diff --git a/cmd/influxd/launcher/remote_to_test.go b/cmd/influxd/launcher/remote_to_test.go
index 38846a5708..9ea54cddb1 100644
--- a/cmd/influxd/launcher/remote_to_test.go
+++ b/cmd/influxd/launcher/remote_to_test.go
@@ -35,7 +35,6 @@ array.from(rows) |> to(bucket: "%s", host: "%s", token: "%s", org: "%s")
 `, l2.Bucket.Name, l2.URL().String(), l2.Auth.Token, l2.Org.Name)
 	_ = l1.FluxQueryOrFail(t, l1.Org, l1.Auth.Token, q1)
 
-
 	// Query the 2nd server and check that the points landed.
 	q2 := fmt.Sprintf(`from(bucket:"%s")
 	|> range(start: 2030-01-01T00:00:00Z, stop: 2030-01-02T00:00:00Z)
@@ -88,7 +87,6 @@ union(tables: [testTable, test2Table]) |> group(columns: ["_measurement"])
 `, l2.Bucket.Name, l2.URL().String(), l2.Auth.Token, l2.Org.Name)
 	_ = l1.FluxQueryOrFail(t, l1.Org, l1.Auth.Token, q1)
 
-
 	// Query the 2nd server and check that the points landed.
 	q2 := fmt.Sprintf(`from(bucket:"%s")
 	|> range(start: 2030-01-01T00:00:00Z, stop: 2030-01-02T00:00:00Z)
diff --git a/models/statistic.go b/models/statistic.go
index 553e9d09fb..9107d9025a 100644
--- a/models/statistic.go
+++ b/models/statistic.go
@@ -7,15 +7,6 @@ type Statistic struct {
 	Values map[string]interface{} `json:"values"`
 }
 
-// NewStatistic returns an initialized Statistic.
-func NewStatistic(name string) Statistic {
-	return Statistic{
-		Name:   name,
-		Tags:   make(map[string]string),
-		Values: make(map[string]interface{}),
-	}
-}
-
 // StatisticTags is a map that can be merged with others without causing
 // mutations to either map.
 type StatisticTags map[string]string
diff --git a/query/stdlib/influxdata/influxdb/rules_test.go b/query/stdlib/influxdata/influxdb/rules_test.go
index 0d99eb98bc..78bb87a9b1 100644
--- a/query/stdlib/influxdata/influxdb/rules_test.go
+++ b/query/stdlib/influxdata/influxdb/rules_test.go
@@ -492,7 +492,7 @@ func TestPushDownFilterRule(t *testing.T) {
 }
 
 func TestPushDownGroupRule(t *testing.T) {
-	createRangeSpec := func() *influxdb.ReadRangePhysSpec{
+	createRangeSpec := func() *influxdb.ReadRangePhysSpec {
 		return &influxdb.ReadRangePhysSpec{
 			Bucket: "my-bucket",
 			Bounds: flux.Bounds{
@@ -2363,9 +2363,9 @@ func TestTransposeGroupToWindowAggregateRule(t *testing.T) {
 				plan.CreateLogicalNode("group", group(flux.GroupModeBy, "host")),
 				plan.CreateLogicalNode("window", &universe.WindowProcedureSpec{
 					Window: plan.WindowSpec{
-						Every:    dur2m,
-						Period:   dur2m,
-						Offset:   dur1m,
+						Every:  dur2m,
+						Period: dur2m,
+						Offset: dur1m,
 						Location: plan.Location{
 							Name: "UTC",
 						},
diff --git a/storage/engine.go b/storage/engine.go
index 4e7e627a76..51b4316190 100644
--- a/storage/engine.go
+++ b/storage/engine.go
@@ -16,6 +16,7 @@ import (
 	"github.com/influxdata/influxdb/v2/models"
 	"github.com/influxdata/influxdb/v2/tsdb"
 	_ "github.com/influxdata/influxdb/v2/tsdb/engine"
+	"github.com/influxdata/influxdb/v2/tsdb/engine/tsm1"
 	_ "github.com/influxdata/influxdb/v2/tsdb/index/tsi1"
 	"github.com/influxdata/influxdb/v2/v1/coordinator"
 	"github.com/influxdata/influxdb/v2/v1/services/meta"
@@ -163,7 +164,9 @@ func (e *Engine) WithLogger(log *zap.Logger) {
 // PrometheusCollectors returns all the prometheus collectors associated with
 // the engine and its components.
 func (e *Engine) PrometheusCollectors() []prometheus.Collector {
-	return nil
+	var metrics []prometheus.Collector
+	metrics = append(metrics, tsm1.PrometheusCollectors()...)
+	return metrics
 }
 
