athena_rs 3.12.1

Hyper performant polyglot Database driver
Documentation
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use chrono::{DateTime, Duration as ChronoDuration, Timelike, Utc};
use serde::Serialize;
use serde_json::{Value, json};
use sqlx::postgres::PgPool;
use sqlx::{Postgres, Row, Transaction};

pub const CLIENT_PRESSURE_FORMULA_VERSION: &str = "v1";
pub const CLIENT_PRESSURE_DEFAULT_RETENTION_DAYS: i64 = 30;
pub const CLIENT_PRESSURE_MAX_WINDOWS_PER_TICK: i64 = 2;
pub const CLIENT_PRESSURE_LOGGING_SKIP_SATURATION: f64 = 0.60;
pub const CLIENT_PRESSURE_CLIENT_SKIP_SATURATION: f64 = 0.80;
pub const CLIENT_PRESSURE_PLANNER_MAX_SATURATION: f64 = 0.50;
pub const CLIENT_PRESSURE_STALE_LOAD_MULTIPLIER: i64 = 2;

#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize)]
#[serde(rename_all = "snake_case")]
pub enum ClientPressureRunStatus {
    Completed,
    SkippedLoadShed,
    Failed,
}

impl ClientPressureRunStatus {
    pub fn as_str(self) -> &'static str {
        match self {
            Self::Completed => "completed",
            Self::SkippedLoadShed => "skipped_load_shed",
            Self::Failed => "failed",
        }
    }
}

#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize)]
#[serde(rename_all = "snake_case")]
pub enum ClientPressureBand {
    Green,
    Yellow,
    Red,
}

impl ClientPressureBand {
    pub fn as_str(self) -> &'static str {
        match self {
            Self::Green => "green",
            Self::Yellow => "yellow",
            Self::Red => "red",
        }
    }
}

#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize)]
#[serde(rename_all = "snake_case")]
pub enum ClientPressurePlacementHint {
    Healthy,
    Watch,
    SplitHotTable,
    MoveClient,
}

impl ClientPressurePlacementHint {
    pub fn as_str(self) -> &'static str {
        match self {
            Self::Healthy => "healthy",
            Self::Watch => "watch",
            Self::SplitHotTable => "split_hot_table",
            Self::MoveClient => "move_client",
        }
    }
}

#[derive(Debug, Clone, Serialize, sqlx::FromRow)]
pub struct ClientPressureSnapshotRunRecord {
    pub id: i64,
    pub recorded_at: DateTime<Utc>,
    pub window_start: DateTime<Utc>,
    pub window_end: DateTime<Utc>,
    pub status: String,
    pub skip_reason: Option<String>,
    pub formula_version: String,
    pub logging_saturation_ratio: Option<f64>,
    pub pool_timeout_like_failure: bool,
    pub collection_error: Option<String>,
    pub meta: Value,
}

#[derive(Debug, Clone, Serialize, sqlx::FromRow)]
pub struct ClientPressureSnapshotRecord {
    pub id: i64,
    pub run_id: i64,
    pub recorded_at: DateTime<Utc>,
    pub window_start: DateTime<Utc>,
    pub window_end: DateTime<Utc>,
    pub client_name: String,
    pub request_count: i64,
    pub failed_requests: i64,
    pub cache_misses: i64,
    pub total_work_ms: i64,
    pub p50_duration_ms: Option<f64>,
    pub p95_duration_ms: Option<f64>,
    pub error_ratio: Option<f64>,
    pub cache_miss_ratio: Option<f64>,
    pub tail_ratio: Option<f64>,
    pub burst_ratio: Option<f64>,
    pub saturation_ratio: Option<f64>,
    pub dominant_table_share: Option<f64>,
    pub request_shock: Option<f64>,
    pub error_shock: Option<f64>,
    pub pressure_score: Option<f64>,
    pub volatility_score: Option<f64>,
    pub planner_score: Option<f64>,
    pub pressure_band: String,
    pub placement_hint: String,
    pub observed_only: bool,
    pub planner_enrichment_attempted: bool,
    pub planner_enrichment_applied: bool,
    pub planner_enrichment_skipped_reason: Option<String>,
    pub meta: Value,
}

#[derive(Debug, Clone, Serialize, sqlx::FromRow)]
pub struct ClientTablePressureSnapshotRecord {
    pub id: i64,
    pub run_id: i64,
    pub client_snapshot_id: i64,
    pub recorded_at: DateTime<Utc>,
    pub window_start: DateTime<Utc>,
    pub window_end: DateTime<Utc>,
    pub client_name: String,
    pub table_name: String,
    pub request_count: i64,
    pub failed_requests: i64,
    pub cache_misses: i64,
    pub total_work_ms: i64,
    pub p50_duration_ms: Option<f64>,
    pub p95_duration_ms: Option<f64>,
    pub share_of_client_work: Option<f64>,
    pub error_ratio: Option<f64>,
    pub cache_miss_ratio: Option<f64>,
    pub tail_ratio: Option<f64>,
    pub burst_ratio: Option<f64>,
    pub request_shock: Option<f64>,
    pub error_shock: Option<f64>,
    pub pressure_score: Option<f64>,
    pub volatility_score: Option<f64>,
    pub pressure_band: String,
    pub observed_only: bool,
    pub meta: Value,
}

#[derive(Debug, Clone, Serialize, sqlx::FromRow)]
pub struct ClientPressureBackfillRequestRecord {
    pub id: i64,
    pub requested_at: DateTime<Utc>,
    pub updated_at: DateTime<Utc>,
    pub claimed_at: Option<DateTime<Utc>>,
    pub completed_at: Option<DateTime<Utc>>,
    pub hours_back: i32,
    pub status: String,
    pub error_message: Option<String>,
    pub formula_version: String,
    pub meta: Value,
}

#[derive(Debug, Clone, Serialize, sqlx::FromRow)]
pub struct ClientLoadSnapshot {
    pub recorded_at: DateTime<Utc>,
    pub client_name: String,
    pub pool_size: i64,
    pub idle_connections: i64,
    pub active_connections: i64,
    pub max_connections: i64,
    pub saturation_ratio: Option<f64>,
}

