fix monitoring daily backpressure

server/cmd/scheduler/main.go

@@ -344,20 +344,19 @@ func shutdownSchedulerMetricsServer(server *http.Server, logger interface {
 }
 
 func monitoringDailyRunOptions(jobCtx internalscheduler.JobRunContext) tenantapp.MonitoringDailyTaskRunOptions {
-	batchSize := 0
+	maxDesktopDispatch := 0
 	if jobCtx.Job != nil && jobCtx.Job.BatchSize != nil {
-		batchSize = *jobCtx.Job.BatchSize
+		maxDesktopDispatch = *jobCtx.Job.BatchSize
 	}
-	if batchSize <= 0 {
+	if maxDesktopDispatch <= 0 {
-		batchSize = internalscheduler.AsInt(jobCtx.Config, "max_materialize_per_run", 0)
+		maxDesktopDispatch = internalscheduler.AsInt(jobCtx.Config, "max_desktop_dispatch_per_run", 0)
 	}
-	if batchSize <= 0 {
+	if maxDesktopDispatch <= 0 {
-		batchSize = internalscheduler.AsInt(jobCtx.Config, "batch_size", 0)
+		maxDesktopDispatch = internalscheduler.AsInt(jobCtx.Config, "batch_size", 0)
 	}
 	return tenantapp.MonitoringDailyTaskRunOptions{
-		MaxMaterializePerRun:   batchSize,
+		MaxDesktopDispatchPerRun: maxDesktopDispatch,
-		MaxMaterializePerPlan:  internalscheduler.AsInt(jobCtx.Config, "max_materialize_per_plan", 0),
+		MaxDesktopClientBacklog:  internalscheduler.AsInt(jobCtx.Config, "max_desktop_client_backlog", 0),
-		MaxMaterializePerBrand: internalscheduler.AsInt(jobCtx.Config, "max_materialize_per_brand", 0),
 	}
 }
 

server/cmd/scheduler/main_test.go

@@ -59,22 +59,29 @@ func TestSchedulerMetricsAuthMiddleware(t *testing.T) {
 	}
 }
 
-func TestMonitoringDailyRunOptionsUsesJobBatchSize(t *testing.T) {
+func TestMonitoringDailyRunOptionsUsesJobBatchSizeForDesktopDispatchOnly(t *testing.T) {
 	batchSize := 88
 	got := monitoringDailyRunOptions(internalscheduler.JobRunContext{
 		Job: &opsdomain.SchedulerJob{BatchSize: &batchSize},
 		Config: map[string]any{
-			"max_materialize_per_run":   999,
+			"max_materialize_per_run":    999,
-			"max_materialize_per_plan":  12,
+			"max_materialize_per_plan":   12,
-			"max_materialize_per_brand": 4,
+			"max_materialize_per_brand":  4,
+			"max_desktop_client_backlog": 6,
 		},
 	})
 
-	if got.MaxMaterializePerRun != 88 {
+	if got.MaxDesktopDispatchPerRun != 88 {
-		t.Fatalf("MaxMaterializePerRun = %d, want 88", got.MaxMaterializePerRun)
+		t.Fatalf("MaxDesktopDispatchPerRun = %d, want 88", got.MaxDesktopDispatchPerRun)
 	}
-	if got.MaxMaterializePerPlan != 12 || got.MaxMaterializePerBrand != 4 {
+	if got.MaxMaterializePerPlan != 0 || got.MaxMaterializePerBrand != 0 {
-		t.Fatalf("unexpected plan/brand options: %#v", got)
+		t.Fatalf("legacy plan/brand throttles should be ignored: %#v", got)
+	}
+	if got.MaxMaterializePerRun != 0 {
+		t.Fatalf("batch_size must not throttle daily materialization: %#v", got)
+	}
+	if got.MaxDesktopClientBacklog != 6 {
+		t.Fatalf("MaxDesktopClientBacklog = %d, want 6", got.MaxDesktopClientBacklog)
 	}
 }
 

server/internal/tenant/app/monitoring_daily_task_worker.go

@@ -19,19 +19,20 @@ import (
 )
 
 const (
-	defaultMonitoringDailyTaskInterval           = 5 * time.Minute
+	defaultMonitoringDailyTaskInterval            = 5 * time.Minute
-	defaultMonitoringDailyTaskTimeout            = 45 * time.Second
+	defaultMonitoringDailyTaskTimeout             = 45 * time.Second
-	defaultMonitoringDailyTaskHardCap            = 36
+	defaultMonitoringDailyTaskHardCap             = 36
-	defaultMonitoringDailyBrandLimit             = 1
+	defaultMonitoringDailyBrandLimit              = 1
-	defaultMonitoringDailyLookahead              = 10 * time.Minute
+	defaultMonitoringDailyLookahead               = 10 * time.Minute
-	defaultMonitoringDailyMaterializeWindow      = 2 * time.Hour
+	defaultMonitoringDailyDesktopRetryCooldown    = 15 * time.Minute
-	defaultMonitoringDailyDesktopRetryCooldown   = 15 * time.Minute
+	defaultMonitoringDailyPublishTimeout          = 5 * time.Second
-	defaultMonitoringDailyPublishTimeout         = 5 * time.Second
+	defaultMonitoringDailyMaxMaterializePerRun    = 0
-	defaultMonitoringDailyMaxMaterializePerRun   = 64
+	defaultMonitoringDailyMaxMaterializePerPlan   = 0
-	defaultMonitoringDailyMaxMaterializePerPlan  = 12
+	defaultMonitoringDailyMaxMaterializePerBrand  = 0
-	defaultMonitoringDailyMaxMaterializePerBrand = 4
+	defaultMonitoringDailyMaxDesktopDispatch      = 12
-	monitoringDailyPlatformActiveWindow          = 24 * time.Hour
+	defaultMonitoringDailyMaxDesktopClientBacklog = 12
-	monitoringDailyMaterializeStartOffset        = 5 * time.Minute
+	monitoringDailyPlatformActiveWindow           = 24 * time.Hour
+	monitoringDailyMaterializeStartOffset         = 5 * time.Minute
 )
 
 type MonitoringDailyTaskWorker struct {
@@ -57,16 +58,20 @@ type MonitoringDailyTaskGenerationSummary struct {
 }
 
 type MonitoringDailyTaskRunOptions struct {
-	MaxMaterializePerRun   int
+	MaxMaterializePerRun     int
-	MaxMaterializePerPlan  int
+	MaxMaterializePerPlan    int
-	MaxMaterializePerBrand int
+	MaxMaterializePerBrand   int
+	MaxDesktopDispatchPerRun int
+	MaxDesktopClientBacklog  int
 }
 