 // Open opens the store and all underlying resources. It returns an error if
diff --git a/task/backend/coordinator/coordinator.go b/task/backend/coordinator/coordinator.go
index 77ba83ecee..ee5fe6a2b5 100644
--- a/task/backend/coordinator/coordinator.go
+++ b/task/backend/coordinator/coordinator.go
@@ -5,13 +5,12 @@ import (
 	"errors"
 	"time"
 
-	"go.uber.org/zap"
-
 	"github.com/influxdata/influxdb/v2/kit/platform"
 	"github.com/influxdata/influxdb/v2/task/backend/executor"
 	"github.com/influxdata/influxdb/v2/task/backend/middleware"
 	"github.com/influxdata/influxdb/v2/task/backend/scheduler"
 	"github.com/influxdata/influxdb/v2/task/taskmodel"
+	"go.uber.org/zap"
 )
 
 var _ middleware.Coordinator = (*Coordinator)(nil)
diff --git a/task/backend/coordinator/coordinator_test.go b/task/backend/coordinator/coordinator_test.go
index f2e2804883..712ebac675 100644
--- a/task/backend/coordinator/coordinator_test.go
+++ b/task/backend/coordinator/coordinator_test.go
@@ -8,11 +8,10 @@ import (
 
 	"github.com/google/go-cmp/cmp"
 	"github.com/google/go-cmp/cmp/cmpopts"
-	"go.uber.org/zap/zaptest"
-
 	"github.com/influxdata/influxdb/v2/kit/platform"
 	"github.com/influxdata/influxdb/v2/task/backend/scheduler"
 	"github.com/influxdata/influxdb/v2/task/taskmodel"
+	"go.uber.org/zap/zaptest"
 )
 
 func Test_Coordinator_Executor_Methods(t *testing.T) {
diff --git a/task/backend/executor/executor.go b/task/backend/executor/executor.go
index 666a719671..56307b62e8 100644
--- a/task/backend/executor/executor.go
+++ b/task/backend/executor/executor.go
@@ -11,8 +11,6 @@ import (
 	"github.com/influxdata/flux/ast"
 	"github.com/influxdata/flux/lang"
 	"github.com/influxdata/flux/runtime"
-	"go.uber.org/zap"
-
 	"github.com/influxdata/influxdb/v2"
 	icontext "github.com/influxdata/influxdb/v2/context"
 	"github.com/influxdata/influxdb/v2/kit/feature"
@@ -22,6 +20,7 @@ import (
 	"github.com/influxdata/influxdb/v2/task/backend"
 	"github.com/influxdata/influxdb/v2/task/backend/scheduler"
 	"github.com/influxdata/influxdb/v2/task/taskmodel"
+	"go.uber.org/zap"
 )
 
 const (
diff --git a/task/backend/executor/executor_test.go b/task/backend/executor/executor_test.go
index cb33ca61f6..2c62e1f19c 100644
--- a/task/backend/executor/executor_test.go
+++ b/task/backend/executor/executor_test.go
@@ -12,12 +12,6 @@ import (
 