#[derive(Debug, Clone, sqlx::FromRow)]
pub struct ClientPressureWindowRow {
    pub client_name: String,
    pub request_count: i64,
    pub failed_requests: i64,
    pub cache_misses: i64,
    pub total_work_ms: i64,
    pub p50_duration_ms: Option<f64>,
    pub p95_duration_ms: Option<f64>,
    pub trailing_24h_median_hourly_requests: Option<f64>,
    pub dominant_table_work_ms: i64,
    pub previous_request_count: Option<i64>,
    pub previous_failed_requests: Option<i64>,
}

#[derive(Debug, Clone, sqlx::FromRow)]
pub struct ClientTablePressureWindowRow {
    pub client_name: String,
    pub table_name: String,
    pub request_count: i64,
    pub failed_requests: i64,
    pub cache_misses: i64,
    pub total_work_ms: i64,
    pub p50_duration_ms: Option<f64>,
    pub p95_duration_ms: Option<f64>,
    pub trailing_24h_median_hourly_requests: Option<f64>,
    pub previous_request_count: Option<i64>,
    pub previous_failed_requests: Option<i64>,
}

#[derive(Debug, Clone)]
pub struct ClientPressureMetricInputs {
    pub request_count: i64,
    pub failed_requests: i64,
    pub cache_misses: i64,
    pub p50_duration_ms: Option<f64>,
    pub p95_duration_ms: Option<f64>,
    pub trailing_24h_median_hourly_requests: Option<f64>,
    pub saturation_ratio: Option<f64>,
    pub dominant_table_share: Option<f64>,
    pub previous_request_count: Option<i64>,
    pub previous_failed_requests: Option<i64>,
    pub planner_score: Option<f64>,
}

#[derive(Debug, Clone)]
pub struct ClientTablePressureMetricInputs {
    pub request_count: i64,
    pub failed_requests: i64,
    pub cache_misses: i64,
    pub p50_duration_ms: Option<f64>,
    pub p95_duration_ms: Option<f64>,
    pub trailing_24h_median_hourly_requests: Option<f64>,
    pub share_of_client_work: Option<f64>,
    pub previous_request_count: Option<i64>,
    pub previous_failed_requests: Option<i64>,
}

#[derive(Debug, Clone)]
pub struct ClientPressureComputation {
    pub error_ratio: f64,
    pub cache_miss_ratio: f64,
    pub tail_ratio: f64,
    pub burst_ratio: f64,
    pub request_shock: f64,
    pub error_shock: f64,
    pub pressure_score: f64,
    pub volatility_score: f64,
    pub pressure_band: ClientPressureBand,
    pub placement_hint: ClientPressurePlacementHint,
    pub observed_only: bool,
}

#[derive(Debug, Clone)]
pub struct ClientTablePressureComputation {
    pub error_ratio: f64,
    pub cache_miss_ratio: f64,
    pub tail_ratio: f64,
    pub burst_ratio: f64,
    pub request_shock: f64,
    pub error_shock: f64,
    pub pressure_score: f64,
    pub volatility_score: f64,
    pub pressure_band: ClientPressureBand,
}

#[derive(Debug, Clone)]
pub struct ClientPressureSnapshotInput {
    pub client_name: String,
    pub request_count: i64,
    pub failed_requests: i64,
    pub cache_misses: i64,
    pub total_work_ms: i64,
    pub p50_duration_ms: Option<f64>,
    pub p95_duration_ms: Option<f64>,
    pub error_ratio: Option<f64>,
    pub cache_miss_ratio: Option<f64>,
    pub tail_ratio: Option<f64>,
    pub burst_ratio: Option<f64>,
    pub saturation_ratio: Option<f64>,
    pub dominant_table_share: Option<f64>,
    pub request_shock: Option<f64>,
    pub error_shock: Option<f64>,
    pub pressure_score: Option<f64>,
    pub volatility_score: Option<f64>,
    pub planner_score: Option<f64>,
    pub pressure_band: ClientPressureBand,
    pub placement_hint: ClientPressurePlacementHint,
    pub observed_only: bool,
    pub planner_enrichment_attempted: bool,
    pub planner_enrichment_applied: bool,
    pub planner_enrichment_skipped_reason: Option<String>,
    pub meta: Value,
    pub table_snapshots: Vec<ClientTablePressureSnapshotInput>,
}

#[derive(Debug, Clone)]
pub struct ClientTablePressureSnapshotInput {
    pub client_name: String,
    pub table_name: String,
    pub request_count: i64,
    pub failed_requests: i64,
    pub cache_misses: i64,
    pub total_work_ms: i64,
    pub p50_duration_ms: Option<f64>,
    pub p95_duration_ms: Option<f64>,
    pub share_of_client_work: Option<f64>,
    pub error_ratio: Option<f64>,
    pub cache_miss_ratio: Option<f64>,
    pub tail_ratio: Option<f64>,
    pub burst_ratio: Option<f64>,
    pub request_shock: Option<f64>,
    pub error_shock: Option<f64>,
    pub pressure_score: Option<f64>,
    pub volatility_score: Option<f64>,
    pub pressure_band: ClientPressureBand,
    pub observed_only: bool,
    pub meta: Value,
}

pub fn floor_to_hour(ts: DateTime<Utc>) -> DateTime<Utc> {
    ts.with_minute(0)
        .and_then(|value| value.with_second(0))
        .and_then(|value| value.with_nanosecond(0))
        .unwrap_or(ts)
}

pub fn latest_closed_hour_window(now: DateTime<Utc>) -> (DateTime<Utc>, DateTime<Utc>) {
    let window_end = floor_to_hour(now);
    let window_start = window_end - ChronoDuration::hours(1);
    (window_start, window_end)
}

pub fn is_load_snapshot_stale(
    snapshot: &ClientLoadSnapshot,
    interval_secs: i64,
    multiplier: i64,
    now: DateTime<Utc>,
) -> bool {
    let max_age_secs = interval_secs.saturating_mul(multiplier.max(1));
    now.signed_duration_since(snapshot.recorded_at)
        .num_seconds()
        > max_age_secs
}

