_by: "AI Agentic Data Stack Framework"
  created_date: "2025-01-23"

# Template Structure
template:
  name: "Quality Monitoring Template"
  description: "Template for implementing comprehensive data quality monitoring with automated checks and remediation workflows"
  version: "1.0.0"

sections:
  - monitoring_config
  - quality_dimensions
  - monitoring_infrastructure
  - quality_rules
  - alerting_system
  - dashboard_reporting
  - data_profiling
  - anomaly_detection
  - integration_apis
  - security_compliance
  - performance_scalability
  - maintenance_operations

# Monitoring Configuration
monitoring_config:
  # Basic Information
  monitoring_id: "${monitoring_id}"
  monitoring_name: "${monitoring_name}"
  description: "${monitoring_description}"
  version: "${monitoring_version}"
  
  # Monitoring Scope
  scope:
    target_systems: ["${target_systems}"]
    data_sources: ["${monitored_data_sources}"]
    business_domains: ["${business_domains}"]
    criticality_level: "${criticality_level}" # critical, high, medium, low
    
  # Metadata
  metadata:
    owner: "${monitoring_owner}"
    steward: "${data_steward}"
    created_date: "${creation_date}"
    last_modified: "${last_modified_date}"
    status: "${monitoring_status}" # active, inactive, maintenance, deprecated

# Quality Dimensions
quality_dimensions:
  # Completeness Monitoring
  completeness:
    enabled: ${completeness_monitoring_enabled}
    threshold: ${completeness_threshold} # percentage
    
    # Completeness Rules
    rules:
      - rule_id: "${completeness_rule_id}"
        rule_name: "${completeness_rule_name}"
        field_name: "${monitored_field}"
        null_check: ${null_value_check}
        empty_string_check: ${empty_string_check}
        default_value_check: ${default_value_check}
        
  # Accuracy Monitoring
  accuracy:
    enabled: ${accuracy_monitoring_enabled}
    threshold: ${accuracy_threshold}
    
    # Accuracy Rules
    rules:
      - rule_id: "${accuracy_rule_id}"
        rule_name: "${accuracy_rule_name}"
        validation_method: "${validation_method}" # format, range, lookup, pattern
        validation_criteria: "${validation_criteria}"
        reference_data: "${reference_data_source}"
        
  # Consistency Monitoring
  consistency:
    enabled: ${consistency_monitoring_enabled}
    threshold: ${consistency_threshold}
    
    # Consistency Rules
    rules:
      - rule_id: "${consistency_rule_id}"
        rule_name: "${consistency_rule_name}"
        consistency_type: "${consistency_type}" # cross_field, cross_table, cross_system
        primary_field: "${primary_field}"
        reference_field: "${reference_field}"
        tolerance: ${consistency_tolerance}
        
  # Validity Monitoring
  validity:
    enabled: ${validity_monitoring_enabled}
    threshold: ${validity_threshold}
    
    # Validity Rules
    rules:
      - rule_id: "${validity_rule_id}"
        rule_name: "${validity_rule_name}"
        data_type_check: ${data_type_validation}
        format_check: "${format_validation_pattern}"
        business_rule_check: "${business_rule_validation}"
        
  # Uniqueness Monitoring
  uniqueness:
    enabled: ${uniqueness_monitoring_enabled}
    threshold: ${uniqueness_threshold}
    
    # Uniqueness Rules
    rules:
      - rule_id: "${uniqueness_rule_id}"
        rule_name: "${uniqueness_rule_name}"
        unique_fields: ["${unique_field_combinations}"]
        duplicate_detection_method: "${duplicate_detection_method}"
        
  # Timeliness Monitoring
  timeliness:
    enabled: ${timeliness_monitoring_enabled}
    threshold: ${timeliness_threshold} # in hours/minutes
    
    # Timeliness Rules
    rules:
      - rule_id: "${timeliness_rule_id}"
        rule_name: "${timeliness_rule_name}"
        timestamp_field: "${timestamp_field}"
        freshness_requirement: "${freshness_requirement}"
        lag_tolerance: ${acceptable_lag_minutes}

# Monitoring Infrastructure
monitoring_infrastructure:
  # Data Collection
  data_collection:
    collection_method: "${collection_method}" # batch, streaming, api, direct
    collection_frequency: "${collection_frequency}" # real-time, hourly, daily, weekly
    
