using System.Diagnostics;
using System.Diagnostics.Metrics;

namespace StellaOps.Policy.Engine.Telemetry;

/// <summary>
/// Telemetry instrumentation for the Policy Engine service.
/// Provides metrics, traces, and structured logging correlation.
/// </summary>
public static class PolicyEngineTelemetry
{
    /// <summary>
    /// The name of the meter used for Policy Engine metrics.
    /// </summary>
    public const string MeterName = "StellaOps.Policy.Engine";

    /// <summary>
    /// The name of the activity source used for Policy Engine traces.
    /// </summary>
    public const string ActivitySourceName = "StellaOps.Policy.Engine";

    private static readonly Meter Meter = new(MeterName);

    /// <summary>
    /// The activity source used for Policy Engine traces.
    /// </summary>
    public static readonly ActivitySource ActivitySource = new(ActivitySourceName);

    // Histogram: policy_run_seconds{mode,tenant,policy}
    private static readonly Histogram<double> PolicyRunSecondsHistogram =
        Meter.CreateHistogram<double>(
            "policy_run_seconds",
            unit: "s",
            description: "Duration of policy evaluation runs.");

    // Gauge: policy_run_queue_depth{tenant}
    private static readonly ObservableGauge<int> PolicyRunQueueDepthGauge =
        Meter.CreateObservableGauge<int>(
            "policy_run_queue_depth",
            observeValues: () => QueueDepthObservations ?? Enumerable.Empty<Measurement<int>>(),
            unit: "jobs",
            description: "Current depth of pending policy run jobs per tenant.");

    // Counter: policy_rules_fired_total{policy,rule}
    private static readonly Counter<long> PolicyRulesFiredCounter =
        Meter.CreateCounter<long>(
            "policy_rules_fired_total",
            unit: "rules",
            description: "Total number of policy rules that fired during evaluation.");

    // Counter: policy_vex_overrides_total{policy,vendor}
    private static readonly Counter<long> PolicyVexOverridesCounter =
        Meter.CreateCounter<long>(
            "policy_vex_overrides_total",
            unit: "overrides",
            description: "Total number of VEX overrides applied during policy evaluation.");

    // Counter: policy_compilation_total{outcome}
    private static readonly Counter<long> PolicyCompilationCounter =
        Meter.CreateCounter<long>(
            "policy_compilation_total",
            unit: "compilations",
            description: "Total number of policy compilations attempted.");

    // Histogram: policy_compilation_seconds
    private static readonly Histogram<double> PolicyCompilationSecondsHistogram =
        Meter.CreateHistogram<double>(
            "policy_compilation_seconds",
            unit: "s",
            description: "Duration of policy compilation.");

    // Counter: policy_simulation_total{tenant,outcome}
    private static readonly Counter<long> PolicySimulationCounter =
        Meter.CreateCounter<long>(
            "policy_simulation_total",
            unit: "simulations",
            description: "Total number of policy simulations executed.");

    // Counter: policy_rate_limit_exceeded_total{tenant,endpoint}
    private static readonly Counter<long> RateLimitExceededCounter =
        Meter.CreateCounter<long>(
            "policy_rate_limit_exceeded_total",
            unit: "requests",
            description: "Total requests rejected due to rate limiting.");

    /// <summary>
    /// Records a rate limit exceeded event.
    /// </summary>
    /// <param name="tenant">The tenant ID (or "anonymous" if not available).</param>
    /// <param name="endpoint">The endpoint that was rate limited.</param>
    public static void RecordRateLimitExceeded(string? tenant = null, string? endpoint = null)
    {
        var tags = new TagList
        {
            { "tenant", NormalizeTag(tenant ?? "anonymous") },
            { "endpoint", NormalizeTag(endpoint ?? "simulation") },
        };
        RateLimitExceededCounter.Add(1, tags);
    }

    #region Entropy Metrics

    // Counter: policy_entropy_penalty_total{outcome}
    private static readonly Counter<long> EntropyPenaltyCounter =
        Meter.CreateCounter<long>(
            "policy_entropy_penalty_total",
            unit: "penalties",
            description: "Total entropy penalties computed from scanner evidence.");

    // Histogram: policy_entropy_penalty_value{outcome}
    private static readonly Histogram<double> EntropyPenaltyHistogram =
        Meter.CreateHistogram<double>(
            "policy_entropy_penalty_value",
            unit: "ratio",
            description: "Entropy penalty values (after cap).");

    // Histogram: policy_entropy_image_opaque_ratio{outcome}
    private static readonly Histogram<double> EntropyImageOpaqueRatioHistogram =
        Meter.CreateHistogram<double>(
            "policy_entropy_image_opaque_ratio",
            unit: "ratio",
            description: "Image opaque ratios observed in layer summaries.");

    // Histogram: policy_entropy_top_file_ratio{outcome}
    private static readonly Histogram<double> EntropyTopFileRatioHistogram =
        Meter.CreateHistogram<double>(
            "policy_entropy_top_file_ratio",
            unit: "ratio",
            description: "Opaque ratio of the top offending file when present.");