pub fn clamp_unit(value: f64) -> f64 {
    if !value.is_finite() {
        return 0.0;
    }
    value.clamp(0.0, 1.0)
}

fn ratio(num: i64, denom: i64) -> f64 {
    num as f64 / denom.max(1) as f64
}

fn tail_ratio(p95_duration_ms: Option<f64>, p50_duration_ms: Option<f64>) -> f64 {
    let p95 = p95_duration_ms.unwrap_or(0.0);
    let p50 = p50_duration_ms.unwrap_or(0.0).max(1.0);
    if p95 <= 0.0 { 0.0 } else { p95 / p50 }
}

fn shock_ratio(current: f64, previous: f64, floor: f64) -> f64 {
    ((current - previous).abs()) / previous.max(floor)
}

pub fn compute_pressure_band(score: f64) -> ClientPressureBand {
    if score >= 70.0 {
        ClientPressureBand::Red
    } else if score >= 35.0 {
        ClientPressureBand::Yellow
    } else {
        ClientPressureBand::Green
    }
}

pub fn compute_placement_hint(
    score: f64,
    dominant_table_share: Option<f64>,
) -> ClientPressurePlacementHint {
    if score >= 70.0 {
        if dominant_table_share.unwrap_or(0.0) >= 0.50 {
            ClientPressurePlacementHint::SplitHotTable
        } else {
            ClientPressurePlacementHint::MoveClient
        }
    } else if score >= 35.0 {
        ClientPressurePlacementHint::Watch
    } else {
        ClientPressurePlacementHint::Healthy
    }
}

pub fn planner_score_from_total_cost(total_cost: f64) -> f64 {
    clamp_unit((total_cost.max(0.0) + 1.0).log10() / 5.0) * 100.0
}

pub fn compute_client_pressure(inputs: &ClientPressureMetricInputs) -> ClientPressureComputation {
    let error_ratio = ratio(inputs.failed_requests, inputs.request_count);
    let cache_miss_ratio = ratio(inputs.cache_misses, inputs.request_count);
    let tail = tail_ratio(inputs.p95_duration_ms, inputs.p50_duration_ms);
    let burst = inputs.request_count as f64
        / inputs
            .trailing_24h_median_hourly_requests
            .unwrap_or(1.0)
            .max(1.0);
    let previous_request_count = inputs.previous_request_count.unwrap_or(0);
    let previous_error_ratio = ratio(
        inputs.previous_failed_requests.unwrap_or(0),
        inputs.previous_request_count.unwrap_or(0),
    );
    let request_shock = shock_ratio(
        inputs.request_count as f64,
        previous_request_count.max(1) as f64,
        1.0,
    );
    let error_shock = shock_ratio(error_ratio, previous_error_ratio, 0.01);
    let latency_component = clamp_unit(inputs.p95_duration_ms.unwrap_or(0.0) / 2000.0);
    let error_component = clamp_unit(error_ratio / 0.05);
    let cache_component = clamp_unit(cache_miss_ratio / 0.50);
    let burst_component = clamp_unit(burst / 4.0);
    let saturation_component = clamp_unit(inputs.saturation_ratio.unwrap_or(0.0) / 0.85);
    let concentration_component = clamp_unit(inputs.dominant_table_share.unwrap_or(0.0) / 0.60);
    let base_score = 100.0
        * ((0.30 * latency_component)
            + (0.20 * error_component)
            + (0.10 * cache_component)
            + (0.15 * burst_component)
            + (0.10 * saturation_component)
            + (0.15 * concentration_component));
    let volatility_score = 100.0
        * ((0.45 * clamp_unit(request_shock))
            + (0.35 * clamp_unit(tail / 4.0))
            + (0.20 * clamp_unit(error_shock)));
    let observed_only = inputs.planner_score.is_none();
    let pressure_score = inputs
        .planner_score
        .map(|planner| (0.85 * base_score) + (0.15 * planner))
        .unwrap_or(base_score);
    let band = compute_pressure_band(pressure_score);
    let placement_hint = compute_placement_hint(pressure_score, inputs.dominant_table_share);

    ClientPressureComputation {
        error_ratio,
        cache_miss_ratio,
        tail_ratio: tail,
        burst_ratio: burst,
        request_shock,
        error_shock,
        pressure_score,
        volatility_score,
        pressure_band: band,
        placement_hint,
        observed_only,
    }
}

pub fn compute_table_pressure(
    inputs: &ClientTablePressureMetricInputs,
) -> ClientTablePressureComputation {
    let error_ratio = ratio(inputs.failed_requests, inputs.request_count);
    let cache_miss_ratio = ratio(inputs.cache_misses, inputs.request_count);
    let tail = tail_ratio(inputs.p95_duration_ms, inputs.p50_duration_ms);
    let burst = inputs.request_count as f64
        / inputs
            .trailing_24h_median_hourly_requests
            .unwrap_or(1.0)
            .max(1.0);
    let previous_request_count = inputs.previous_request_count.unwrap_or(0);
    let previous_error_ratio = ratio(
        inputs.previous_failed_requests.unwrap_or(0),
        inputs.previous_request_count.unwrap_or(0),
    );
    let request_shock = shock_ratio(
        inputs.request_count as f64,
        previous_request_count.max(1) as f64,
        1.0,
    );
    let error_shock = shock_ratio(error_ratio, previous_error_ratio, 0.01);
    let share_component = clamp_unit(inputs.share_of_client_work.unwrap_or(0.0));
    let latency_component = clamp_unit(inputs.p95_duration_ms.unwrap_or(0.0) / 2000.0);
    let error_component = clamp_unit(error_ratio / 0.05);
    let cache_component = clamp_unit(cache_miss_ratio / 0.50);
    let burst_component = clamp_unit(burst / 4.0);
    let pressure_score = 100.0
        * ((0.35 * share_component)
            + (0.25 * latency_component)
            + (0.20 * error_component)
            + (0.10 * cache_component)
            + (0.10 * burst_component));
    let volatility_score = 100.0
        * ((0.45 * clamp_unit(request_shock))
            + (0.35 * clamp_unit(tail / 4.0))
            + (0.20 * clamp_unit(error_shock)));
    let band = compute_pressure_band(pressure_score);