 func normalizeMonitoringDailyRunOptions(options ...MonitoringDailyTaskRunOptions) MonitoringDailyTaskRunOptions {
 	out := MonitoringDailyTaskRunOptions{
-		MaxMaterializePerRun:   defaultMonitoringDailyMaxMaterializePerRun,
+		MaxMaterializePerRun:     defaultMonitoringDailyMaxMaterializePerRun,
-		MaxMaterializePerPlan:  defaultMonitoringDailyMaxMaterializePerPlan,
+		MaxMaterializePerPlan:    defaultMonitoringDailyMaxMaterializePerPlan,
-		MaxMaterializePerBrand: defaultMonitoringDailyMaxMaterializePerBrand,
+		MaxMaterializePerBrand:   defaultMonitoringDailyMaxMaterializePerBrand,
+		MaxDesktopDispatchPerRun: defaultMonitoringDailyMaxDesktopDispatch,
+		MaxDesktopClientBacklog:  defaultMonitoringDailyMaxDesktopClientBacklog,
 	}
 	if len(options) > 0 {
 		in := options[0]
@@ -79,11 +84,17 @@ func normalizeMonitoringDailyRunOptions(options ...MonitoringDailyTaskRunOptions
 		if in.MaxMaterializePerBrand > 0 {
 			out.MaxMaterializePerBrand = in.MaxMaterializePerBrand
 		}
+		if in.MaxDesktopDispatchPerRun > 0 {
+			out.MaxDesktopDispatchPerRun = in.MaxDesktopDispatchPerRun
+		}
+		if in.MaxDesktopClientBacklog > 0 {
+			out.MaxDesktopClientBacklog = in.MaxDesktopClientBacklog
+		}
 	}
-	if out.MaxMaterializePerPlan > out.MaxMaterializePerRun {
+	if out.MaxMaterializePerRun > 0 && out.MaxMaterializePerPlan > out.MaxMaterializePerRun {
 		out.MaxMaterializePerPlan = out.MaxMaterializePerRun
 	}
-	if out.MaxMaterializePerBrand > out.MaxMaterializePerPlan {
+	if out.MaxMaterializePerPlan > 0 && out.MaxMaterializePerBrand > out.MaxMaterializePerPlan {
 		out.MaxMaterializePerBrand = out.MaxMaterializePerPlan
 	}
 	return out
@@ -236,6 +247,8 @@ func (w *MonitoringDailyTaskWorker) RunOnce(parent context.Context, options ...M
 	stats["max_materialize_per_run"] = runOptions.MaxMaterializePerRun
 	stats["max_materialize_per_plan"] = runOptions.MaxMaterializePerPlan
 	stats["max_materialize_per_brand"] = runOptions.MaxMaterializePerBrand
+	stats["max_desktop_dispatch_per_run"] = runOptions.MaxDesktopDispatchPerRun
+	stats["max_desktop_client_backlog"] = runOptions.MaxDesktopClientBacklog
 	if err != nil {
 		if w.logger != nil {
 			w.logger.Warn("monitoring daily task generation failed", MonitoringWorkerErrorFields(err)...)
@@ -267,10 +280,11 @@ func (s *MonitoringService) GenerateDailyMonitoringTasks(
 		TenantCount:  len(plans),
 	}
 	options := normalizeMonitoringDailyRunOptions(runOptions...)
-	globalRemaining := options.MaxMaterializePerRun
+	globalMaterializeRemaining := options.MaxMaterializePerRun
+	desktopDispatchRemaining := options.MaxDesktopDispatchPerRun
 
 	for _, plan := range plans {
-		if globalRemaining <= 0 {
+		if monitoringDailyLimitReached(globalMaterializeRemaining, options.MaxMaterializePerRun) {
 			break
 		}
 		executionOwner, ok, skipReason := s.resolveDailyMonitoringExecutionOwner(plan)
@@ -308,10 +322,14 @@ func (s *MonitoringService) GenerateDailyMonitoringTasks(
 			continue
 		}
 
-		planRunRemaining := minMonitoringDailyInt(options.MaxMaterializePerPlan, globalRemaining)
+		planMaterializeRemaining := options.MaxMaterializePerPlan
+		if options.MaxMaterializePerRun > 0 && (planMaterializeRemaining <= 0 || globalMaterializeRemaining < planMaterializeRemaining) {
+			planMaterializeRemaining = globalMaterializeRemaining
+		}
 
 		for _, brand := range brands {
-			if planRunRemaining <= 0 || globalRemaining <= 0 {
+			if monitoringDailyLimitReached(planMaterializeRemaining, options.MaxMaterializePerPlan) ||
+				monitoringDailyLimitReached(globalMaterializeRemaining, options.MaxMaterializePerRun) {
 				break
 			}
 
@@ -334,8 +352,13 @@ func (s *MonitoringService) GenerateDailyMonitoringTasks(
 				continue
 			}
 
-			dispatchLimit := minMonitoringDailyInt(options.MaxMaterializePerBrand, planRunRemaining, globalRemaining)
+			materializeLimit := monitoringDailyBoundedLimit(
-			materializeLimit := dispatchLimit
+				len(candidates),
+				options.MaxMaterializePerBrand,
+				planMaterializeRemaining,
+				globalMaterializeRemaining,
+			)
+			dispatchLimit := monitoringDailyDispatchLimit(len(candidates), desktopDispatchRemaining, options.MaxDesktopDispatchPerRun)
 			createdCount, dueCount, desktopCount, deferredCount, err := s.generateDailyMonitoringTasksForBrand(
 				ctx,
 				projectionService,
@@ -348,6 +371,7 @@ func (s *MonitoringService) GenerateDailyMonitoringTasks(
 				materializeLimit,
 				dispatchLimit,
 				executionOwner,
+				options.MaxDesktopClientBacklog,
 			)
 			if err != nil {
 				if abortErr := monitoringDailyAbortErr(ctx); abortErr != nil {
@@ -358,10 +382,14 @@ func (s *MonitoringService) GenerateDailyMonitoringTasks(
 				continue
 			}
 