    /// <summary>
    /// Records an entropy penalty computation.
    /// </summary>
    public static void RecordEntropyPenalty(
        double penalty,
        string outcome,
        double imageOpaqueRatio,
        double? topFileOpaqueRatio = null)
    {
        var tags = new TagList
        {
            { "outcome", NormalizeTag(outcome) },
        };

        EntropyPenaltyCounter.Add(1, tags);
        EntropyPenaltyHistogram.Record(penalty, tags);
        EntropyImageOpaqueRatioHistogram.Record(imageOpaqueRatio, tags);

        if (topFileOpaqueRatio.HasValue)
        {
            EntropyTopFileRatioHistogram.Record(topFileOpaqueRatio.Value, tags);
        }
    }

    #endregion

    #region Golden Signals - Latency

    // Histogram: policy_api_latency_seconds{endpoint,method,status}
    private static readonly Histogram<double> ApiLatencyHistogram =
        Meter.CreateHistogram<double>(
            "policy_api_latency_seconds",
            unit: "s",
            description: "API request latency by endpoint.");

    // Histogram: policy_evaluation_latency_seconds{tenant,policy}
    private static readonly Histogram<double> EvaluationLatencyHistogram =
        Meter.CreateHistogram<double>(
            "policy_evaluation_latency_seconds",
            unit: "s",
            description: "Policy evaluation latency per batch.");

    #endregion

    #region Golden Signals - Traffic

    // Counter: policy_requests_total{endpoint,method}
    private static readonly Counter<long> RequestsCounter =
        Meter.CreateCounter<long>(
            "policy_requests_total",
            unit: "requests",
            description: "Total API requests by endpoint and method.");

    // Counter: policy_evaluations_total{tenant,policy,mode}
    private static readonly Counter<long> EvaluationsCounter =
        Meter.CreateCounter<long>(
            "policy_evaluations_total",
            unit: "evaluations",
            description: "Total policy evaluations by tenant, policy, and mode.");

    // Counter: policy_findings_materialized_total{tenant,policy}
    private static readonly Counter<long> FindingsMaterializedCounter =
        Meter.CreateCounter<long>(
            "policy_findings_materialized_total",
            unit: "findings",
            description: "Total findings materialized during policy evaluation.");

    #endregion

    #region Golden Signals - Errors

    // Counter: policy_errors_total{type,tenant}
    private static readonly Counter<long> ErrorsCounter =
        Meter.CreateCounter<long>(
            "policy_errors_total",
            unit: "errors",
            description: "Total errors by type (compilation, evaluation, api, storage).");

    // Counter: policy_api_errors_total{endpoint,status_code}
    private static readonly Counter<long> ApiErrorsCounter =
        Meter.CreateCounter<long>(
            "policy_api_errors_total",
            unit: "errors",
            description: "Total API errors by endpoint and status code.");

    // Counter: policy_evaluation_failures_total{tenant,policy,reason}
    private static readonly Counter<long> EvaluationFailuresCounter =
        Meter.CreateCounter<long>(
            "policy_evaluation_failures_total",
            unit: "failures",
            description: "Total evaluation failures by reason (timeout, determinism, storage, canceled).");

    #endregion

    #region Golden Signals - Saturation

    // Gauge: policy_concurrent_evaluations{tenant}
    private static readonly ObservableGauge<int> ConcurrentEvaluationsGauge =
        Meter.CreateObservableGauge<int>(
            "policy_concurrent_evaluations",
            observeValues: () => ConcurrentEvaluationsObservations ?? Enumerable.Empty<Measurement<int>>(),
            unit: "evaluations",
            description: "Current number of concurrent policy evaluations.");

    // Gauge: policy_worker_utilization
    private static readonly ObservableGauge<double> WorkerUtilizationGauge =
        Meter.CreateObservableGauge<double>(
            "policy_worker_utilization",
            observeValues: () => WorkerUtilizationObservations ?? Enumerable.Empty<Measurement<double>>(),
            unit: "ratio",
            description: "Worker pool utilization ratio (0.0 to 1.0).");

    #endregion

    #region SLO Metrics

    // Gauge: policy_slo_burn_rate{slo_name}
    private static readonly ObservableGauge<double> SloBurnRateGauge =
        Meter.CreateObservableGauge<double>(
            "policy_slo_burn_rate",
            observeValues: () => SloBurnRateObservations ?? Enumerable.Empty<Measurement<double>>(),
            unit: "ratio",
            description: "SLO burn rate over configured window.");

    // Gauge: policy_error_budget_remaining{slo_name}
    private static readonly ObservableGauge<double> ErrorBudgetRemainingGauge =
        Meter.CreateObservableGauge<double>(
            "policy_error_budget_remaining",
            observeValues: () => ErrorBudgetObservations ?? Enumerable.Empty<Measurement<double>>(),
            unit: "ratio",
            description: "Remaining error budget as ratio (0.0 to 1.0).");

    // Counter: policy_slo_violations_total{slo_name}
    private static readonly Counter<long> SloViolationsCounter =
        Meter.CreateCounter<long>(
            "policy_slo_violations_total",
            unit: "violations",
            description: "Total SLO violations detected.");