    ClientTablePressureComputation {
        error_ratio,
        cache_miss_ratio,
        tail_ratio: tail,
        burst_ratio: burst,
        request_shock,
        error_shock,
        pressure_score,
        volatility_score,
        pressure_band: band,
    }
}

pub fn planner_enrichment_allowed(
    logging_saturation_ratio: Option<f64>,
    client_saturation_ratio: Option<f64>,
) -> bool {
    logging_saturation_ratio.unwrap_or(1.0) < CLIENT_PRESSURE_PLANNER_MAX_SATURATION
        && client_saturation_ratio.unwrap_or(1.0) < CLIENT_PRESSURE_PLANNER_MAX_SATURATION
}

pub async fn insert_client_pressure_run(
    logging_pool: &PgPool,
    window_start: DateTime<Utc>,
    window_end: DateTime<Utc>,
    status: ClientPressureRunStatus,
    skip_reason: Option<&str>,
    logging_saturation_ratio: Option<f64>,
    pool_timeout_like_failure: bool,
    collection_error: Option<&str>,
    meta: Value,
) -> Result<i64, sqlx::Error> {
    sqlx::query_scalar(
        r#"
        INSERT INTO client_pressure_snapshot_runs (
            window_start,
            window_end,
            status,
            skip_reason,
            formula_version,
            logging_saturation_ratio,
            pool_timeout_like_failure,
            collection_error,
            meta
        )
        VALUES ($1, $2, $3, $4, $5, $6, $7, $8, $9)
        RETURNING id
        "#,
    )
    .bind(window_start)
    .bind(window_end)
    .bind(status.as_str())
    .bind(skip_reason)
    .bind(CLIENT_PRESSURE_FORMULA_VERSION)
    .bind(logging_saturation_ratio)
    .bind(pool_timeout_like_failure)
    .bind(collection_error)
    .bind(meta)
    .fetch_one(logging_pool)
    .await
}

pub async fn insert_client_pressure_completed_run(
    logging_pool: &PgPool,
    window_start: DateTime<Utc>,
    window_end: DateTime<Utc>,
    logging_saturation_ratio: Option<f64>,
    meta: Value,
    snapshots: &[ClientPressureSnapshotInput],
) -> Result<i64, sqlx::Error> {
    let mut tx: Transaction<'_, Postgres> = logging_pool.begin().await?;

    let run_id: i64 = sqlx::query_scalar(
        r#"
        INSERT INTO client_pressure_snapshot_runs (
            window_start,
            window_end,
            status,
            skip_reason,
            formula_version,
            logging_saturation_ratio,
            pool_timeout_like_failure,
            collection_error,
            meta
        )
        VALUES ($1, $2, $3, NULL, $4, $5, FALSE, NULL, $6)
        RETURNING id
        "#,
    )
    .bind(window_start)
    .bind(window_end)
    .bind(ClientPressureRunStatus::Completed.as_str())
    .bind(CLIENT_PRESSURE_FORMULA_VERSION)
    .bind(logging_saturation_ratio)
    .bind(meta)
    .fetch_one(&mut *tx)
    .await?;

    for snapshot in snapshots {
        let client_snapshot_id = sqlx::query_scalar::<_, i64>(
            r#"
            INSERT INTO client_pressure_snapshots (
                run_id,
                window_start,
                window_end,
                client_name,
                request_count,
                failed_requests,
                cache_misses,
                total_work_ms,
                p50_duration_ms,
                p95_duration_ms,
                error_ratio,
                cache_miss_ratio,
                tail_ratio,
                burst_ratio,
                saturation_ratio,
                dominant_table_share,
                request_shock,
                error_shock,
                pressure_score,
                volatility_score,
                planner_score,
                pressure_band,
                placement_hint,
                observed_only,
                planner_enrichment_attempted,
                planner_enrichment_applied,
                planner_enrichment_skipped_reason,
                meta
            )
            VALUES (
                $1, $2, $3, $4, $5, $6, $7, $8,
                $9, $10, $11, $12, $13, $14, $15, $16,
                $17, $18, $19, $20, $21, $22, $23, $24,
                $25, $26, $27, $28
            )
            RETURNING id
            "#,
        )
        .bind(run_id)
        .bind(window_start)
        .bind(window_end)
        .bind(&snapshot.client_name)
        .bind(snapshot.request_count)
        .bind(snapshot.failed_requests)
        .bind(snapshot.cache_misses)
        .bind(snapshot.total_work_ms)
        .bind(snapshot.p50_duration_ms)
        .bind(snapshot.p95_duration_ms)
        .bind(snapshot.error_ratio)
        .bind(snapshot.cache_miss_ratio)
        .bind(snapshot.tail_ratio)
        .bind(snapshot.burst_ratio)
        .bind(snapshot.saturation_ratio)
        .bind(snapshot.dominant_table_share)
        .bind(snapshot.request_shock)
        .bind(snapshot.error_shock)
        .bind(snapshot.pressure_score)
        .bind(snapshot.volatility_score)
        .bind(snapshot.planner_score)
        .bind(snapshot.pressure_band.as_str())
        .bind(snapshot.placement_hint.as_str())
        .bind(snapshot.observed_only)
        .bind(snapshot.planner_enrichment_attempted)
        .bind(snapshot.planner_enrichment_applied)
        .bind(snapshot.planner_enrichment_skipped_reason.as_deref())
        .bind(&snapshot.meta)
        .fetch_one(&mut *tx)
        .await?;