    # Sampling Strategy
    sampling:
      enabled: ${sampling_enabled}
      sampling_method: "${sampling_method}" # random, systematic, stratified
      sample_size: ${sample_size}
      sample_percentage: ${sample_percentage}
      
  # Processing Engine
  processing:
    engine_type: "${processing_engine}" # spark, pandas, sql, custom
    parallel_processing: ${parallel_processing_enabled}
    batch_size: ${processing_batch_size}
    
  # Storage System
  storage:
    metrics_storage: "${metrics_storage_location}"
    historical_retention: "${historical_retention_period}"
    compression_enabled: ${data_compression_enabled}
    partitioning_strategy: "${partitioning_strategy}"

# Quality Rules Engine
quality_rules:
  # Rule Categories
  rule_categories:
    - category_id: "${rule_category_id}"
      category_name: "${rule_category_name}"
      description: "${rule_category_description}"
      severity: "${rule_severity}" # critical, high, medium, low, info
      
  # Rule Definitions
  rule_definitions:
    - rule_id: "${rule_id}"
      rule_name: "${rule_name}"
      rule_type: "${rule_type}" # threshold, pattern, statistical, business
      
      # Rule Logic
      logic:
        expression: "${rule_expression}"
        parameters: ["${rule_parameters}"]
        conditions: ["${rule_conditions}"]
        
      # Execution Configuration
      execution:
        frequency: "${execution_frequency}"
        timeout: ${rule_timeout_seconds}
        retry_attempts: ${retry_attempts}
        
      # Thresholds
      thresholds:
        warning_threshold: ${warning_threshold}
        critical_threshold: ${critical_threshold}
        failure_threshold: ${failure_threshold}
        
  # Rule Groups
  rule_groups:
    - group_id: "${rule_group_id}"
      group_name: "${rule_group_name}"
      rules: ["${grouped_rules}"]
      execution_order: "${execution_order}" # sequential, parallel
      dependency_rules: ["${dependency_rules}"]

# Alerting System
alerting_system:
  # Alert Configuration
  alert_config:
    enabled: ${alerting_enabled}
    alert_throttling: ${alert_throttling_enabled}
    throttling_window: ${throttling_window_minutes}
    
  # Alert Channels
  channels:
    # Email Alerts
    email:
      enabled: ${email_alerts_enabled}
      smtp_server: "${smtp_server}"
      recipients: ["${email_recipients}"]
      template: "${email_template}"
      
    # Slack Integration
    slack:
      enabled: ${slack_alerts_enabled}
      webhook_url: "${slack_webhook_url}"
      channel: "${slack_channel}"
      mention_users: ["${slack_mention_users}"]
      
    # SMS Alerts
    sms:
      enabled: ${sms_alerts_enabled}
      provider: "${sms_provider}"
      recipients: ["${sms_recipients}"]
      
    # Webhook Notifications
    webhook:
      enabled: ${webhook_alerts_enabled}
      endpoint: "${webhook_endpoint}"
      authentication: "${webhook_auth_method}"
      
  # Alert Rules
  alert_rules:
    - alert_id: "${alert_id}"
      alert_name: "${alert_name}"
      trigger_condition: "${trigger_condition}"
      severity: "${alert_severity}"
      
      # Escalation
      escalation:
        enabled: ${escalation_enabled}
        escalation_levels: ["${escalation_levels}"]
        escalation_delay: ${escalation_delay_minutes}
        
      # Suppression
      suppression:
        enabled: ${alert_suppression_enabled}
        suppression_window: ${suppression_window_hours}
        suppression_conditions: ["${suppression_conditions}"]

# Dashboard and Reporting
dashboard_reporting:
  # Quality Dashboard
  dashboard:
    enabled: ${dashboard_enabled}
    dashboard_url: "${dashboard_url}"
    
    # Dashboard Components
    components:
      - component_id: "${component_id}"
        component_type: "${component_type}" # metric, chart, table, alert
        title: "${component_title}"
        data_source: "${component_data_source}"
        refresh_interval: ${component_refresh_seconds}
        
  # Reporting
  reporting:
    # Automated Reports
    automated_reports:
      enabled: ${automated_reporting_enabled}
      
      # Report Types
      report_types:
        - report_id: "${report_id}"
          report_name: "${report_name}"
          report_format: "${report_format}" # pdf, html, csv, json
          schedule: "${report_schedule}"
          recipients: ["${report_recipients}"]
          