 	"github.com/golang/mock/gomock"
 	"github.com/influxdata/flux"
-	"github.com/opentracing/opentracing-go"
-	"github.com/stretchr/testify/assert"
-	"github.com/stretchr/testify/require"
-	"github.com/uber/jaeger-client-go"
-	"go.uber.org/zap/zaptest"
-
 	"github.com/influxdata/influxdb/v2"
 	"github.com/influxdata/influxdb/v2/authorization"
 	icontext "github.com/influxdata/influxdb/v2/context"
@@ -35,6 +29,11 @@ import (
 	"github.com/influxdata/influxdb/v2/task/backend/scheduler"
 	"github.com/influxdata/influxdb/v2/task/taskmodel"
 	"github.com/influxdata/influxdb/v2/tenant"
+	"github.com/opentracing/opentracing-go"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+	"github.com/uber/jaeger-client-go"
+	"go.uber.org/zap/zaptest"
 )
 
 func TestMain(m *testing.M) {
diff --git a/tsdb/engine.go b/tsdb/engine.go
index 4ac396a9dc..004e1d362d 100644
--- a/tsdb/engine.go
+++ b/tsdb/engine.go
@@ -20,9 +20,6 @@ import (
 )
 
 var (
-	// ErrFormatNotFound is returned when no format can be determined from a path.
-	ErrFormatNotFound = errors.New("format not found")
-
 	// ErrUnknownEngineFormat is returned when the engine format is
 	// unknown. ErrUnknownEngineFormat is currently returned if a format
 	// other than tsm1 is encountered.
@@ -74,8 +71,6 @@ type Engine interface {
 	MeasurementTagKeysByExpr(name []byte, expr influxql.Expr) (map[string]struct{}, error)
 	TagKeyCardinality(name, key []byte) int
 
-	// Statistics will return statistics relevant to this engine.
-	Statistics(tags map[string]string) []models.Statistic
 	LastModified() time.Time
 	DiskSize() int64
 	IsIdle() (bool, string)
diff --git a/tsdb/engine/tsm1/engine.go b/tsdb/engine/tsm1/engine.go
index bc99ae3c39..a09494f186 100644
--- a/tsdb/engine/tsm1/engine.go
+++ b/tsdb/engine/tsm1/engine.go
@@ -34,6 +34,7 @@ import (
 	_ "github.com/influxdata/influxdb/v2/tsdb/index"
 	"github.com/influxdata/influxdb/v2/tsdb/index/tsi1"
 	"github.com/influxdata/influxql"
+	"github.com/prometheus/client_golang/prometheus"
 	"go.uber.org/zap"
 )
 
@@ -70,19 +71,6 @@ var (
 	planningTimer              = metrics.MustRegisterTimer("planning_time", metrics.WithGroup(tsmGroup))
 )
 
-// NewContextWithMetricsGroup creates a new context with a tsm1 metrics.Group for tracking
-// various metrics when accessing TSM data.
-func NewContextWithMetricsGroup(ctx context.Context) context.Context {
-	group := metrics.NewGroup(tsmGroup)
-	return metrics.NewContextWithGroup(ctx, group)
-}
-
-// MetricsGroupFromContext returns the tsm1 metrics.Group associated with the context
-// or nil if no group has been assigned.
-func MetricsGroupFromContext(ctx context.Context) *metrics.Group {
-	return metrics.GroupFromContext(ctx)
-}
-
 const (
 	// keyFieldSeparator separates the series key from the field name in the composite key
 	// that identifies a specific field in series
@@ -92,44 +80,6 @@ const (
 	deleteFlushThreshold = 50 * 1024 * 1024
 )
 