        for table in &snapshot.table_snapshots {
            sqlx::query(
                r#"
                INSERT INTO client_table_pressure_snapshots (
                    run_id,
                    client_snapshot_id,
                    window_start,
                    window_end,
                    client_name,
                    table_name,
                    request_count,
                    failed_requests,
                    cache_misses,
                    total_work_ms,
                    p50_duration_ms,
                    p95_duration_ms,
                    share_of_client_work,
                    error_ratio,
                    cache_miss_ratio,
                    tail_ratio,
                    burst_ratio,
                    request_shock,
                    error_shock,
                    pressure_score,
                    volatility_score,
                    pressure_band,
                    observed_only,
                    meta
                )
                VALUES (
                    $1, $2, $3, $4, $5, $6, $7, $8,
                    $9, $10, $11, $12, $13, $14, $15, $16,
                    $17, $18, $19, $20, $21, $22, $23, $24
                )
                "#,
            )
            .bind(run_id)
            .bind(client_snapshot_id)
            .bind(window_start)
            .bind(window_end)
            .bind(&table.client_name)
            .bind(&table.table_name)
            .bind(table.request_count)
            .bind(table.failed_requests)
            .bind(table.cache_misses)
            .bind(table.total_work_ms)
            .bind(table.p50_duration_ms)
            .bind(table.p95_duration_ms)
            .bind(table.share_of_client_work)
            .bind(table.error_ratio)
            .bind(table.cache_miss_ratio)
            .bind(table.tail_ratio)
            .bind(table.burst_ratio)
            .bind(table.request_shock)
            .bind(table.error_shock)
            .bind(table.pressure_score)
            .bind(table.volatility_score)
            .bind(table.pressure_band.as_str())
            .bind(table.observed_only)
            .bind(&table.meta)
            .execute(&mut *tx)
            .await?;
        }
    }

    tx.commit().await?;
    Ok(run_id)
}

pub async fn prune_client_pressure_snapshots(
    logging_pool: &PgPool,
    retention_days: i64,
) -> Result<u64, sqlx::Error> {
    let cutoff = Utc::now() - ChronoDuration::days(retention_days);
    sqlx::query(
        r#"
        DELETE FROM client_pressure_snapshot_runs
        WHERE recorded_at < $1
        "#,
    )
    .bind(cutoff)
    .execute(logging_pool)
    .await
    .map(|result| result.rows_affected())
}

pub async fn enqueue_client_pressure_backfill_request(
    logging_pool: &PgPool,
    hours_back: i32,
) -> Result<ClientPressureBackfillRequestRecord, sqlx::Error> {
    sqlx::query_as(
        r#"
        INSERT INTO client_pressure_backfill_requests (
            hours_back,
            status,
            formula_version,
            meta
        )
        VALUES ($1, 'pending', $2, '{}'::jsonb)
        RETURNING
            id,
            requested_at,
            updated_at,
            claimed_at,
            completed_at,
            hours_back,
            status,
            error_message,
            formula_version,
            meta
        "#,
    )
    .bind(hours_back)
    .bind(CLIENT_PRESSURE_FORMULA_VERSION)
    .fetch_one(logging_pool)
    .await
}

pub async fn claim_client_pressure_backfill_request(
    logging_pool: &PgPool,
) -> Result<Option<ClientPressureBackfillRequestRecord>, sqlx::Error> {
    sqlx::query_as(
        r#"
        WITH next_request AS (
            SELECT id
            FROM client_pressure_backfill_requests
            WHERE status = 'pending'
            ORDER BY requested_at
            LIMIT 1
            FOR UPDATE SKIP LOCKED
        )
        UPDATE client_pressure_backfill_requests requests
        SET
            status = 'processing',
            claimed_at = now(),
            updated_at = now(),
            error_message = NULL
        FROM next_request
        WHERE requests.id = next_request.id
        RETURNING
            requests.id,
            requests.requested_at,
            requests.updated_at,
            requests.claimed_at,
            requests.completed_at,
            requests.hours_back,
            requests.status,
            requests.error_message,
            requests.formula_version,
            requests.meta
        "#,
    )
    .fetch_optional(logging_pool)
    .await
}

pub async fn finish_client_pressure_backfill_request(
    logging_pool: &PgPool,
    request_id: i64,
    has_remaining_windows: bool,
) -> Result<(), sqlx::Error> {
    let (status, completed_at, claimed_at): (&str, Option<DateTime<Utc>>, Option<DateTime<Utc>>) =
        if has_remaining_windows {
            ("pending", None, None)
        } else {
            ("completed", Some(Utc::now()), None)
        };

    sqlx::query(
        r#"
        UPDATE client_pressure_backfill_requests
        SET
            status = $2,
            completed_at = $3,
            claimed_at = $4,
            updated_at = now(),
            error_message = NULL
        WHERE id = $1
        "#,
    )
    .bind(request_id)
    .bind(status)
    .bind(completed_at)
    .bind(claimed_at)
    .execute(logging_pool)
    .await?;

    Ok(())
}

pub async fn fail_client_pressure_backfill_request(
    logging_pool: &PgPool,
    request_id: i64,
    error_message: &str,
) -> Result<(), sqlx::Error> {
    sqlx::query(
        r#"
        UPDATE client_pressure_backfill_requests
        SET
            status = 'failed',
            completed_at = now(),
            updated_at = now(),
            error_message = $2
        WHERE id = $1
        "#,
    )
    .bind(request_id)
    .bind(error_message)
    .execute(logging_pool)
    .await?;

    Ok(())
}

pub async fn list_missing_completed_pressure_windows(
    logging_pool: &PgPool,
    start: DateTime<Utc>,
    end: DateTime<Utc>,
    limit: i64,
) -> Result<Vec<DateTime<Utc>>, sqlx::Error> {
    if end <= start || limit <= 0 {
        return Ok(Vec::new());
    }

    sqlx::query_scalar(
        r#"
        SELECT series.window_start
        FROM generate_series($1, $2 - interval '1 hour', interval '1 hour') AS series(window_start)
        WHERE NOT EXISTS (
            SELECT 1
            FROM client_pressure_snapshot_runs runs
            WHERE runs.window_start = series.window_start
              AND runs.status = 'completed'
        )
        ORDER BY series.window_start
        LIMIT $3
        "#,
    )
    .bind(start)
    .bind(end)
    .bind(limit)
    .fetch_all(logging_pool)
    .await
}

pub async fn get_latest_client_pressure_run(
    logging_pool: &PgPool,
) -> Result<Option<ClientPressureSnapshotRunRecord>, sqlx::Error> {
    sqlx::query_as(
        r#"
        SELECT
            id,
            recorded_at,
            window_start,
            window_end,
            status,
            skip_reason,
            formula_version,
            logging_saturation_ratio,
            pool_timeout_like_failure,
            collection_error,
            meta
        FROM client_pressure_snapshot_runs
        ORDER BY recorded_at DESC, id DESC
        LIMIT 1
        "#,
    )
    .fetch_optional(logging_pool)
    .await
}