    #endregion

    #region Risk Scoring Metrics

    // Counter: policy_risk_scoring_jobs_created_total
    private static readonly Counter<long> RiskScoringJobsCreatedCounter =
        Meter.CreateCounter<long>(
            "policy_risk_scoring_jobs_created_total",
            unit: "jobs",
            description: "Total risk scoring jobs created.");

    // Counter: policy_risk_scoring_triggers_skipped_total
    private static readonly Counter<long> RiskScoringTriggersSkippedCounter =
        Meter.CreateCounter<long>(
            "policy_risk_scoring_triggers_skipped_total",
            unit: "triggers",
            description: "Total risk scoring triggers skipped due to deduplication.");

    // Histogram: policy_risk_scoring_duration_seconds
    private static readonly Histogram<double> RiskScoringDurationHistogram =
        Meter.CreateHistogram<double>(
            "policy_risk_scoring_duration_seconds",
            unit: "s",
            description: "Duration of risk scoring job execution.");

    // Counter: policy_risk_scoring_findings_scored_total
    private static readonly Counter<long> RiskScoringFindingsScoredCounter =
        Meter.CreateCounter<long>(
            "policy_risk_scoring_findings_scored_total",
            unit: "findings",
            description: "Total findings scored by risk scoring jobs.");

    /// <summary>
    /// Counter for risk scoring jobs created.
    /// </summary>
    public static Counter<long> RiskScoringJobsCreated => RiskScoringJobsCreatedCounter;

    /// <summary>
    /// Counter for risk scoring triggers skipped.
    /// </summary>
    public static Counter<long> RiskScoringTriggersSkipped => RiskScoringTriggersSkippedCounter;

    /// <summary>
    /// Records risk scoring duration.
    /// </summary>
    /// <param name="seconds">Duration in seconds.</param>
    /// <param name="profileId">Profile identifier.</param>
    /// <param name="findingCount">Number of findings scored.</param>
    public static void RecordRiskScoringDuration(double seconds, string profileId, int findingCount)
    {
        var tags = new TagList
        {
            { "profile_id", NormalizeTag(profileId) },
            { "finding_count", findingCount.ToString() },
        };

        RiskScoringDurationHistogram.Record(seconds, tags);
    }

    /// <summary>
    /// Records findings scored by risk scoring.
    /// </summary>
    /// <param name="profileId">Profile identifier.</param>
    /// <param name="count">Number of findings scored.</param>
    public static void RecordFindingsScored(string profileId, long count)
    {
        var tags = new TagList
        {
            { "profile_id", NormalizeTag(profileId) },
        };

        RiskScoringFindingsScoredCounter.Add(count, tags);
    }

    #endregion

    #region Risk Simulation and Events Metrics

    // Counter: policy_risk_simulations_run_total
    private static readonly Counter<long> RiskSimulationsRunCounter =
        Meter.CreateCounter<long>(
            "policy_risk_simulations_run_total",
            unit: "simulations",
            description: "Total risk simulations executed.");

    // Counter: policy_profile_events_published_total
    private static readonly Counter<long> ProfileEventsPublishedCounter =
        Meter.CreateCounter<long>(
            "policy_profile_events_published_total",
            unit: "events",
            description: "Total profile lifecycle events published.");

    /// <summary>
    /// Counter for risk simulations run.
    /// </summary>
    public static Counter<long> RiskSimulationsRun => RiskSimulationsRunCounter;

    /// <summary>
    /// Counter for profile events published.
    /// </summary>
    public static Counter<long> ProfileEventsPublished => ProfileEventsPublishedCounter;

    // Counter: policy_events_processed_total
    private static readonly Counter<long> PolicyEventsProcessedCounter =
        Meter.CreateCounter<long>(
            "policy_events_processed_total",
            unit: "events",
            description: "Total policy change events processed.");

    /// <summary>
    /// Counter for policy change events processed.
    /// </summary>
    public static Counter<long> PolicyEventsProcessed => PolicyEventsProcessedCounter;

    // Counter: policy_effective_events_published_total
    private static readonly Counter<long> PolicyEffectiveEventsPublishedCounter =
        Meter.CreateCounter<long>(
            "policy_effective_events_published_total",
            unit: "events",
            description: "Total policy.effective.* events published.");

    /// <summary>
    /// Counter for policy effective events published.
    /// </summary>
    public static Counter<long> PolicyEffectiveEventsPublished => PolicyEffectiveEventsPublishedCounter;

    // Counter: policy_reevaluation_jobs_scheduled_total
    private static readonly Counter<long> ReEvaluationJobsScheduledCounter =
        Meter.CreateCounter<long>(
            "policy_reevaluation_jobs_scheduled_total",
            unit: "jobs",
            description: "Total re-evaluation jobs scheduled.");

    /// <summary>
    /// Counter for re-evaluation jobs scheduled.
    /// </summary>
    public static Counter<long> ReEvaluationJobsScheduled => ReEvaluationJobsScheduledCounter;

    // Counter: policy_explain_traces_stored_total
    private static readonly Counter<long> ExplainTracesStoredCounter =
        Meter.CreateCounter<long>(
            "policy_explain_traces_stored_total",
            unit: "traces",
            description: "Total explain traces stored for decision audit.");