-// Statistics gathered by the engine.
-const (
-	statCacheCompactions        = "cacheCompactions"
-	statCacheCompactionsActive  = "cacheCompactionsActive"
-	statCacheCompactionError    = "cacheCompactionErr"
-	statCacheCompactionDuration = "cacheCompactionDuration"
-
-	statTSMLevel1Compactions        = "tsmLevel1Compactions"
-	statTSMLevel1CompactionsActive  = "tsmLevel1CompactionsActive"
-	statTSMLevel1CompactionError    = "tsmLevel1CompactionErr"
-	statTSMLevel1CompactionDuration = "tsmLevel1CompactionDuration"
-	statTSMLevel1CompactionQueue    = "tsmLevel1CompactionQueue"
-
-	statTSMLevel2Compactions        = "tsmLevel2Compactions"
-	statTSMLevel2CompactionsActive  = "tsmLevel2CompactionsActive"
-	statTSMLevel2CompactionError    = "tsmLevel2CompactionErr"
-	statTSMLevel2CompactionDuration = "tsmLevel2CompactionDuration"
-	statTSMLevel2CompactionQueue    = "tsmLevel2CompactionQueue"
-
-	statTSMLevel3Compactions        = "tsmLevel3Compactions"
-	statTSMLevel3CompactionsActive  = "tsmLevel3CompactionsActive"
-	statTSMLevel3CompactionError    = "tsmLevel3CompactionErr"
-	statTSMLevel3CompactionDuration = "tsmLevel3CompactionDuration"
-	statTSMLevel3CompactionQueue    = "tsmLevel3CompactionQueue"
-
-	statTSMOptimizeCompactions        = "tsmOptimizeCompactions"
-	statTSMOptimizeCompactionsActive  = "tsmOptimizeCompactionsActive"
-	statTSMOptimizeCompactionError    = "tsmOptimizeCompactionErr"
-	statTSMOptimizeCompactionDuration = "tsmOptimizeCompactionDuration"
-	statTSMOptimizeCompactionQueue    = "tsmOptimizeCompactionQueue"
-
-	statTSMFullCompactions        = "tsmFullCompactions"
-	statTSMFullCompactionsActive  = "tsmFullCompactionsActive"
-	statTSMFullCompactionError    = "tsmFullCompactionErr"
-	statTSMFullCompactionDuration = "tsmFullCompactionDuration"
-	statTSMFullCompactionQueue    = "tsmFullCompactionQueue"
-)
-
 // Engine represents a storage engine with compressed blocks.
 type Engine struct {
 	mu sync.RWMutex
@@ -187,7 +137,9 @@ type Engine struct {
 	// Controls whether to enabled compactions when the engine is open
 	enableCompactionsOnOpen bool
 
-	stats *EngineStatistics
+	stats *compactionMetrics
+
+	activeCompactions *compactionCounter
 
 	// Limiter for concurrent compactions.
 	compactionLimiter limiter.Fixed
@@ -232,7 +184,14 @@ func NewEngine(id uint64, idx tsdb.Index, path string, walPath string, sfile *ts
 		planner.SetFileStore(fs)
 	}
 
-	stats := &EngineStatistics{}
+	stats := newEngineMetrics(engineTags{
+		path:          path,
+		walPath:       walPath,
+		id:            fmt.Sprintf("%d", id),
+		bucket:        filepath.Base(filepath.Dir(filepath.Dir(path))), // discard shard & rp, take db
+		engineVersion: opt.EngineVersion,
+	})
+	activeCompactions := &compactionCounter{}
 	e := &Engine{
 		id:           id,
 		path:         path,
@@ -249,6 +208,9 @@ func NewEngine(id uint64, idx tsdb.Index, path string, walPath string, sfile *ts
 		Compactor:      c,
 		CompactionPlan: planner,
 
+		activeCompactions: activeCompactions,
+		scheduler:         newScheduler(activeCompactions, opt.CompactionLimiter.Capacity()),
+
 		CacheFlushMemorySizeThreshold: uint64(opt.Config.CacheSnapshotMemorySize),
 		CacheFlushWriteColdDuration:   time.Duration(opt.Config.CacheSnapshotWriteColdDuration),
 		enableCompactionsOnOpen:       true,
@@ -256,7 +218,6 @@ func NewEngine(id uint64, idx tsdb.Index, path string, walPath string, sfile *ts
 		formatFileName:                DefaultFormatFileName,
 		stats:                         stats,
 		compactionLimiter:             opt.CompactionLimiter,
-		scheduler:                     newScheduler(stats, opt.CompactionLimiter.Capacity()),
 		seriesIDSets:                  opt.SeriesIDSets,
 	}
 