-			processedCount := int(maxMonitoringDailyInt(dueCount, desktopCount+deferredCount))
+			if options.MaxMaterializePerPlan > 0 {
-			if processedCount > 0 {
+				planMaterializeRemaining -= int(dueCount)
-				planRunRemaining -= processedCount
+			}
-				globalRemaining -= processedCount
+			if options.MaxMaterializePerRun > 0 {
+				globalMaterializeRemaining -= int(dueCount)
+			}
+			if options.MaxDesktopDispatchPerRun > 0 {
+				desktopDispatchRemaining -= int(desktopCount + deferredCount)
 			}
 			summary.BrandCount++
 			summary.PlannedTaskCount += int64(len(candidates))
@@ -431,6 +459,7 @@ func (s *MonitoringService) generateDailyMonitoringTasksForBrand(
 	materializeLimit int,
 	dispatchLimit int,
 	executionOwner string,
+	maxDesktopClientBacklog int,
 ) (int64, int64, int64, int64, error) {
 	if materializeLimit <= 0 && dispatchLimit <= 0 {
 		return 0, 0, 0, 0, nil
@@ -513,7 +542,7 @@ func (s *MonitoringService) generateDailyMonitoringTasksForBrand(
 		return createdCount, dueCount, 0, 0, nil
 	}
 
-	publishedTasks, deferredTaskIDs, err := s.dispatchMonitorDesktopTasks(ctx, specs)
+	publishedTasks, deferredTaskIDs, err := s.dispatchMonitorDesktopTasks(ctx, specs, maxDesktopClientBacklog)
 	if err != nil {
 		if s.logger != nil {
 			s.logger.Warn("daily monitor desktop dispatch failed; pending tasks will be retried",
@@ -1178,52 +1207,58 @@ func buildMonitoringDailyTaskCandidates(
 	if len(candidates) > limit {
 		candidates = candidates[:limit]
 	}
-	assignMonitoringDailyScheduleTimes(tenantID, brandID, businessDay, candidates)
+	assignMonitoringDailyScheduleTimes(businessDay, candidates)
 	return candidates
 }
 
-func assignMonitoringDailyScheduleTimes(tenantID, brandID int64, businessDay time.Time, candidates []monitoringDailyTaskCandidate) {
+func assignMonitoringDailyScheduleTimes(businessDay time.Time, candidates []monitoringDailyTaskCandidate) {
 	if len(candidates) == 0 {
 		return
 	}
 
-	start := monitoringCanonicalBusinessDay(businessDay).Add(monitoringDailyMaterializeStartOffset)
+	dueAt := monitoringCanonicalBusinessDay(businessDay).Add(monitoringDailyMaterializeStartOffset).UTC()
-	window := defaultMonitoringDailyMaterializeWindow
-	if window <= 0 {
-		window = time.Hour
-	}
-	slot := window / time.Duration(len(candidates))
-	if slot <= 0 {
-		slot = time.Second
-	}
-	latest := start.Add(window)
-	businessDate := monitoringBusinessDateText(businessDay)
-
 	for i := range candidates {
-		jitter := time.Duration(monitoringDailyStableHash(
+		candidates[i].MaterializeAt = dueAt
-			"dispatch_jitter",
+		candidates[i].DispatchAfter = dueAt
-			int64Text(tenantID),
-			int64Text(brandID),
-			businessDate,
-			int64Text(candidates[i].Question.ID),
-			candidates[i].Platform.ID,
-		) % uint64(slot))
-		materializeAt := start.Add(time.Duration(i)*slot + jitter)
-		if materializeAt.After(latest) {
-			materializeAt = latest
-		}
-		candidates[i].MaterializeAt = materializeAt.UTC()
-		candidates[i].DispatchAfter = materializeAt.UTC()
 	}
 
 	sort.SliceStable(candidates, func(i, j int) bool {
-		if candidates[i].MaterializeAt.Equal(candidates[j].MaterializeAt) {
+		if candidates[i].sortKey == candidates[j].sortKey {
-			return candidates[i].sortKey < candidates[j].sortKey
+			if candidates[i].Question.ID == candidates[j].Question.ID {
+				return candidates[i].Platform.ID < candidates[j].Platform.ID
+			}
+			return candidates[i].Question.ID < candidates[j].Question.ID
 		}
-		return candidates[i].MaterializeAt.Before(candidates[j].MaterializeAt)
+		return candidates[i].sortKey < candidates[j].sortKey
 	})
 }
 
+func monitoringDailyLimitReached(remaining, configuredLimit int) bool {
+	return configuredLimit > 0 && remaining <= 0
+}
+
+func monitoringDailyBoundedLimit(limit int, caps ...int) int {
+	if limit <= 0 {
+		return 0
+	}
+	for _, cap := range caps {
+		if cap > 0 && cap < limit {
+			limit = cap
+		}
+	}
+	return limit
+}
+
+func monitoringDailyDispatchLimit(candidateCount, remaining, configuredLimit int) int {
+	if configuredLimit <= 0 {
+		return candidateCount
+	}
+	if remaining <= 0 {
+		return 0
+	}
+	return monitoringDailyBoundedLimit(candidateCount, remaining)
+}
+
 func selectDueMonitoringDailyCandidates(
 	candidates []monitoringDailyTaskCandidate,
 	existing map[monitoringDailyTaskKey]struct{},

server/internal/tenant/app/monitoring_daily_task_worker_test.go

@@ -16,7 +16,7 @@ import (
 	"github.com/stretchr/testify/require"
 )
 
-func TestBuildMonitoringDailyTaskCandidatesMaterializesAfterMidnight(t *testing.T) {
+func TestBuildMonitoringDailyTaskCandidatesMaterializesWholeDayImmediately(t *testing.T) {
 	businessDay := time.Date(2026, 4, 24, 0, 0, 0, 0, monitoringBusinessLocation())
 	questions := []monitoringConfiguredQuestion{
 		{ID: 101, QuestionHash: []byte("q101")},
@@ -31,18 +31,85 @@ func TestBuildMonitoringDailyTaskCandidatesMaterializesAfterMidnight(t *testing.
 	candidates := buildMonitoringDailyTaskCandidates(7, 11, businessDay, questions, platforms, 4)
 
 	require.Len(t, candidates, 4)
-	start := monitoringCanonicalBusinessDay(businessDay).Add(monitoringDailyMaterializeStartOffset).UTC()
+	dueAt := monitoringCanonicalBusinessDay(businessDay).Add(monitoringDailyMaterializeStartOffset).UTC()
-	end := start.Add(defaultMonitoringDailyMaterializeWindow)
 	for i, candidate := range candidates {
-		assert.False(t, candidate.MaterializeAt.Before(start))
+		assert.Equal(t, dueAt, candidate.MaterializeAt)
-		assert.False(t, candidate.MaterializeAt.After(end))
 		assert.Equal(t, candidate.MaterializeAt, candidate.DispatchAfter)
 		if i > 0 {
-			assert.False(t, candidate.MaterializeAt.Before(candidates[i-1].MaterializeAt))
+			assert.LessOrEqual(t, candidates[i-1].sortKey, candidate.sortKey)
 		}
 	}
 }
 