    /// <summary>
    /// Counter for explain traces stored.
    /// </summary>
    public static Counter<long> ExplainTracesStored => ExplainTracesStoredCounter;

    // Counter: policy_effective_decision_map_operations_total
    private static readonly Counter<long> EffectiveDecisionMapOperationsCounter =
        Meter.CreateCounter<long>(
            "policy_effective_decision_map_operations_total",
            unit: "operations",
            description: "Total effective decision map operations (set, get, invalidate).");

    /// <summary>
    /// Counter for effective decision map operations.
    /// </summary>
    public static Counter<long> EffectiveDecisionMapOperations => EffectiveDecisionMapOperationsCounter;

    // Counter: policy_exception_operations_total{tenant,operation}
    private static readonly Counter<long> ExceptionOperationsCounter =
        Meter.CreateCounter<long>(
            "policy_exception_operations_total",
            unit: "operations",
            description: "Total policy exception operations (create, update, revoke, review_*).");

    /// <summary>
    /// Counter for policy exception operations.
    /// </summary>
    public static Counter<long> ExceptionOperations => ExceptionOperationsCounter;

    // Counter: policy_exception_cache_operations_total{tenant,operation}
    private static readonly Counter<long> ExceptionCacheOperationsCounter =
        Meter.CreateCounter<long>(
            "policy_exception_cache_operations_total",
            unit: "operations",
            description: "Total exception cache operations (hit, miss, set, warm, invalidate).");

    // Counter: policy_exception_applications_total{tenant,effect}
    private static readonly Counter<long> ExceptionApplicationsCounter =
        Meter.CreateCounter<long>(
            "policy_exception_applications_total",
            unit: "applications",
            description: "Total applied exceptions during evaluation by effect type.");

    // Histogram: policy_exception_application_latency_seconds{tenant,effect}
    private static readonly Histogram<double> ExceptionApplicationLatencyHistogram =
        Meter.CreateHistogram<double>(
            "policy_exception_application_latency_seconds",
            unit: "s",
            description: "Latency impact of exception application during evaluation.");

    // Counter: policy_exception_lifecycle_total{tenant,event}
    private static readonly Counter<long> ExceptionLifecycleCounter =
        Meter.CreateCounter<long>(
            "policy_exception_lifecycle_total",
            unit: "events",
            description: "Lifecycle events for exceptions (activated, expired, revoked).");

    /// <summary>
    /// Counter for exception cache operations.
    /// </summary>
    public static Counter<long> ExceptionCacheOperations => ExceptionCacheOperationsCounter;

    #endregion

    #region Reachability Metrics

    // Counter: policy_reachability_applied_total{state}
    private static readonly Counter<long> ReachabilityAppliedCounter =
        Meter.CreateCounter<long>(
            "policy_reachability_applied_total",
            unit: "facts",
            description: "Total reachability facts applied during policy evaluation.");

    // Counter: policy_reachability_cache_hits_total
    private static readonly Counter<long> ReachabilityCacheHitsCounter =
        Meter.CreateCounter<long>(
            "policy_reachability_cache_hits_total",
            unit: "hits",
            description: "Total reachability facts cache hits.");

    // Counter: policy_reachability_cache_misses_total
    private static readonly Counter<long> ReachabilityCacheMissesCounter =
        Meter.CreateCounter<long>(
            "policy_reachability_cache_misses_total",
            unit: "misses",
            description: "Total reachability facts cache misses.");

    // Gauge: policy_reachability_cache_hit_ratio
    private static readonly ObservableGauge<double> ReachabilityCacheHitRatioGauge =
        Meter.CreateObservableGauge<double>(
            "policy_reachability_cache_hit_ratio",
            observeValues: () => ReachabilityCacheHitRatioObservations ?? Enumerable.Empty<Measurement<double>>(),
            unit: "ratio",
            description: "Reachability facts cache hit ratio (0.0 to 1.0).");

    // Counter: policy_reachability_lookups_total{outcome}
    private static readonly Counter<long> ReachabilityLookupsCounter =
        Meter.CreateCounter<long>(
            "policy_reachability_lookups_total",
            unit: "lookups",
            description: "Total reachability facts lookup operations.");

    // Histogram: policy_reachability_lookup_seconds
    private static readonly Histogram<double> ReachabilityLookupSecondsHistogram =
        Meter.CreateHistogram<double>(
            "policy_reachability_lookup_seconds",
            unit: "s",
            description: "Duration of reachability facts lookup operations.");

    private static IEnumerable<Measurement<double>> ReachabilityCacheHitRatioObservations = Enumerable.Empty<Measurement<double>>();

    /// <summary>
    /// Records reachability fact applied during evaluation.
    /// </summary>
    /// <param name="state">Reachability state (reachable, unreachable, unknown, under_investigation).</param>
    /// <param name="count">Number of facts.</param>
    public static void RecordReachabilityApplied(string state, long count = 1)
    {
        var tags = new TagList
        {
            { "state", NormalizeTag(state) },
        };