@@ -627,82 +588,132 @@ func (e *Engine) LastModified() time.Time {
 	return fsTime
 }
 
-// EngineStatistics maintains statistics for the engine.
-type EngineStatistics struct {
-	CacheCompactions        int64 // Counter of cache compactions that have ever run.
-	CacheCompactionsActive  int64 // Gauge of cache compactions currently running.
-	CacheCompactionErrors   int64 // Counter of cache compactions that have failed due to error.
-	CacheCompactionDuration int64 // Counter of number of wall nanoseconds spent in cache compactions.
+var globalCompactionMetrics *compactionMetrics = newAllCompactionMetrics(engineLabelNames())
 
-	TSMCompactions        [3]int64 // Counter of TSM compactions (by level) that have ever run.
-	TSMCompactionsActive  [3]int64 // Gauge of TSM compactions (by level) currently running.
-	TSMCompactionErrors   [3]int64 // Counter of TSM compcations (by level) that have failed due to error.
-	TSMCompactionDuration [3]int64 // Counter of number of wall nanoseconds spent in TSM compactions (by level).
-	TSMCompactionsQueue   [3]int64 // Gauge of TSM compactions queues (by level).
-
-	TSMOptimizeCompactions        int64 // Counter of optimize compactions that have ever run.
-	TSMOptimizeCompactionsActive  int64 // Gauge of optimize compactions currently running.
-	TSMOptimizeCompactionErrors   int64 // Counter of optimize compactions that have failed due to error.
-	TSMOptimizeCompactionDuration int64 // Counter of number of wall nanoseconds spent in optimize compactions.
-	TSMOptimizeCompactionsQueue   int64 // Gauge of optimize compactions queue.
-
-	TSMFullCompactions        int64 // Counter of full compactions that have ever run.
-	TSMFullCompactionsActive  int64 // Gauge of full compactions currently running.
-	TSMFullCompactionErrors   int64 // Counter of full compactions that have failed due to error.
-	TSMFullCompactionDuration int64 // Counter of number of wall nanoseconds spent in full compactions.
-	TSMFullCompactionsQueue   int64 // Gauge of full compactions queue.
+// PrometheusCollectors returns all prometheus metrics for the tsm1 package.
+func PrometheusCollectors() []prometheus.Collector {
+	return []prometheus.Collector{
+		globalCompactionMetrics.Duration,
+		globalCompactionMetrics.Active,
+		globalCompactionMetrics.Failed,
+		globalCompactionMetrics.Queued,
+	}
 }
 
-// Statistics returns statistics for periodic monitoring.
-func (e *Engine) Statistics(tags map[string]string) []models.Statistic {
-	statistics := make([]models.Statistic, 0, 4)
-	statistics = append(statistics, models.Statistic{
-		Name: "tsm1_engine",
-		Tags: tags,
-		Values: map[string]interface{}{
-			statCacheCompactions:        atomic.LoadInt64(&e.stats.CacheCompactions),
-			statCacheCompactionsActive:  atomic.LoadInt64(&e.stats.CacheCompactionsActive),
-			statCacheCompactionError:    atomic.LoadInt64(&e.stats.CacheCompactionErrors),
-			statCacheCompactionDuration: atomic.LoadInt64(&e.stats.CacheCompactionDuration),
+const (
+	storageNamespace = "storage"
+	engineSubsystem  = "compactions"
+	level1           = "1"
+	level2           = "2"
+	level3           = "3"
+	levelOpt         = "opt"
+	levelFull        = "full"
+	levelKey         = "level"
+	levelCache       = "cache"
+)
 