pub async fn list_latest_client_pressure_summaries(
    logging_pool: &PgPool,
) -> Result<Vec<ClientPressureSnapshotRecord>, sqlx::Error> {
    sqlx::query_as(
        r#"
        SELECT DISTINCT ON (client_name)
            id,
            run_id,
            recorded_at,
            window_start,
            window_end,
            client_name,
            request_count,
            failed_requests,
            cache_misses,
            total_work_ms,
            p50_duration_ms,
            p95_duration_ms,
            error_ratio,
            cache_miss_ratio,
            tail_ratio,
            burst_ratio,
            saturation_ratio,
            dominant_table_share,
            request_shock,
            error_shock,
            pressure_score,
            volatility_score,
            planner_score,
            pressure_band,
            placement_hint,
            observed_only,
            planner_enrichment_attempted,
            planner_enrichment_applied,
            planner_enrichment_skipped_reason,
            meta
        FROM client_pressure_snapshots
        ORDER BY client_name, window_start DESC, id DESC
        "#,
    )
    .fetch_all(logging_pool)
    .await
}

pub async fn list_recent_client_pressure_history(
    logging_pool: &PgPool,
    client_name: &str,
    limit: i64,
) -> Result<Vec<ClientPressureSnapshotRecord>, sqlx::Error> {
    sqlx::query_as(
        r#"
        SELECT
            id,
            run_id,
            recorded_at,
            window_start,
            window_end,
            client_name,
            request_count,
            failed_requests,
            cache_misses,
            total_work_ms,
            p50_duration_ms,
            p95_duration_ms,
            error_ratio,
            cache_miss_ratio,
            tail_ratio,
            burst_ratio,
            saturation_ratio,
            dominant_table_share,
            request_shock,
            error_shock,
            pressure_score,
            volatility_score,
            planner_score,
            pressure_band,
            placement_hint,
            observed_only,
            planner_enrichment_attempted,
            planner_enrichment_applied,
            planner_enrichment_skipped_reason,
            meta
        FROM client_pressure_snapshots
        WHERE client_name = $1
        ORDER BY window_start DESC, id DESC
        LIMIT $2
        "#,
    )
    .bind(client_name)
    .bind(limit)
    .fetch_all(logging_pool)
    .await
}

pub async fn get_latest_client_pressure_detail(
    logging_pool: &PgPool,
    client_name: &str,
) -> Result<
    Option<(
        ClientPressureSnapshotRecord,
        Vec<ClientTablePressureSnapshotRecord>,
    )>,
    sqlx::Error,
> {
    let snapshot: Option<ClientPressureSnapshotRecord> = sqlx::query_as(
        r#"
        SELECT
            id,
            run_id,
            recorded_at,
            window_start,
            window_end,
            client_name,
            request_count,
            failed_requests,
            cache_misses,
            total_work_ms,
            p50_duration_ms,
            p95_duration_ms,
            error_ratio,
            cache_miss_ratio,
            tail_ratio,
            burst_ratio,
            saturation_ratio,
            dominant_table_share,
            request_shock,
            error_shock,
            pressure_score,
            volatility_score,
            planner_score,
            pressure_band,
            placement_hint,
            observed_only,
            planner_enrichment_attempted,
            planner_enrichment_applied,
            planner_enrichment_skipped_reason,
            meta
        FROM client_pressure_snapshots
        WHERE client_name = $1
        ORDER BY window_start DESC, id DESC
        LIMIT 1
        "#,
    )
    .bind(client_name)
    .fetch_optional(logging_pool)
    .await?;

    let Some(snapshot) = snapshot else {
        return Ok(None);
    };

    let tables: Vec<ClientTablePressureSnapshotRecord> = sqlx::query_as(
        r#"
        SELECT
            id,
            run_id,
            client_snapshot_id,
            recorded_at,
            window_start,
            window_end,
            client_name,
            table_name,
            request_count,
            failed_requests,
            cache_misses,
            total_work_ms,
            p50_duration_ms,
            p95_duration_ms,
            share_of_client_work,
            error_ratio,
            cache_miss_ratio,
            tail_ratio,
            burst_ratio,
            request_shock,
            error_shock,
            pressure_score,
            volatility_score,
            pressure_band,
            observed_only,
            meta
        FROM client_table_pressure_snapshots
        WHERE client_snapshot_id = $1
        ORDER BY pressure_score DESC NULLS LAST, total_work_ms DESC, table_name
        "#,
    )
    .bind(snapshot.id)
    .fetch_all(logging_pool)
    .await?;

    Ok(Some((snapshot, tables)))
}

pub async fn list_latest_client_load_snapshots(
    logging_pool: &PgPool,
) -> Result<Vec<ClientLoadSnapshot>, sqlx::Error> {
    sqlx::query_as(
        r#"
        SELECT DISTINCT ON (client_name)
            recorded_at,
            client_name,
            pool_size,
            idle_connections,
            active_connections,
            max_connections,
            CASE
                WHEN max_connections > 0
                    THEN active_connections::double precision / max_connections::double precision
                ELSE NULL
            END AS saturation_ratio
        FROM client_connections
        ORDER BY client_name, recorded_at DESC
        "#,
    )
    .fetch_all(logging_pool)
    .await
}

pub async fn get_latest_client_load_snapshot(
    logging_pool: &PgPool,
    client_name: &str,
) -> Result<Option<ClientLoadSnapshot>, sqlx::Error> {
    sqlx::query_as(
        r#"
        SELECT
            recorded_at,
            client_name,
            pool_size,
            idle_connections,
            active_connections,
            max_connections,
            CASE
                WHEN max_connections > 0
                    THEN active_connections::double precision / max_connections::double precision
                ELSE NULL
            END AS saturation_ratio
        FROM client_connections
        WHERE client_name = $1
        ORDER BY recorded_at DESC
        LIMIT 1
        "#,
    )
    .bind(client_name)
    .fetch_optional(logging_pool)
    .await
}