        ReachabilityAppliedCounter.Add(count, tags);
    }

    /// <summary>
    /// Records reachability cache hits.
    /// </summary>
    /// <param name="count">Number of hits.</param>
    public static void RecordReachabilityCacheHits(long count)
    {
        ReachabilityCacheHitsCounter.Add(count);
    }

    /// <summary>
    /// Records reachability cache misses.
    /// </summary>
    /// <param name="count">Number of misses.</param>
    public static void RecordReachabilityCacheMisses(long count)
    {
        ReachabilityCacheMissesCounter.Add(count);
    }

    /// <summary>
    /// Records a reachability lookup operation.
    /// </summary>
    /// <param name="outcome">Outcome (found, not_found, error).</param>
    /// <param name="seconds">Duration in seconds.</param>
    /// <param name="batchSize">Number of items looked up.</param>
    public static void RecordReachabilityLookup(string outcome, double seconds, int batchSize)
    {
        var tags = new TagList
        {
            { "outcome", NormalizeTag(outcome) },
        };

        ReachabilityLookupsCounter.Add(batchSize, tags);
        ReachabilityLookupSecondsHistogram.Record(seconds, tags);
    }

    /// <summary>
    /// Registers a callback to observe reachability cache hit ratio.
    /// </summary>
    /// <param name="observeFunc">Function that returns current cache hit ratio measurements.</param>
    public static void RegisterReachabilityCacheHitRatioObservation(Func<IEnumerable<Measurement<double>>> observeFunc)
    {
        ArgumentNullException.ThrowIfNull(observeFunc);
        ReachabilityCacheHitRatioObservations = observeFunc();
    }

    #endregion

    #region AirGap/Staleness Metrics

    // Counter: policy_airgap_staleness_events_total{tenant,event_type}
    private static readonly Counter<long> StalenessEventsCounter =
        Meter.CreateCounter<long>(
            "policy_airgap_staleness_events_total",
            unit: "events",
            description: "Total staleness events by type (warning, breach, recovered, anchor_missing).");

    // Gauge: policy_airgap_sealed
    private static readonly ObservableGauge<int> AirGapSealedGauge =
        Meter.CreateObservableGauge<int>(
            "policy_airgap_sealed",
            observeValues: () => AirGapSealedObservations ?? Enumerable.Empty<Measurement<int>>(),
            unit: "boolean",
            description: "1 if sealed, 0 if unsealed.");

    // Gauge: policy_airgap_anchor_age_seconds
    private static readonly ObservableGauge<int> AnchorAgeGauge =
        Meter.CreateObservableGauge<int>(
            "policy_airgap_anchor_age_seconds",
            observeValues: () => AnchorAgeObservations ?? Enumerable.Empty<Measurement<int>>(),
            unit: "s",
            description: "Current age of the time anchor in seconds.");

    private static IEnumerable<Measurement<int>> AirGapSealedObservations = Enumerable.Empty<Measurement<int>>();
    private static IEnumerable<Measurement<int>> AnchorAgeObservations = Enumerable.Empty<Measurement<int>>();

    /// <summary>
    /// Records a staleness event.
    /// </summary>
    /// <param name="tenant">Tenant identifier.</param>
    /// <param name="eventType">Event type (warning, breach, recovered, anchor_missing).</param>
    public static void RecordStalenessEvent(string tenant, string eventType)
    {
        var tags = new TagList
        {
            { "tenant", NormalizeTenant(tenant) },
            { "event_type", NormalizeTag(eventType) },
        };

        StalenessEventsCounter.Add(1, tags);
    }

    /// <summary>
    /// Registers a callback to observe air-gap sealed state.
    /// </summary>
    /// <param name="observeFunc">Function that returns current sealed state measurements.</param>
    public static void RegisterAirGapSealedObservation(Func<IEnumerable<Measurement<int>>> observeFunc)
    {
        ArgumentNullException.ThrowIfNull(observeFunc);
        AirGapSealedObservations = observeFunc();
    }

    /// <summary>
    /// Registers a callback to observe time anchor age.
    /// </summary>
    /// <param name="observeFunc">Function that returns current anchor age measurements.</param>
    public static void RegisterAnchorAgeObservation(Func<IEnumerable<Measurement<int>>> observeFunc)
    {
        ArgumentNullException.ThrowIfNull(observeFunc);
        AnchorAgeObservations = observeFunc();
    }

    #endregion

    // Storage for observable gauge observations
    private static IEnumerable<Measurement<int>> QueueDepthObservations = Enumerable.Empty<Measurement<int>>();
    private static IEnumerable<Measurement<int>> ConcurrentEvaluationsObservations = Enumerable.Empty<Measurement<int>>();
    private static IEnumerable<Measurement<double>> WorkerUtilizationObservations = Enumerable.Empty<Measurement<double>>();
    private static IEnumerable<Measurement<double>> SloBurnRateObservations = Enumerable.Empty<Measurement<double>>();
    private static IEnumerable<Measurement<double>> ErrorBudgetObservations = Enumerable.Empty<Measurement<double>>();