+func TestNormalizeMonitoringDailyRunOptionsDefaultsDoNotThrottleByPlanOrBrand(t *testing.T) {
+	got := normalizeMonitoringDailyRunOptions()
+
+	assert.Equal(t, 0, got.MaxMaterializePerRun)
+	assert.Equal(t, 0, got.MaxMaterializePerPlan)
+	assert.Equal(t, 0, got.MaxMaterializePerBrand)
+}
+
+func TestMonitoringDailyBoundedLimitTreatsZeroCapsAsUnlimited(t *testing.T) {
+	assert.Equal(t, 102, monitoringDailyBoundedLimit(102, 0, 0, 0))
+	assert.Equal(t, 64, monitoringDailyBoundedLimit(102, 0, 64, 0))
+	assert.Equal(t, 12, monitoringDailyBoundedLimit(102, 0, 64, 12))
+}
+
+func TestMonitoringDailyDispatchLimitStopsWhenRunCapacityIsExhausted(t *testing.T) {
+	assert.Equal(t, 102, monitoringDailyDispatchLimit(102, 0, 0))
+	assert.Equal(t, 12, monitoringDailyDispatchLimit(102, 12, 12))
+	assert.Equal(t, 0, monitoringDailyDispatchLimit(102, 0, 12))
+}
+
+func TestAutomaticDailySelectionIncludesAllUserQuestionsAndPlatforms(t *testing.T) {
+	businessDay := time.Date(2026, 6, 27, 0, 0, 0, 0, monitoringBusinessLocation())
+	questions := make([]monitoringConfiguredQuestion, 0, 17)
+	for id := int64(1); id <= 17; id++ {
+		questions = append(questions, monitoringConfiguredQuestion{
+			ID:           id,
+			QuestionText: "用户问题 " + int64Text(id),
+			QuestionHash: []byte("q" + int64Text(id)),
+		})
+	}
+	platforms := []monitoringPlatformMetadata{
+		{ID: "yuanbao"},
+		{ID: "kimi"},
+		{ID: "wenxin"},
+		{ID: "doubao"},
+		{ID: "deepseek"},
+		{ID: "qwen"},
+	}
+
+	candidates := buildMonitoringDailyTaskCandidates(
+		7,
+		7,
+		businessDay,
+		questions,
+		platforms,
+		len(questions)*len(platforms),
+	)
+	limit := monitoringDailyBoundedLimit(len(candidates), 0, 0, 0)
+	due := selectDueMonitoringDailyCandidates(
+		candidates,
+		nil,
+		monitoringCanonicalBusinessDay(businessDay).Add(monitoringDailyMaterializeStartOffset),
+		defaultMonitoringDailyLookahead,
+		limit,
+	)
+
+	require.Len(t, candidates, 17*6)
+	require.Len(t, due, 17*6)
+	seen := make(map[monitoringDailyTaskKey]struct{}, len(due))
+	for _, candidate := range due {
+		seen[monitoringDailyTaskKey{
+			QuestionID: candidate.Question.ID,
+			PlatformID: candidate.Platform.ID,
+		}] = struct{}{}
+	}
+	assert.Contains(t, seen, monitoringDailyTaskKey{QuestionID: 17, PlatformID: "qwen"})
+	assert.Contains(t, seen, monitoringDailyTaskKey{QuestionID: 17, PlatformID: "deepseek"})
+}
+
 func TestSelectDueMonitoringDailyCandidatesSkipsExistingAndHonorsLimit(t *testing.T) {
 	businessDay := time.Date(2026, 4, 24, 0, 0, 0, 0, monitoringBusinessLocation())
 	candidates := buildMonitoringDailyTaskCandidates(
@@ -68,7 +135,7 @@ func TestSelectDueMonitoringDailyCandidatesSkipsExistingAndHonorsLimit(t *testin
 			PlatformID: candidates[0].Platform.ID,
 		}: {},
 	}
-	now := monitoringCanonicalBusinessDay(businessDay).Add(monitoringDailyMaterializeStartOffset + defaultMonitoringDailyMaterializeWindow)
+	now := monitoringCanonicalBusinessDay(businessDay).Add(monitoringDailyMaterializeStartOffset)
 
 	due := selectDueMonitoringDailyCandidates(candidates, existing, now, defaultMonitoringDailyLookahead, 2)
 
@@ -110,7 +177,7 @@ func TestSelectDueMonitoringDailyCandidatesContinuesPastExistingTasks(t *testing
 		}] = struct{}{}
 	}
 
-	now := monitoringCanonicalBusinessDay(businessDay).Add(monitoringDailyMaterializeStartOffset + defaultMonitoringDailyMaterializeWindow)
+	now := monitoringCanonicalBusinessDay(businessDay).Add(monitoringDailyMaterializeStartOffset)
 	due := selectDueMonitoringDailyCandidates(candidates, existing, now, defaultMonitoringDailyLookahead, 4)
 
 	require.Len(t, due, 2)

server/internal/tenant/app/monitoring_phase2_desktop_tasks.go

@@ -4,6 +4,7 @@ import (
 	"context"
 	"encoding/json"
 	"fmt"
+	"sort"
 	"strings"
 	"time"
 
@@ -203,15 +204,34 @@ func (s *MonitoringService) loadMonitorDesktopTaskSpecs(
 func (s *MonitoringService) dispatchMonitorDesktopTasks(
 	ctx context.Context,
 	specs []monitorDesktopTaskSpec,
+	maxClientBacklog ...int,
 ) ([]*repository.DesktopTask, []int64, error) {
 	if s == nil || s.businessPool == nil || len(specs) == 0 {
 		return nil, nil, nil
 	}
 