-			statTSMLevel1Compactions:        atomic.LoadInt64(&e.stats.TSMCompactions[0]),
-			statTSMLevel1CompactionsActive:  atomic.LoadInt64(&e.stats.TSMCompactionsActive[0]),
-			statTSMLevel1CompactionError:    atomic.LoadInt64(&e.stats.TSMCompactionErrors[0]),
-			statTSMLevel1CompactionDuration: atomic.LoadInt64(&e.stats.TSMCompactionDuration[0]),
-			statTSMLevel1CompactionQueue:    atomic.LoadInt64(&e.stats.TSMCompactionsQueue[0]),
-
-			statTSMLevel2Compactions:        atomic.LoadInt64(&e.stats.TSMCompactions[1]),
-			statTSMLevel2CompactionsActive:  atomic.LoadInt64(&e.stats.TSMCompactionsActive[1]),
-			statTSMLevel2CompactionError:    atomic.LoadInt64(&e.stats.TSMCompactionErrors[1]),
-			statTSMLevel2CompactionDuration: atomic.LoadInt64(&e.stats.TSMCompactionDuration[1]),
-			statTSMLevel2CompactionQueue:    atomic.LoadInt64(&e.stats.TSMCompactionsQueue[1]),
-
-			statTSMLevel3Compactions:        atomic.LoadInt64(&e.stats.TSMCompactions[2]),
-			statTSMLevel3CompactionsActive:  atomic.LoadInt64(&e.stats.TSMCompactionsActive[2]),
-			statTSMLevel3CompactionError:    atomic.LoadInt64(&e.stats.TSMCompactionErrors[2]),
-			statTSMLevel3CompactionDuration: atomic.LoadInt64(&e.stats.TSMCompactionDuration[2]),
-			statTSMLevel3CompactionQueue:    atomic.LoadInt64(&e.stats.TSMCompactionsQueue[2]),
-
-			statTSMOptimizeCompactions:        atomic.LoadInt64(&e.stats.TSMOptimizeCompactions),
-			statTSMOptimizeCompactionsActive:  atomic.LoadInt64(&e.stats.TSMOptimizeCompactionsActive),
-			statTSMOptimizeCompactionError:    atomic.LoadInt64(&e.stats.TSMOptimizeCompactionErrors),
-			statTSMOptimizeCompactionDuration: atomic.LoadInt64(&e.stats.TSMOptimizeCompactionDuration),
-			statTSMOptimizeCompactionQueue:    atomic.LoadInt64(&e.stats.TSMOptimizeCompactionsQueue),
-
-			statTSMFullCompactions:        atomic.LoadInt64(&e.stats.TSMFullCompactions),
-			statTSMFullCompactionsActive:  atomic.LoadInt64(&e.stats.TSMFullCompactionsActive),
-			statTSMFullCompactionError:    atomic.LoadInt64(&e.stats.TSMFullCompactionErrors),
-			statTSMFullCompactionDuration: atomic.LoadInt64(&e.stats.TSMFullCompactionDuration),
-			statTSMFullCompactionQueue:    atomic.LoadInt64(&e.stats.TSMFullCompactionsQueue),
-		},
-	})
-
-	statistics = append(statistics, e.Cache.Statistics(tags)...)
-	statistics = append(statistics, e.FileStore.Statistics(tags)...)
-	if e.WALEnabled {
-		statistics = append(statistics, e.WAL.Statistics(tags)...)
+func labelForLevel(l int) prometheus.Labels {
+	switch l {
+	case 1:
+		return prometheus.Labels{levelKey: level1}
+	case 2:
+		return prometheus.Labels{levelKey: level2}
+	case 3:
+		return prometheus.Labels{levelKey: level3}
+	}
+	panic(fmt.Sprintf("labelForLevel: level out of range %d", l))
+}
+
+func newAllCompactionMetrics(labelNames []string) *compactionMetrics {
+	labelNamesWithLevel := append(labelNames, levelKey)
+	return &compactionMetrics{
+		Duration: prometheus.NewHistogramVec(prometheus.HistogramOpts{
+			Namespace: storageNamespace,
+			Subsystem: engineSubsystem,
+			Name:      "duration_seconds",
+			Help:      "Histogram of compactions by level since startup",
+			Buckets:   []float64{0.1, 1, 10, 100, 1000, 10000, 100000},
+		}, labelNamesWithLevel),
+		Active: prometheus.NewGaugeVec(prometheus.GaugeOpts{
+			Namespace: storageNamespace,
+			Subsystem: engineSubsystem,
+			Name:      "active",
+			Help:      "Gauge of compactions (by level) currently running",
+		}, labelNamesWithLevel),
+		Failed: prometheus.NewCounterVec(prometheus.CounterOpts{
+			Namespace: storageNamespace,
+			Subsystem: engineSubsystem,
+			Name:      "failed",
+			Help:      "Counter of TSM compactions (by level) that have failed due to error",
+		}, labelNamesWithLevel),
+		Queued: prometheus.NewGaugeVec(prometheus.GaugeOpts{
+			Namespace: storageNamespace,
+			Subsystem: engineSubsystem,
+			Name:      "queued",
+			Help:      "Counter of TSM compactions (by level) that are currently queued",
+		}, labelNamesWithLevel),
+	}
+}
+
+type compactionCounter struct {
+	l1       int64
+	l2       int64
+	l3       int64
+	full     int64
+	optimize int64
+}
+
+func (c *compactionCounter) countForLevel(l int) *int64 {
+	switch l {
+	case 1:
+		return &c.l1
+	case 2:
+		return &c.l2
+	case 3:
+		return &c.l3
+	}
+	return nil
+}
+
+// engineMetrics holds statistics across all instantiated engines
+type compactionMetrics struct {
+	Duration prometheus.ObserverVec
+	Active   *prometheus.GaugeVec
+	Queued   *prometheus.GaugeVec
+	Failed   *prometheus.CounterVec
+}
+
+type engineTags struct {
+	path, walPath, id, bucket, engineVersion string
+}
+
+func (et *engineTags) getLabels() prometheus.Labels {
+	return prometheus.Labels{
+		"path":    et.path,
+		"walPath": et.walPath,
+		"id":      et.id,
+		"bucket":  et.bucket,
+		"engine":  et.engineVersion,
+	}
+}
+
+func engineLabelNames() []string {
+	emptyLabels := (&engineTags{}).getLabels()
+	val := make([]string, 0, len(emptyLabels))
+	for k := range emptyLabels {
+		val = append(val, k)
+	}
+	return val
+}
+
+func newEngineMetrics(tags engineTags) *compactionMetrics {
+	engineLabels := tags.getLabels()
+	return &compactionMetrics{
+		Duration: globalCompactionMetrics.Duration.MustCurryWith(engineLabels),
+		Active:   globalCompactionMetrics.Active.MustCurryWith(engineLabels),
+		Failed:   globalCompactionMetrics.Failed.MustCurryWith(engineLabels),
+		Queued:   globalCompactionMetrics.Queued.MustCurryWith(engineLabels),
 	}
-	return statistics
 }
 