    /// <summary>
    /// Registers a callback to observe queue depth measurements.
    /// </summary>
    /// <param name="observeFunc">Function that returns current queue depth measurements.</param>
    public static void RegisterQueueDepthObservation(Func<IEnumerable<Measurement<int>>> observeFunc)
    {
        ArgumentNullException.ThrowIfNull(observeFunc);
        QueueDepthObservations = observeFunc();
    }

    /// <summary>
    /// Records the duration of a policy run.
    /// </summary>
    /// <param name="seconds">Duration in seconds.</param>
    /// <param name="mode">Run mode (full, incremental, simulate).</param>
    /// <param name="tenant">Tenant identifier.</param>
    /// <param name="policy">Policy identifier.</param>
    /// <param name="outcome">Outcome of the run (success, failure, canceled).</param>
    public static void RecordRunDuration(double seconds, string mode, string tenant, string policy, string outcome)
    {
        var tags = new TagList
        {
            { "mode", NormalizeTag(mode) },
            { "tenant", NormalizeTenant(tenant) },
            { "policy", NormalizeTag(policy) },
            { "outcome", NormalizeTag(outcome) },
        };

        PolicyRunSecondsHistogram.Record(seconds, tags);
    }

    /// <summary>
    /// Records that a policy rule fired during evaluation.
    /// </summary>
    /// <param name="policy">Policy identifier.</param>
    /// <param name="rule">Rule identifier.</param>
    /// <param name="count">Number of times the rule fired.</param>
    public static void RecordRuleFired(string policy, string rule, long count = 1)
    {
        var tags = new TagList
        {
            { "policy", NormalizeTag(policy) },
            { "rule", NormalizeTag(rule) },
        };

        PolicyRulesFiredCounter.Add(count, tags);
    }

    /// <summary>
    /// Records a VEX override applied during policy evaluation.
    /// </summary>
    /// <param name="policy">Policy identifier.</param>
    /// <param name="vendor">VEX vendor identifier.</param>
    /// <param name="count">Number of overrides.</param>
    public static void RecordVexOverride(string policy, string vendor, long count = 1)
    {
        var tags = new TagList
        {
            { "policy", NormalizeTag(policy) },
            { "vendor", NormalizeTag(vendor) },
        };

        PolicyVexOverridesCounter.Add(count, tags);
    }

    /// <summary>
    /// Records a policy compilation attempt.
    /// </summary>
    /// <param name="outcome">Outcome (success, failure).</param>
    /// <param name="seconds">Duration in seconds.</param>
    public static void RecordCompilation(string outcome, double seconds)
    {
        var tags = new TagList
        {
            { "outcome", NormalizeTag(outcome) },
        };

        PolicyCompilationCounter.Add(1, tags);
        PolicyCompilationSecondsHistogram.Record(seconds, tags);
    }

    /// <summary>
    /// Records a policy simulation execution.
    /// </summary>
    /// <param name="tenant">Tenant identifier.</param>
    /// <param name="outcome">Outcome (success, failure).</param>
    public static void RecordSimulation(string tenant, string outcome)
    {
        var tags = new TagList
        {
            { "tenant", NormalizeTenant(tenant) },
            { "outcome", NormalizeTag(outcome) },
        };

        PolicySimulationCounter.Add(1, tags);
    }

    /// <summary>
    /// Records a policy exception operation.
    /// </summary>
    /// <param name="tenant">Tenant identifier.</param>
    /// <param name="operation">Operation type (create, update, revoke, review_create, review_decision_*, etc.).</param>
    public static void RecordExceptionOperation(string tenant, string operation)
    {
        var tags = new TagList
        {
            { "tenant", NormalizeTenant(tenant) },
            { "operation", NormalizeTag(operation) },
        };

        ExceptionOperationsCounter.Add(1, tags);
    }

    /// <summary>
    /// Records an exception cache operation.
    /// </summary>
    /// <param name="tenant">Tenant identifier.</param>
    /// <param name="operation">Operation type (hit, miss, set, warm, invalidate_*, event_*).</param>
    public static void RecordExceptionCacheOperation(string tenant, string operation)
    {
        var tags = new TagList
        {
            { "tenant", NormalizeTenant(tenant) },
            { "operation", NormalizeTag(operation) },
        };

        ExceptionCacheOperationsCounter.Add(1, tags);
    }

    /// <summary>
    /// Records that an exception was applied during evaluation.
    /// </summary>
    public static void RecordExceptionApplication(string tenant, string effectType)
    {
        var tags = new TagList
        {
            { "tenant", NormalizeTenant(tenant) },
            { "effect", NormalizeTag(effectType) },
        };

        ExceptionApplicationsCounter.Add(1, tags);
    }

    /// <summary>
    /// Records latency attributed to exception application during evaluation.
    /// </summary>
    public static void RecordExceptionApplicationLatency(double seconds, string tenant, string effectType)
    {
        var tags = new TagList
        {
            { "tenant", NormalizeTenant(tenant) },
            { "effect", NormalizeTag(effectType) },
        };