+	backlogLimit := 0
+	if len(maxClientBacklog) > 0 && maxClientBacklog[0] > 0 {
+		backlogLimit = maxClientBacklog[0]
+	}
 	var targets map[string]monitorDesktopTaskTarget
 	if monitorDesktopTaskSpecsNeedTargetLookup(specs) {
 		var err error
-		targets, err = s.loadMonitorDesktopTaskTargets(ctx, specs[0].TenantID, specs[0].WorkspaceID, specs[0].RequestedByUserID, specs)
+		targets, err = s.loadMonitorDesktopTaskTargets(ctx, specs[0].TenantID, specs[0].WorkspaceID, specs[0].RequestedByUserID, specs, backlogLimit)
+		if err != nil {
+			return nil, nil, err
+		}
+	}
+	clientBacklog := make(map[uuid.UUID]int)
+	if backlogLimit > 0 {
+		var err error
+		clientBacklog, err = s.loadMonitorDesktopClientBacklog(
+			ctx,
+			specs[0].TenantID,
+			specs[0].WorkspaceID,
+			monitorDesktopTaskDispatchClientIDs(specs, targets),
+			backlogLimit,
+		)
 		if err != nil {
 			return nil, nil, err
 		}
@@ -237,11 +257,22 @@ func (s *MonitoringService) dispatchMonitorDesktopTasks(
 			spec.TargetClientID = target.ClientID
 		}
 
-		task, shouldPublish, fallbackLegacy, upsertErr := s.upsertMonitorDesktopTask(ctx, tx, repo, spec)
+		task, shouldPublish, shouldDefer, upsertErr := s.upsertMonitorDesktopTask(
+			ctx,
+			tx,
+			repo,
+			spec,
+			func(oldClientID, newClientID uuid.UUID) bool {
+				return reserveMonitorDesktopClientBacklog(oldClientID, newClientID, clientBacklog, backlogLimit)
+			},
+			func(oldClientID, newClientID uuid.UUID) (bool, error) {
+				return s.reserveMonitorDesktopClientBacklogTx(ctx, tx, spec.TenantID, spec.WorkspaceID, oldClientID, newClientID, backlogLimit)
+			},
+		)
 		if upsertErr != nil {
 			return nil, nil, upsertErr
 		}
-		if fallbackLegacy {
+		if shouldDefer {
 			deferredTaskIDs = append(deferredTaskIDs, spec.MonitorTaskID)
 			continue
 		}
@@ -262,6 +293,26 @@ func (s *MonitoringService) dispatchMonitorDesktopTasks(
 	return publishableTasks, deferredTaskIDs, nil
 }
 
+func monitorDesktopTaskDispatchClientIDs(specs []monitorDesktopTaskSpec, targets map[string]monitorDesktopTaskTarget) []uuid.UUID {
+	if len(specs) == 0 {
+		return nil
+	}
+	result := make([]uuid.UUID, 0, len(specs)*2)
+	for _, spec := range specs {
+		if spec.TargetClientID != uuid.Nil {
+			result = append(result, spec.TargetClientID)
+		}
+		if targets == nil {
+			continue
+		}
+		target, ok := targets[normalizeMonitoringPlatformID(spec.PlatformID)]
+		if ok && target.ClientID != uuid.Nil {
+			result = append(result, target.ClientID)
+		}
+	}
+	return uniqueUUIDs(result)
+}
+
 func monitorDesktopTaskSpecsNeedTargetLookup(specs []monitorDesktopTaskSpec) bool {
 	for _, spec := range specs {
 		if spec.TargetAccountID == uuid.Nil || spec.TargetClientID == uuid.Nil {
@@ -279,11 +330,16 @@ func (s *MonitoringService) loadMonitorDesktopTaskTargets(
 	ctx context.Context,
 	tenantID, workspaceID, userID int64,
 	specs []monitorDesktopTaskSpec,
+	maxClientBacklog ...int,
 ) (map[string]monitorDesktopTaskTarget, error) {
 	platformIDs := uniqueMonitorDesktopTaskPlatformIDs(specs)
 	if len(platformIDs) == 0 {
 		return nil, nil
 	}
+	backlogLimit := 0
+	if len(maxClientBacklog) > 0 && maxClientBacklog[0] > 0 {
+		backlogLimit = maxClientBacklog[0]
+	}
 
 	rows, err := s.businessPool.Query(ctx, `
 		SELECT
@@ -373,7 +429,11 @@ func (s *MonitoringService) loadMonitorDesktopTaskTargets(
 	if err != nil {
 		return nil, err
 	}
-	return selectMonitorDesktopTaskTargets(candidates, accountPresence, onlineClients), nil
+	activeBacklog, err := s.loadMonitorDesktopClientBacklog(ctx, tenantID, workspaceID, clientIDs, backlogLimit)
+	if err != nil {
+		return nil, err
+	}
+	return selectMonitorDesktopTaskTargets(candidates, accountPresence, onlineClients, activeBacklog, backlogLimit), nil
 }
 
 func uniqueMonitorDesktopTaskPlatformIDs(specs []monitorDesktopTaskSpec) []string {
@@ -463,13 +523,58 @@ func (s *MonitoringService) loadOnlineMonitorDesktopClients(ctx context.Context,
 	return result, nil
 }
 