    # Ad-hoc Reports
    adhoc_reports:
      enabled: ${adhoc_reporting_enabled}
      report_builder: "${report_builder_tool}"
      available_metrics: ["${available_metrics}"]
      
  # Visualization
  visualization:
    # Chart Types
    chart_types:
      trend_charts: ${trend_charts_enabled}
      heatmaps: ${heatmaps_enabled}
      scorecards: ${scorecards_enabled}
      distribution_charts: ${distribution_charts_enabled}
      
    # Styling
    styling:
      theme: "${visualization_theme}"
      color_palette: "${color_palette}"
      branding: ${branding_enabled}

# Data Profiling
data_profiling:
  # Profiling Configuration
  profiling_config:
    enabled: ${data_profiling_enabled}
    profiling_frequency: "${profiling_frequency}"
    full_profiling_schedule: "${full_profiling_schedule}"
    
  # Profile Metrics
  profile_metrics:
    # Statistical Metrics
    statistical:
      enabled: ${statistical_profiling_enabled}
      metrics: ["${statistical_metrics}"] # min, max, mean, median, std_dev, percentiles
      
    # Distribution Analysis
    distribution:
      enabled: ${distribution_analysis_enabled}
      histogram_bins: ${histogram_bins}
      outlier_detection: ${outlier_detection_enabled}
      
    # Pattern Analysis
    patterns:
      enabled: ${pattern_analysis_enabled}
      common_patterns: ["${common_patterns}"]
      pattern_threshold: ${pattern_threshold}
      
  # Profile Storage
  profile_storage:
    storage_location: "${profile_storage_location}"
    retention_period: "${profile_retention_period}"
    compression: ${profile_compression_enabled}

# Anomaly Detection
anomaly_detection:
  # Detection Methods
  detection_methods:
    # Statistical Methods
    statistical:
      enabled: ${statistical_anomaly_detection}
      methods: ["${statistical_methods}"] # z_score, iqr, isolation_forest
      sensitivity: ${anomaly_sensitivity}
      
    # Machine Learning Methods
    machine_learning:
      enabled: ${ml_anomaly_detection}
      algorithms: ["${ml_algorithms}"] # autoencoder, one_class_svm, local_outlier_factor
      model_training_frequency: "${model_training_frequency}"
      
    # Rule-based Methods
    rule_based:
      enabled: ${rule_based_anomaly_detection}
      custom_rules: ["${custom_anomaly_rules}"]
      
  # Anomaly Response
  response:
    automatic_flagging: ${automatic_anomaly_flagging}
    investigation_workflow: "${investigation_workflow}"
    false_positive_feedback: ${false_positive_feedback_enabled}

# Integration and APIs
integration_apis:
  # Data Source Integration
  data_sources:
    # Database Connections
    databases:
      - connection_id: "${db_connection_id}"
        connection_type: "${db_type}" # postgresql, mysql, oracle, sql_server
        connection_string: "${db_connection_string}"
        authentication: "${db_authentication}"
        
    # API Integrations
    apis:
      - api_id: "${api_id}"
        api_endpoint: "${api_endpoint}"
        authentication_method: "${api_auth_method}"
        rate_limits: "${api_rate_limits}"
        
  # External Tool Integration
  external_tools:
    # Data Catalogs
    data_catalog:
      enabled: ${data_catalog_integration}
      catalog_type: "${catalog_type}" # apache_atlas, aws_glue, azure_purview
      sync_frequency: "${catalog_sync_frequency}"
      
    # Workflow Orchestration
    orchestration:
      enabled: ${orchestration_integration}
      orchestrator: "${orchestrator_type}" # airflow, prefect, azure_data_factory
      workflow_triggers: ["${workflow_triggers}"]
      
  # API Endpoints
  api_endpoints:
    # Quality Metrics API
    metrics_api:
      endpoint: "${metrics_api_endpoint}"
      authentication: "${api_authentication}"
      rate_limiting: "${api_rate_limiting}"
      
    # Alerts API
    alerts_api:
      endpoint: "${alerts_api_endpoint}"
      webhook_support: ${webhook_support_enabled}

# Security and Compliance
security_compliance:
  # Data Security
  data_security:
    encryption_at_rest: ${encryption_at_rest_enabled}
    encryption_in_transit: ${encryption_in_transit_enabled}
    access_control: "${access_control_method}"
    
  # Audit Logging
  audit_logging:
    enabled: ${audit_logging_enabled}
    log_level: "${audit_log_level}"
    log_retention: "${audit_log_retention_period}"
    