        ExceptionApplicationLatencyHistogram.Record(seconds, tags);
    }

    /// <summary>
    /// Records an exception lifecycle event (activated, expired, revoked).
    /// </summary>
    public static void RecordExceptionLifecycle(string tenant, string eventType)
    {
        var tags = new TagList
        {
            { "tenant", NormalizeTenant(tenant) },
            { "event", NormalizeTag(eventType) },
        };

        ExceptionLifecycleCounter.Add(1, tags);
    }

    #region Golden Signals - Recording Methods

    /// <summary>
    /// Records API request latency.
    /// </summary>
    /// <param name="seconds">Latency in seconds.</param>
    /// <param name="endpoint">API endpoint name.</param>
    /// <param name="method">HTTP method.</param>
    /// <param name="statusCode">HTTP status code.</param>
    public static void RecordApiLatency(double seconds, string endpoint, string method, int statusCode)
    {
        var tags = new TagList
        {
            { "endpoint", NormalizeTag(endpoint) },
            { "method", NormalizeTag(method) },
            { "status", statusCode.ToString() },
        };

        ApiLatencyHistogram.Record(seconds, tags);
    }

    /// <summary>
    /// Records policy evaluation latency for a batch.
    /// </summary>
    /// <param name="seconds">Latency in seconds.</param>
    /// <param name="tenant">Tenant identifier.</param>
    /// <param name="policy">Policy identifier.</param>
    public static void RecordEvaluationLatency(double seconds, string tenant, string policy)
    {
        var tags = new TagList
        {
            { "tenant", NormalizeTenant(tenant) },
            { "policy", NormalizeTag(policy) },
        };

        EvaluationLatencyHistogram.Record(seconds, tags);
    }

    /// <summary>
    /// Records an API request.
    /// </summary>
    /// <param name="endpoint">API endpoint name.</param>
    /// <param name="method">HTTP method.</param>
    public static void RecordRequest(string endpoint, string method)
    {
        var tags = new TagList
        {
            { "endpoint", NormalizeTag(endpoint) },
            { "method", NormalizeTag(method) },
        };

        RequestsCounter.Add(1, tags);
    }

    /// <summary>
    /// Records a policy evaluation execution.
    /// </summary>
    /// <param name="tenant">Tenant identifier.</param>
    /// <param name="policy">Policy identifier.</param>
    /// <param name="mode">Evaluation mode (full, incremental, simulate).</param>
    public static void RecordEvaluation(string tenant, string policy, string mode)
    {
        var tags = new TagList
        {
            { "tenant", NormalizeTenant(tenant) },
            { "policy", NormalizeTag(policy) },
            { "mode", NormalizeTag(mode) },
        };

        EvaluationsCounter.Add(1, tags);
    }

    /// <summary>
    /// Records findings materialized during policy evaluation.
    /// </summary>
    /// <param name="tenant">Tenant identifier.</param>
    /// <param name="policy">Policy identifier.</param>
    /// <param name="count">Number of findings materialized.</param>
    public static void RecordFindingsMaterialized(string tenant, string policy, long count)
    {
        var tags = new TagList
        {
            { "tenant", NormalizeTenant(tenant) },
            { "policy", NormalizeTag(policy) },
        };

        FindingsMaterializedCounter.Add(count, tags);
    }

    /// <summary>
    /// Records an error.
    /// </summary>
    /// <param name="errorType">Error type (compilation, evaluation, api, storage).</param>
    /// <param name="tenant">Tenant identifier.</param>
    public static void RecordError(string errorType, string? tenant = null)
    {
        var tags = new TagList
        {
            { "type", NormalizeTag(errorType) },
            { "tenant", NormalizeTenant(tenant) },
        };

        ErrorsCounter.Add(1, tags);
    }

    /// <summary>
    /// Records an API error.
    /// </summary>
    /// <param name="endpoint">API endpoint name.</param>
    /// <param name="statusCode">HTTP status code.</param>
    public static void RecordApiError(string endpoint, int statusCode)
    {
        var tags = new TagList
        {
            { "endpoint", NormalizeTag(endpoint) },
            { "status_code", statusCode.ToString() },
        };

        ApiErrorsCounter.Add(1, tags);
    }

    /// <summary>
    /// Records an evaluation failure.
    /// </summary>
    /// <param name="tenant">Tenant identifier.</param>
    /// <param name="policy">Policy identifier.</param>
    /// <param name="reason">Failure reason (timeout, determinism, storage, canceled).</param>
    public static void RecordEvaluationFailure(string tenant, string policy, string reason)
    {
        var tags = new TagList
        {
            { "tenant", NormalizeTenant(tenant) },
            { "policy", NormalizeTag(policy) },
            { "reason", NormalizeTag(reason) },
        };

        EvaluationFailuresCounter.Add(1, tags);
    }

    /// <summary>
    /// Records an SLO violation.
    /// </summary>
    /// <param name="sloName">Name of the SLO that was violated.</param>
    public static void RecordSloViolation(string sloName)
    {
        var tags = new TagList
        {
            { "slo_name", NormalizeTag(sloName) },
        };