pub async fn load_client_pressure_window_rows(
    logging_pool: &PgPool,
    window_start: DateTime<Utc>,
    window_end: DateTime<Utc>,
) -> Result<Vec<ClientPressureWindowRow>, sqlx::Error> {
    sqlx::query_as(
        r#"
        WITH table_work AS (
            SELECT
                client AS client_name,
                COALESCE(table_name, '<unknown>') AS table_name,
                COALESCE(SUM(duration_ms), 0)::bigint AS table_work_ms
            FROM gateway_operation_log
            WHERE created_at >= $1
              AND created_at < $2
              AND client IS NOT NULL
            GROUP BY client, COALESCE(table_name, '<unknown>')
        ),
        dominant_table AS (
            SELECT
                client_name,
                COALESCE(MAX(table_work_ms), 0)::bigint AS dominant_table_work_ms
            FROM table_work
            GROUP BY client_name
        ),
        previous_requests AS (
            SELECT
                client AS client_name,
                COUNT(*)::bigint AS request_count,
                COUNT(*) FILTER (
                    WHERE COALESCE(status_code, 200) >= 400
                )::bigint AS failed_requests
            FROM gateway_request_log
            WHERE created_at >= $1 - interval '1 hour'
              AND created_at < $1
              AND client IS NOT NULL
            GROUP BY client
        ),
        trailing_hourly AS (
            SELECT
                client_name,
                percentile_cont(0.5) WITHIN GROUP (ORDER BY hourly_requests)::float8
                    AS trailing_24h_median_hourly_requests
            FROM (
                SELECT
                    client AS client_name,
                    date_trunc('hour', created_at) AS bucket_start,
                    COUNT(*)::bigint AS hourly_requests
                FROM gateway_request_log
                WHERE created_at >= $1 - interval '24 hours'
                  AND created_at < $1
                  AND client IS NOT NULL
                GROUP BY client, date_trunc('hour', created_at)
            ) buckets
            GROUP BY client_name
        )
        SELECT
            requests.client AS client_name,
            COUNT(*)::bigint AS request_count,
            COUNT(*) FILTER (
                WHERE COALESCE(requests.status_code, 200) >= 400
            )::bigint AS failed_requests,
            COUNT(*) FILTER (
                WHERE requests.cached IS NOT TRUE
                  AND COALESCE(requests.cache_lookup_outcome, '') = 'miss'
            )::bigint AS cache_misses,
            COALESCE(SUM(requests.duration_ms), 0)::bigint AS total_work_ms,
            percentile_cont(0.5) WITHIN GROUP (ORDER BY requests.duration_ms)::float8 AS p50_duration_ms,
            percentile_cont(0.95) WITHIN GROUP (ORDER BY requests.duration_ms)::float8 AS p95_duration_ms,
            trailing_hourly.trailing_24h_median_hourly_requests,
            COALESCE(dominant_table.dominant_table_work_ms, 0)::bigint AS dominant_table_work_ms,
            previous_requests.request_count AS previous_request_count,
            previous_requests.failed_requests AS previous_failed_requests
        FROM gateway_request_log requests
        LEFT JOIN trailing_hourly
            ON trailing_hourly.client_name = requests.client
        LEFT JOIN dominant_table
            ON dominant_table.client_name = requests.client
        LEFT JOIN previous_requests
            ON previous_requests.client_name = requests.client
        WHERE requests.created_at >= $1
          AND requests.created_at < $2
          AND requests.client IS NOT NULL
        GROUP BY
            requests.client,
            trailing_hourly.trailing_24h_median_hourly_requests,
            dominant_table.dominant_table_work_ms,
            previous_requests.request_count,
            previous_requests.failed_requests
        ORDER BY requests.client
        "#,
    )
    .bind(window_start)
    .bind(window_end)
    .fetch_all(logging_pool)
    .await
}

pub async fn load_client_table_pressure_window_rows(
    logging_pool: &PgPool,
    window_start: DateTime<Utc>,
    window_end: DateTime<Utc>,
) -> Result<Vec<ClientTablePressureWindowRow>, sqlx::Error> {
    sqlx::query_as(
        r#"
        WITH previous_operations AS (
            SELECT
                client AS client_name,
                COALESCE(table_name, '<unknown>') AS table_name,
                COUNT(*)::bigint AS request_count,
                COUNT(*) FILTER (
                    WHERE COALESCE(status_code, 200) >= 400 OR COALESCE(error, FALSE)
                )::bigint AS failed_requests
            FROM gateway_operation_log
            WHERE created_at >= $1 - interval '1 hour'
              AND created_at < $1
              AND client IS NOT NULL
            GROUP BY client, COALESCE(table_name, '<unknown>')
        ),
        trailing_hourly AS (
            SELECT
                client_name,
                table_name,
                percentile_cont(0.5) WITHIN GROUP (ORDER BY hourly_requests)::float8
                    AS trailing_24h_median_hourly_requests
            FROM (
                SELECT
                    client AS client_name,
                    COALESCE(table_name, '<unknown>') AS table_name,
                    date_trunc('hour', created_at) AS bucket_start,
                    COUNT(*)::bigint AS hourly_requests
                FROM gateway_operation_log
                WHERE created_at >= $1 - interval '24 hours'
                  AND created_at < $1
                  AND client IS NOT NULL
                GROUP BY client, COALESCE(table_name, '<unknown>'), date_trunc('hour', created_at)
            ) buckets
            GROUP BY client_name, table_name
        )
        SELECT
            operations.client AS client_name,
            COALESCE(operations.table_name, '<unknown>') AS table_name,
            COUNT(*)::bigint AS request_count,
            COUNT(*) FILTER (
                WHERE COALESCE(operations.status_code, 200) >= 400 OR COALESCE(operations.error, FALSE)
            )::bigint AS failed_requests,
            COUNT(*) FILTER (
                WHERE operations.cached IS NOT TRUE
                  AND COALESCE(operations.cache_lookup_outcome, '') = 'miss'
            )::bigint AS cache_misses,
            COALESCE(SUM(operations.duration_ms), 0)::bigint AS total_work_ms,
            percentile_cont(0.5) WITHIN GROUP (ORDER BY operations.duration_ms)::float8 AS p50_duration_ms,
            percentile_cont(0.95) WITHIN GROUP (ORDER BY operations.duration_ms)::float8 AS p95_duration_ms,
            trailing_hourly.trailing_24h_median_hourly_requests,
            previous_operations.request_count AS previous_request_count,
            previous_operations.failed_requests AS previous_failed_requests
        FROM gateway_operation_log operations
        LEFT JOIN trailing_hourly
            ON trailing_hourly.client_name = operations.client
           AND trailing_hourly.table_name = COALESCE(operations.table_name, '<unknown>')
        LEFT JOIN previous_operations
            ON previous_operations.client_name = operations.client
           AND previous_operations.table_name = COALESCE(operations.table_name, '<unknown>')
        WHERE operations.created_at >= $1
          AND operations.created_at < $2
          AND operations.client IS NOT NULL
        GROUP BY
            operations.client,
            COALESCE(operations.table_name, '<unknown>'),
            trailing_hourly.trailing_24h_median_hourly_requests,
            previous_operations.request_count,
            previous_operations.failed_requests
        ORDER BY operations.client, COALESCE(operations.table_name, '<unknown>')
        "#,
    )
    .bind(window_start)
    .bind(window_end)
    .fetch_all(logging_pool)
    .await
}