+func (s *MonitoringService) loadMonitorDesktopClientBacklog(
+	ctx context.Context,
+	tenantID, workspaceID int64,
+	clientIDs []uuid.UUID,
+	limit int,
+) (map[uuid.UUID]int, error) {
+	result := make(map[uuid.UUID]int)
+	clientIDs = uniqueUUIDs(clientIDs)
+	if s == nil || s.businessPool == nil || limit <= 0 || len(clientIDs) == 0 {
+		return result, nil
+	}
+
+	rows, err := s.businessPool.Query(ctx, `
+		SELECT target_client_id, COUNT(*)::int
+		FROM desktop_tasks
+		WHERE tenant_id = $1
+		  AND workspace_id = $2
+		  AND target_client_id = ANY($3::uuid[])
+		  AND kind = 'monitor'
+		  AND status IN ('queued', 'in_progress')
+		GROUP BY target_client_id
+	`, tenantID, workspaceID, clientIDs)
+	if err != nil {
+		return nil, response.ErrInternal(50117, "desktop_client_backlog_lookup_failed", "failed to resolve monitor desktop client backlog")
+	}
+	defer rows.Close()
+
+	for rows.Next() {
+		var (
+			clientID uuid.UUID
+			count    int
+		)
+		if scanErr := rows.Scan(&clientID, &count); scanErr != nil {
+			return nil, response.ErrInternal(50117, "desktop_client_backlog_lookup_failed", "failed to parse monitor desktop client backlog")
+		}
+		result[clientID] = count
+	}
+	if err := rows.Err(); err != nil {
+		return nil, response.ErrInternal(50117, "desktop_client_backlog_lookup_failed", "failed to iterate monitor desktop client backlog")
+	}
+	return result, nil
+}
+
 func selectMonitorDesktopTaskTargets(
 	candidates []monitorDesktopAccountCandidate,
 	accountPresence map[uuid.UUID][]desktopAccountPresenceClient,
 	onlineClients map[uuid.UUID]bool,
+	clientBacklog map[uuid.UUID]int,
+	maxClientBacklog int,
 ) map[string]monitorDesktopTaskTarget {
 	result := make(map[string]monitorDesktopTaskTarget)
-	bestByPlatform := make(map[string]monitorDesktopTaskTargetCandidate)
+	candidatesByPlatform := make(map[string][]monitorDesktopTaskTargetCandidate)
 	for _, candidate := range candidates {
 		platformID := normalizeMonitoringPlatformID(candidate.PlatformID)
 		if platformID == "" || candidate.AccountID == uuid.Nil {
@@ -495,9 +600,7 @@ func selectMonitorDesktopTaskTargets(
 					RecordOrder:          candidate.RecordOrder,
 					ClientOrder:          index,
 				}
-				if current, ok := bestByPlatform[platformID]; !ok || item.betterThan(current) {
+				candidatesByPlatform[platformID] = append(candidatesByPlatform[platformID], item)
-					bestByPlatform[platformID] = item
-				}
 			}
 		}
 		if candidate.DBClientID == nil || *candidate.DBClientID == uuid.Nil || !onlineClients[*candidate.DBClientID] {
@@ -516,16 +619,83 @@ func selectMonitorDesktopTaskTargets(
 			SourceRank:  1,
 			RecordOrder: candidate.RecordOrder,
 		}
-		if current, ok := bestByPlatform[platformID]; !ok || item.betterThan(current) {
+		candidatesByPlatform[platformID] = append(candidatesByPlatform[platformID], item)
-			bestByPlatform[platformID] = item
+	}
+
+	platformIDs := make([]string, 0, len(candidatesByPlatform))
+	for platformID := range candidatesByPlatform {
+		platformIDs = append(platformIDs, platformID)
+	}
+	sort.Strings(platformIDs)
+
+	for _, platformID := range platformIDs {
+		platformCandidates := candidatesByPlatform[platformID]
+		sort.SliceStable(platformCandidates, func(i, j int) bool {
+			return platformCandidates[i].betterThan(platformCandidates[j])
+		})
+		for _, candidate := range platformCandidates {
+			if monitorDesktopClientBacklogFull(candidate.Target.ClientID, clientBacklog, maxClientBacklog) {
+				continue
+			}
+			result[platformID] = candidate.Target
+			if maxClientBacklog > 0 {
+				clientBacklog[candidate.Target.ClientID]++
+			}
+			break
 		}
 	}
-	for platformID, candidate := range bestByPlatform {
-		result[platformID] = candidate.Target
-	}
 	return result
 }
 
+func monitorDesktopClientBacklogFull(clientID uuid.UUID, clientBacklog map[uuid.UUID]int, maxClientBacklog int) bool {
+	return maxClientBacklog > 0 && clientID != uuid.Nil && clientBacklog[clientID] >= maxClientBacklog
+}
+
+func reserveMonitorDesktopClientBacklog(oldClientID, newClientID uuid.UUID, clientBacklog map[uuid.UUID]int, maxClientBacklog int) bool {
+	if maxClientBacklog <= 0 || newClientID == uuid.Nil || oldClientID == newClientID {
+		return true
+	}
+	if clientBacklog == nil {
+		return true
+	}
+	if monitorDesktopClientBacklogFull(newClientID, clientBacklog, maxClientBacklog) {
+		return false
+	}
+	clientBacklog[newClientID]++
+	if oldClientID != uuid.Nil && clientBacklog[oldClientID] > 0 {
+		clientBacklog[oldClientID]--
+	}
+	return true
+}
+
+func (s *MonitoringService) reserveMonitorDesktopClientBacklogTx(
+	ctx context.Context,
+	tx pgx.Tx,
+	tenantID, workspaceID int64,
+	oldClientID, newClientID uuid.UUID,
+	maxClientBacklog int,
+) (bool, error) {
+	if tx == nil || maxClientBacklog <= 0 || newClientID == uuid.Nil || oldClientID == newClientID {
+		return true, nil
+	}
+	if _, err := tx.Exec(ctx, `SELECT pg_advisory_xact_lock($1)`, monitorDesktopTaskClientSlotLockKey(newClientID)); err != nil {
+		return false, response.ErrInternal(50123, "desktop_client_backlog_lock_failed", "failed to lock monitor desktop client backlog")
+	}
+	var backlog int
+	if err := tx.QueryRow(ctx, `
+		SELECT COUNT(*)::int
+		FROM desktop_tasks
+		WHERE tenant_id = $1
+		  AND workspace_id = $2
+		  AND target_client_id = $3
+		  AND kind = 'monitor'
+		  AND status IN ('queued', 'in_progress')
+	`, tenantID, workspaceID, newClientID).Scan(&backlog); err != nil {
+		return false, response.ErrInternal(50124, "desktop_client_backlog_check_failed", "failed to check monitor desktop client backlog")
+	}
+	return backlog < maxClientBacklog, nil
+}
+
 func (candidate monitorDesktopTaskTargetCandidate) betterThan(current monitorDesktopTaskTargetCandidate) bool {
 	if candidate.HealthRank != current.HealthRank {
 		return candidate.HealthRank < current.HealthRank
@@ -559,14 +729,17 @@ func (s *MonitoringService) upsertMonitorDesktopTask(
 	tx pgx.Tx,
 	repo repository.DesktopTaskRepository,
 	spec monitorDesktopTaskSpec,
+	reserveClientBacklog func(oldClientID, newClientID uuid.UUID) bool,
+	reserveClientBacklogTx func(oldClientID, newClientID uuid.UUID) (bool, error),
 ) (*repository.DesktopTask, bool, bool, error) {
 	var (
 		existingDesktopID      uuid.UUID
+		existingTargetClientID uuid.UUID
 		existingStatus         string
 		existingLeaseExpiresAt pgtype.Timestamptz
 		existingActiveAttempt  pgtype.UUID
 	)
-	err := tx.QueryRow(ctx, upsertMonitorDesktopTaskActiveLookupSQL(), spec.MonitorTaskID).Scan(&existingDesktopID, &existingStatus, &existingLeaseExpiresAt, &existingActiveAttempt)
+	err := tx.QueryRow(ctx, upsertMonitorDesktopTaskActiveLookupSQL(), spec.MonitorTaskID).Scan(&existingDesktopID, &existingTargetClientID, &existingStatus, &existingLeaseExpiresAt, &existingActiveAttempt)
 	switch err {
 	case nil:
 		task, getErr := repo.GetByDesktopID(ctx, existingDesktopID, spec.WorkspaceID)
@@ -583,6 +756,18 @@ func (s *MonitoringService) upsertMonitorDesktopTask(
 		if targetAccountID == uuid.Nil {
 			targetAccountID = task.TargetAccountID
 		}
+		if reserveClientBacklog != nil && !reserveClientBacklog(existingTargetClientID, spec.TargetClientID) {
+			return nil, false, true, nil
+		}
+		if reserveClientBacklogTx != nil {
+			allowed, reserveErr := reserveClientBacklogTx(existingTargetClientID, spec.TargetClientID)
+			if reserveErr != nil {
+				return nil, false, false, reserveErr
+			}
+			if !allowed {
+				return nil, false, true, nil
+			}
+		}
 		payloadJSON, payloadErr := marshalMonitorDesktopTaskPayload(spec)
 		if payloadErr != nil {
 			return nil, false, false, payloadErr
@@ -658,6 +843,18 @@ func (s *MonitoringService) upsertMonitorDesktopTask(
 	if targetAccountID == uuid.Nil || spec.TargetClientID == uuid.Nil {
 		return nil, false, true, nil
 	}
+	if reserveClientBacklog != nil && !reserveClientBacklog(uuid.Nil, spec.TargetClientID) {
+		return nil, false, true, nil
+	}
+	if reserveClientBacklogTx != nil {
+		allowed, reserveErr := reserveClientBacklogTx(uuid.Nil, spec.TargetClientID)
+		if reserveErr != nil {
+			return nil, false, false, reserveErr
+		}
+		if !allowed {
+			return nil, false, true, nil
+		}
+	}
 	payloadJSON, payloadErr := marshalMonitorDesktopTaskPayload(spec)
 	if payloadErr != nil {
 		return nil, false, false, payloadErr
@@ -718,7 +915,7 @@ func (s *MonitoringService) upsertMonitorDesktopTask(
 