  # Compliance
  compliance:
    frameworks: ["${compliance_frameworks}"] # gdpr, hipaa, sox, pci_dss
    compliance_reporting: ${compliance_reporting_enabled}
    data_lineage_tracking: ${data_lineage_tracking_enabled}

# Performance and Scalability
performance_scalability:
  # Performance Configuration
  performance:
    # Resource Allocation
    resources:
      cpu_cores: ${allocated_cpu_cores}
      memory_gb: ${allocated_memory_gb}
      storage_gb: ${allocated_storage_gb}
      
    # Optimization
    optimization:
      query_optimization: ${query_optimization_enabled}
      caching_enabled: ${performance_caching_enabled}
      parallel_execution: ${parallel_execution_enabled}
      
  # Scalability
  scalability:
    # Auto-scaling
    auto_scaling:
      enabled: ${auto_scaling_enabled}
      scaling_triggers: ["${scaling_triggers}"]
      min_instances: ${min_instances}
      max_instances: ${max_instances}
      
    # Load Balancing
    load_balancing:
      enabled: ${load_balancing_enabled}
      balancing_strategy: "${load_balancing_strategy}"

# Maintenance and Operations
maintenance_operations:
  # Maintenance Tasks
  maintenance_tasks:
    # Routine Maintenance
    routine:
      - task_id: "${maintenance_task_id}"
        task_name: "${maintenance_task_name}"
        schedule: "${maintenance_schedule}"
        duration_estimate: "${maintenance_duration}"
        
    # System Health Checks
    health_checks:
      enabled: ${health_checks_enabled}
      check_frequency: "${health_check_frequency}"
      health_metrics: ["${health_metrics}"]
      
  # Backup and Recovery
  backup_recovery:
    # Backup Configuration
    backup:
      enabled: ${backup_enabled}
      backup_frequency: "${backup_frequency}"
      backup_retention: "${backup_retention_period}"
      
    # Recovery Procedures
    recovery:
      recovery_time_objective: "${rto_hours}"
      recovery_point_objective: "${rpo_hours}"
      disaster_recovery_plan: "${dr_plan_location}"

# Validation Rules
validation_rules:
  required_fields:
    - monitoring_id
    - monitoring_name
    - scope.target_systems
    - quality_dimensions
    - monitoring_infrastructure
    
  field_constraints:
    criticality_level:
      allowed_values: ["critical", "high", "medium", "low"]
    collection_method:
      allowed_values: ["batch", "streaming", "api", "direct"]
    processing_engine:
      allowed_values: ["spark", "pandas", "sql", "custom"]
      
  quality_requirements:
    - completeness_threshold: ">=0.8"
    - accuracy_threshold: ">=0.9"
    - timeliness_threshold: "<=24_hours"

# Monitoring Templates
monitoring_templates:
  customer_data_monitoring:
    description: "Customer data quality monitoring"
    quality_dimensions:
      - completeness: { threshold: 0.95 }
      - accuracy: { threshold: 0.98 }
      - uniqueness: { threshold: 0.99 }
    critical_fields: ["customer_id", "email", "registration_date"]
    
  financial_data_monitoring:
    description: "Financial transaction monitoring"
    quality_dimensions:
      - accuracy: { threshold: 0.999 }
      - consistency: { threshold: 0.98 }
      - timeliness: { threshold: "1_hour" }
    compliance_frameworks: ["sox", "pci_dss"]

# Usage Examples
examples:
  real_time_monitoring:
    monitoring_name: "Real-time Sales Data Quality"
    collection_frequency: "real-time"
    alerting_enabled: true
    dashboard_enabled: true
    
  batch_monitoring:
    monitoring_name: "Daily ETL Quality Check"
    collection_frequency: "daily"
    profiling_enabled: true
    automated_reporting: true

# Documentation References
documentation_references:
  data_quality_frameworks: "https://www.dama-dmbok.org/"
  monitoring_best_practices: "https://cloud.google.com/architecture/dq-monitoring-and-alerting"
  quality_metrics: "https://www.collibra.com/blog/data-quality-metrics"
  
# Template Metadata
template_metadata:
  author: "AI Agentic Data Stack Framework"
  maintainer: "Data Quality Engineer"
  last_updated: "2025-01-23"
  changelog:
    - version: "1.0.0"
      date: "2025-01-23"
      changes: "Initial template creation with comprehensive quality monitoring configuration"