 // DiskSize returns the total size in bytes of all TSM and WAL segments on disk.
@@ -888,12 +899,12 @@ func (e *Engine) IsIdle() (state bool, reason string) {
 		ActiveCompactions *int64
 		LogMessage        string
 	}{
-		{&e.stats.CacheCompactionsActive, "not idle because of active Cache compactions"},
-		{&e.stats.TSMCompactionsActive[0], "not idle because of active Level Zero compactions"},
-		{&e.stats.TSMCompactionsActive[1], "not idle because of active Level One compactions"},
-		{&e.stats.TSMCompactionsActive[2], "not idle because of active Level Two compactions"},
-		{&e.stats.TSMFullCompactionsActive, "not idle because of active Full compactions"},
-		{&e.stats.TSMOptimizeCompactionsActive, "not idle because of active TSM Optimization compactions"},
+		// We don't actually track cache compactions: {&e.status.CacheCompactionsActive, "not idle because of active Cache compactions"},
+		{&e.activeCompactions.l1, "not idle because of active Level1 compactions"},
+		{&e.activeCompactions.l2, "not idle because of active Level2 compactions"},
+		{&e.activeCompactions.l3, "not idle because of active Level3 compactions"},
+		{&e.activeCompactions.full, "not idle because of active Full compactions"},
+		{&e.activeCompactions.optimize, "not idle because of active TSM Optimization compactions"},
 	}
 