 func upsertMonitorDesktopTaskActiveLookupSQL() string {
 	return `
-		SELECT desktop_id, status, lease_expires_at, active_attempt_id
+		SELECT desktop_id, target_client_id, status, lease_expires_at, active_attempt_id
 		FROM desktop_tasks
 		WHERE kind = 'monitor'
 		  AND monitor_task_id = $1

server/internal/tenant/app/monitoring_phase2_desktop_tasks_test.go

@@ -32,6 +32,8 @@ func TestSelectMonitorDesktopTaskTargetsPrefersPresentAccountClient(t *testing.T
 		map[uuid.UUID]bool{
 			liveClientID: true,
 		},
+		nil,
+		0,
 	)
 
 	assert.Equal(t, monitorDesktopTaskTarget{
@@ -56,6 +58,8 @@ func TestSelectMonitorDesktopTaskTargetsFallsBackToOnlineDBClient(t *testing.T)
 		map[uuid.UUID]bool{
 			clientID: true,
 		},
+		nil,
+		0,
 	)
 
 	assert.Equal(t, monitorDesktopTaskTarget{
@@ -78,6 +82,8 @@ func TestSelectMonitorDesktopTaskTargetsSkipsOfflineClients(t *testing.T) {
 		},
 		nil,
 		map[uuid.UUID]bool{},
+		nil,
+		0,
 	)
 
 	assert.Empty(t, targets)
@@ -111,6 +117,8 @@ func TestSelectMonitorDesktopTaskTargetsPrefersHealthierOnlineCandidate(t *testi
 			riskClientID: true,
 			liveClientID: true,
 		},
+		nil,
+		0,
 	)
 
 	assert.Equal(t, monitorDesktopTaskTarget{
@@ -144,6 +152,8 @@ func TestSelectMonitorDesktopTaskTargetsPrefersEarlierOnlineClientForSameAccount
 			earlierClientID: true,
 			laterClientID:   true,
 		},
+		nil,
+		0,
 	)
 
 	assert.Equal(t, monitorDesktopTaskTarget{
@@ -152,6 +162,119 @@ func TestSelectMonitorDesktopTaskTargetsPrefersEarlierOnlineClientForSameAccount
 	}, targets["doubao"])
 }
 