pub async fn load_pressure_sample_queries(
    logging_pool: &PgPool,
    client_name: &str,
    window_start: DateTime<Utc>,
    window_end: DateTime<Utc>,
    limit: i64,
) -> Result<Vec<String>, sqlx::Error> {
    let rows = sqlx::query(
        r#"
        SELECT query_text
        FROM (
            SELECT
                details->>'query' AS query_text,
                COALESCE(duration_ms, 0) AS duration_ms,
                created_at
            FROM gateway_operation_log
            WHERE client = $1
              AND operation = 'query'
              AND created_at >= $2
              AND created_at < $3
              AND details ? 'query'
              AND COALESCE(status_code, 200) < 500
            ORDER BY duration_ms DESC, created_at DESC
            LIMIT $4
        ) ranked
        WHERE query_text IS NOT NULL
        "#,
    )
    .bind(client_name)
    .bind(window_start)
    .bind(window_end)
    .bind(limit)
    .fetch_all(logging_pool)
    .await?;

    Ok(rows
        .into_iter()
        .filter_map(|row| {
            row.try_get::<Option<String>, _>("query_text")
                .ok()
                .flatten()
        })
        .collect())
}

pub fn pressure_meta(
    logging_saturation_ratio: Option<f64>,
    planner_enrichment_skipped_reason: Option<&str>,
) -> Value {
    json!({
        "formula_version": CLIENT_PRESSURE_FORMULA_VERSION,
        "logging_saturation_ratio": logging_saturation_ratio,
        "planner_enrichment_skipped_reason": planner_enrichment_skipped_reason,
    })
}

#[cfg(test)]
mod tests {
    use super::*;

    fn client_inputs(
        pressure_count: i64,
        failed_requests: i64,
        cache_misses: i64,
        dominant_table_share: f64,
    ) -> ClientPressureMetricInputs {
        ClientPressureMetricInputs {
            request_count: pressure_count,
            failed_requests,
            cache_misses,
            p50_duration_ms: Some(100.0),
            p95_duration_ms: Some(2200.0),
            trailing_24h_median_hourly_requests: Some(25.0),
            saturation_ratio: Some(0.90),
            dominant_table_share: Some(dominant_table_share),
            previous_request_count: Some(10),
            previous_failed_requests: Some(0),
            planner_score: None,
        }
    }

    #[test]
    fn client_pressure_uses_split_hot_table_for_red_concentrated_clients() {
        let computation = compute_client_pressure(&client_inputs(100, 10, 50, 0.60));
        assert_eq!(computation.pressure_band, ClientPressureBand::Red);
        assert_eq!(
            computation.placement_hint,
            ClientPressurePlacementHint::SplitHotTable
        );
    }

    #[test]
    fn client_pressure_uses_move_client_for_red_distributed_clients() {
        let computation = compute_client_pressure(&client_inputs(100, 10, 50, 0.20));
        assert_eq!(computation.pressure_band, ClientPressureBand::Red);
        assert_eq!(
            computation.placement_hint,
            ClientPressurePlacementHint::MoveClient
        );
    }

    #[test]
    fn table_pressure_band_thresholds_match_pressure_band_rules() {
        let computation = compute_table_pressure(&ClientTablePressureMetricInputs {
            request_count: 1,
            failed_requests: 0,
            cache_misses: 0,
            p50_duration_ms: Some(10.0),
            p95_duration_ms: Some(10.0),
            trailing_24h_median_hourly_requests: Some(100.0),
            share_of_client_work: Some(0.01),
            previous_request_count: Some(1),
            previous_failed_requests: Some(0),
        });
        assert_eq!(computation.pressure_band, ClientPressureBand::Green);
    }

    #[test]
    fn planner_score_scales_logarithmically() {
        let low = planner_score_from_total_cost(100.0);
        let high = planner_score_from_total_cost(100_000.0);
        assert!(high > low);
        assert!(high <= 100.0);
    }

    #[test]
    fn stale_load_snapshots_are_detected_from_interval_budget() {
        let now = Utc::now();
        let snapshot = ClientLoadSnapshot {
            recorded_at: now - ChronoDuration::seconds(901),
            client_name: "athena_logging".to_string(),
            pool_size: 2,
            idle_connections: 0,
            active_connections: 2,
            max_connections: 2,
            saturation_ratio: Some(1.0),
        };
        assert!(is_load_snapshot_stale(&snapshot, 300, 3, now));
        assert!(!is_load_snapshot_stale(&snapshot, 300, 4, now));
    }

    #[test]
    fn planner_enrichment_requires_both_logging_and_client_headroom() {
        assert!(planner_enrichment_allowed(Some(0.10), Some(0.20)));
        assert!(!planner_enrichment_allowed(Some(0.60), Some(0.20)));
        assert!(!planner_enrichment_allowed(Some(0.10), Some(0.60)));
    }
}