        SloViolationsCounter.Add(1, tags);
    }

    /// <summary>
    /// Registers a callback to observe concurrent evaluations measurements.
    /// </summary>
    /// <param name="observeFunc">Function that returns current concurrent evaluations measurements.</param>
    public static void RegisterConcurrentEvaluationsObservation(Func<IEnumerable<Measurement<int>>> observeFunc)
    {
        ArgumentNullException.ThrowIfNull(observeFunc);
        ConcurrentEvaluationsObservations = observeFunc();
    }

    /// <summary>
    /// Registers a callback to observe worker utilization measurements.
    /// </summary>
    /// <param name="observeFunc">Function that returns current worker utilization measurements.</param>
    public static void RegisterWorkerUtilizationObservation(Func<IEnumerable<Measurement<double>>> observeFunc)
    {
        ArgumentNullException.ThrowIfNull(observeFunc);
        WorkerUtilizationObservations = observeFunc();
    }

    /// <summary>
    /// Registers a callback to observe SLO burn rate measurements.
    /// </summary>
    /// <param name="observeFunc">Function that returns current SLO burn rate measurements.</param>
    public static void RegisterSloBurnRateObservation(Func<IEnumerable<Measurement<double>>> observeFunc)
    {
        ArgumentNullException.ThrowIfNull(observeFunc);
        SloBurnRateObservations = observeFunc();
    }

    /// <summary>
    /// Registers a callback to observe error budget measurements.
    /// </summary>
    /// <param name="observeFunc">Function that returns current error budget measurements.</param>
    public static void RegisterErrorBudgetObservation(Func<IEnumerable<Measurement<double>>> observeFunc)
    {
        ArgumentNullException.ThrowIfNull(observeFunc);
        ErrorBudgetObservations = observeFunc();
    }

    #endregion

    /// <summary>
    /// Starts an activity for selection layer operations.
    /// </summary>
    /// <param name="tenant">Tenant identifier.</param>
    /// <param name="policyId">Policy identifier.</param>
    /// <returns>The started activity, or null if not sampled.</returns>
    public static Activity? StartSelectActivity(string? tenant, string? policyId)
    {
        var activity = ActivitySource.StartActivity("policy.select", ActivityKind.Internal);
        activity?.SetTag("tenant", NormalizeTenant(tenant));
        activity?.SetTag("policy.id", policyId ?? "unknown");
        return activity;
    }

    /// <summary>
    /// Starts an activity for policy evaluation.
    /// </summary>
    /// <param name="tenant">Tenant identifier.</param>
    /// <param name="policyId">Policy identifier.</param>
    /// <param name="runId">Run identifier.</param>
    /// <returns>The started activity, or null if not sampled.</returns>
    public static Activity? StartEvaluateActivity(string? tenant, string? policyId, string? runId)
    {
        var activity = ActivitySource.StartActivity("policy.evaluate", ActivityKind.Internal);
        activity?.SetTag("tenant", NormalizeTenant(tenant));
        activity?.SetTag("policy.id", policyId ?? "unknown");
        activity?.SetTag("run.id", runId ?? "unknown");
        return activity;
    }

    /// <summary>
    /// Starts an activity for materialization operations.
    /// </summary>
    /// <param name="tenant">Tenant identifier.</param>
    /// <param name="policyId">Policy identifier.</param>
    /// <param name="batchSize">Number of items in the batch.</param>
    /// <returns>The started activity, or null if not sampled.</returns>
    public static Activity? StartMaterializeActivity(string? tenant, string? policyId, int batchSize)
    {
        var activity = ActivitySource.StartActivity("policy.materialize", ActivityKind.Internal);
        activity?.SetTag("tenant", NormalizeTenant(tenant));
        activity?.SetTag("policy.id", policyId ?? "unknown");
        activity?.SetTag("batch.size", batchSize);
        return activity;
    }

    /// <summary>
    /// Starts an activity for simulation operations.
    /// </summary>
    /// <param name="tenant">Tenant identifier.</param>
    /// <param name="policyId">Policy identifier.</param>
    /// <returns>The started activity, or null if not sampled.</returns>
    public static Activity? StartSimulateActivity(string? tenant, string? policyId)
    {
        var activity = ActivitySource.StartActivity("policy.simulate", ActivityKind.Internal);
        activity?.SetTag("tenant", NormalizeTenant(tenant));
        activity?.SetTag("policy.id", policyId ?? "unknown");
        return activity;
    }

    /// <summary>
    /// Starts an activity for compilation operations.
    /// </summary>
    /// <param name="policyId">Policy identifier.</param>
    /// <param name="version">Policy version.</param>
    /// <returns>The started activity, or null if not sampled.</returns>
    public static Activity? StartCompileActivity(string? policyId, string? version)
    {
        var activity = ActivitySource.StartActivity("policy.compile", ActivityKind.Internal);
        activity?.SetTag("policy.id", policyId ?? "unknown");
        activity?.SetTag("policy.version", version ?? "unknown");
        return activity;
    }

    private static string NormalizeTenant(string? tenant)
        => string.IsNullOrWhiteSpace(tenant) ? "default" : tenant;

    private static string NormalizeTag(string? value)
        => string.IsNullOrWhiteSpace(value) ? "unknown" : value;
}