+func TestSelectMonitorDesktopTaskTargetsAppliesClientBackpressure(t *testing.T) {
+	fullClientID := mustParseDailyMonitoringUUID(t, "00000000-0000-0000-0000-000000000701")
+	availableClientID := mustParseDailyMonitoringUUID(t, "00000000-0000-0000-0000-000000000702")
+	fullAccountID := mustParseDailyMonitoringUUID(t, "00000000-0000-0000-0000-000000000801")
+	availableAccountID := mustParseDailyMonitoringUUID(t, "00000000-0000-0000-0000-000000000802")
+
+	targets := selectMonitorDesktopTaskTargets(
+		[]monitorDesktopAccountCandidate{
+			{
+				PlatformID:  "qwen",
+				AccountID:   fullAccountID,
+				DBClientID:  &fullClientID,
+				HealthRank:  0,
+				RecordOrder: 0,
+			},
+			{
+				PlatformID:  "qwen",
+				AccountID:   availableAccountID,
+				DBClientID:  &availableClientID,
+				HealthRank:  1,
+				RecordOrder: 1,
+			},
+		},
+		nil,
+		map[uuid.UUID]bool{
+			fullClientID:      true,
+			availableClientID: true,
+		},
+		map[uuid.UUID]int{
+			fullClientID: 12,
+		},
+		12,
+	)
+
+	assert.Equal(t, monitorDesktopTaskTarget{
+		AccountID: availableAccountID,
+		ClientID:  availableClientID,
+	}, targets["qwen"])
+}
+
+func TestSelectMonitorDesktopTaskTargetsConsumesBackpressureWithinRun(t *testing.T) {
+	clientID := mustParseDailyMonitoringUUID(t, "00000000-0000-0000-0000-000000000703")
+	qwenAccountID := mustParseDailyMonitoringUUID(t, "00000000-0000-0000-0000-000000000803")
+	doubaoAccountID := mustParseDailyMonitoringUUID(t, "00000000-0000-0000-0000-000000000804")
+
+	targets := selectMonitorDesktopTaskTargets(
+		[]monitorDesktopAccountCandidate{
+			{
+				PlatformID:  "doubao",
+				AccountID:   doubaoAccountID,
+				DBClientID:  &clientID,
+				HealthRank:  0,
+				RecordOrder: 0,
+			},
+			{
+				PlatformID:  "qwen",
+				AccountID:   qwenAccountID,
+				DBClientID:  &clientID,
+				HealthRank:  0,
+				RecordOrder: 1,
+			},
+		},
+		nil,
+		map[uuid.UUID]bool{
+			clientID: true,
+		},
+		map[uuid.UUID]int{
+			clientID: 11,
+		},
+		12,
+	)
+
+	assert.Len(t, targets, 1)
+	assert.Contains(t, targets, "doubao")
+	assert.NotContains(t, targets, "qwen")
+}
+
+func TestReserveMonitorDesktopClientBacklogAllowsExistingSameClientWithoutConsumingSlot(t *testing.T) {
+	clientID := mustParseDailyMonitoringUUID(t, "00000000-0000-0000-0000-000000000704")
+	backlog := map[uuid.UUID]int{
+		clientID: 12,
+	}
+
+	ok := reserveMonitorDesktopClientBacklog(clientID, clientID, backlog, 12)
+
+	assert.True(t, ok)
+	assert.Equal(t, 12, backlog[clientID])
+}
+
+func TestReserveMonitorDesktopClientBacklogConsumesCapacityPerTask(t *testing.T) {
+	clientID := mustParseDailyMonitoringUUID(t, "00000000-0000-0000-0000-000000000705")
+	backlog := map[uuid.UUID]int{
+		clientID: 11,
+	}
+
+	assert.True(t, reserveMonitorDesktopClientBacklog(uuid.Nil, clientID, backlog, 12))
+	assert.False(t, reserveMonitorDesktopClientBacklog(uuid.Nil, clientID, backlog, 12))
+	assert.Equal(t, 12, backlog[clientID])
+}
+
+func TestReserveMonitorDesktopClientBacklogMovesCapacityWhenRetargeting(t *testing.T) {
+	oldClientID := mustParseDailyMonitoringUUID(t, "00000000-0000-0000-0000-000000000706")
+	newClientID := mustParseDailyMonitoringUUID(t, "00000000-0000-0000-0000-000000000707")
+	backlog := map[uuid.UUID]int{
+		oldClientID: 4,
+		newClientID: 11,
+	}
+
+	assert.True(t, reserveMonitorDesktopClientBacklog(oldClientID, newClientID, backlog, 12))
+	assert.Equal(t, 3, backlog[oldClientID])
+	assert.Equal(t, 12, backlog[newClientID])
+}
+
 func TestMarshalMonitorDesktopTaskPayloadRequiresQuestionText(t *testing.T) {
 	payload, err := marshalMonitorDesktopTaskPayload(monitorDesktopTaskSpec{
 		PlatformID:   "qwen",

server/migrations_ops/20260520120000_create_scheduler_control_tables.up.sql

@@ -93,7 +93,7 @@ INSERT INTO ops.scheduler_jobs
     (job_key, display_name, category, description, enabled, schedule_type, interval_seconds, timezone, timeout_seconds, batch_size, config)
 VALUES
     ('schedule_dispatch', '内容定时任务派发', 'content', '索引驱动的延迟队列派发，仅认领到期内容任务并投递生成队列。', true, 'interval', 15, 'Asia/Shanghai', 30, 100, '{}'::jsonb),
-    ('monitoring_daily_task', 'AI 监控每日任务生成', 'monitoring', '按业务日小批量物化监控采集任务并派发到桌面任务队列。', true, 'interval', 300, 'Asia/Shanghai', 45, 64, '{"max_materialize_per_plan":12,"max_materialize_per_brand":4}'::jsonb),
+    ('monitoring_daily_task', 'AI 监控每日任务生成', 'monitoring', '按业务日全量创建监控采集事实，按容量限速派发到桌面任务队列。', true, 'interval', 300, 'Asia/Shanghai', 45, 12, '{"max_desktop_client_backlog":12}'::jsonb),
     ('monitoring_result_recovery', '监控结果恢复', 'monitoring', '按回调结果队列索引恢复未成功入队的监控结果。', true, 'interval', 60, 'Asia/Shanghai', 30, 100, '{}'::jsonb),
     ('monitoring_lease_recovery', '监控租约回收', 'monitoring', '按过期租约索引限批回收超过租约时间仍未回调的监控任务。', true, 'interval', 1800, 'Asia/Shanghai', 30, 1000, '{}'::jsonb),
     ('monitoring_received_inspection', '监控 received 卡死检查', 'monitoring', '按 received watchdog 索引限批标记长时间未入队的监控任务。', true, 'interval', 300, 'Asia/Shanghai', 30, 100, '{"threshold":"15m"}'::jsonb),

server/migrations_ops/20260520143000_harden_scheduler_jobs_for_k3s.up.sql

@@ -11,10 +11,11 @@ SET description = '索引驱动的延迟队列派发，仅认领到期内容任
 WHERE job_key = 'schedule_dispatch';
 
 UPDATE ops.scheduler_jobs
-SET description = '按业务日小批量物化监控采集任务并派发到桌面任务队列。',
+SET description = '按业务日全量创建监控采集事实，按容量限速派发到桌面任务队列。',
     timeout_seconds = 45,
-    batch_size = 64,
+    batch_size = 12,
-    config = config || '{"max_materialize_per_plan":12,"max_materialize_per_brand":4}'::jsonb,
+    config = (config - 'max_materialize_per_run' - 'max_materialize_per_plan' - 'max_materialize_per_brand')
+             || '{"max_desktop_client_backlog":12}'::jsonb,
     updated_at = NOW()
 WHERE job_key = 'monitoring_daily_task';
 

server/migrations_ops/20260627161000_rework_monitoring_daily_backpressure.down.sql

@@ -0,0 +1,7 @@
+UPDATE ops.scheduler_jobs
+SET description = '按业务日小批量物化监控采集任务并派发到桌面任务队列。',
+    batch_size = 64,
+    config = (config - 'max_desktop_client_backlog')
+             || '{"max_materialize_per_plan":12,"max_materialize_per_brand":4}'::jsonb,
+    updated_at = NOW()
+WHERE job_key = 'monitoring_daily_task';

server/migrations_ops/20260627161000_rework_monitoring_daily_backpressure.up.sql

@@ -0,0 +1,7 @@
+UPDATE ops.scheduler_jobs
+SET description = '按业务日全量创建监控采集事实，按容量限速派发到桌面任务队列。',
+    batch_size = 12,
+    config = (config - 'max_materialize_per_run' - 'max_materialize_per_plan' - 'max_materialize_per_brand')
+             || '{"max_desktop_client_backlog":12}'::jsonb,
+    updated_at = NOW()
+WHERE job_key = 'monitoring_daily_task';