 	for _, compactionState := range c {
@@ -1970,11 +1981,9 @@ func (e *Engine) compactCache() {
 				err := e.WriteSnapshot()
 				if err != nil && err != errCompactionsDisabled {
 					e.logger.Info("Error writing snapshot", zap.Error(err))
-					atomic.AddInt64(&e.stats.CacheCompactionErrors, 1)
-				} else {
-					atomic.AddInt64(&e.stats.CacheCompactions, 1)
+					e.stats.Failed.With(prometheus.Labels{levelKey: levelCache}).Inc()
 				}
-				atomic.AddInt64(&e.stats.CacheCompactionDuration, time.Since(start).Nanoseconds())
+				e.stats.Duration.With(prometheus.Labels{levelKey: levelCache}).Observe(time.Since(start).Seconds())
 			}
 		}
 	}
@@ -2016,20 +2025,21 @@ func (e *Engine) compact(wg *sync.WaitGroup) {
 			level2Groups, len2 := e.CompactionPlan.PlanLevel(2)
 			level3Groups, len3 := e.CompactionPlan.PlanLevel(3)
 			level4Groups, len4 := e.CompactionPlan.Plan(e.LastModified())
-			atomic.StoreInt64(&e.stats.TSMFullCompactionsQueue, len4)
+
+			e.stats.Queued.With(prometheus.Labels{levelKey: levelFull}).Set(float64(len4))
 
 			// If no full compactions are need, see if an optimize is needed
 			if len(level4Groups) == 0 {
 				level4Groups, len4 = e.CompactionPlan.PlanOptimize()
-				atomic.StoreInt64(&e.stats.TSMOptimizeCompactionsQueue, len4)
+				e.stats.Queued.With(prometheus.Labels{levelKey: levelOpt}).Set(float64(len4))
 			}
 
 			// Update the level plan queue stats
 			// For stats, use the length needed, even if the lock was
 			// not acquired
-			atomic.StoreInt64(&e.stats.TSMCompactionsQueue[0], len1)
-			atomic.StoreInt64(&e.stats.TSMCompactionsQueue[1], len2)
-			atomic.StoreInt64(&e.stats.TSMCompactionsQueue[2], len3)
+			e.stats.Queued.With(prometheus.Labels{levelKey: level1}).Set(float64(len1))
+			e.stats.Queued.With(prometheus.Labels{levelKey: level2}).Set(float64(len2))
+			e.stats.Queued.With(prometheus.Labels{levelKey: level3}).Set(float64(len3))
 
 			// Set the queue depths on the scheduler
 			// Use the real queue depth, dependent on acquiring
@@ -2079,12 +2089,18 @@ func (e *Engine) compactLevel(grp CompactionGroup, level int, fast bool, wg *syn
 	}
 
 	if e.compactionLimiter.TryTake() {
-		atomic.AddInt64(&e.stats.TSMCompactionsActive[level-1], 1)
+		{
+			val := atomic.AddInt64(e.activeCompactions.countForLevel(level), 1)
+			e.stats.Active.With(labelForLevel(level)).Set(float64(val))
+		}
 
 		wg.Add(1)
 		go func() {
 			defer wg.Done()
-			defer atomic.AddInt64(&e.stats.TSMCompactionsActive[level-1], -1)
+			defer func() {
+				val := atomic.AddInt64(e.activeCompactions.countForLevel(level), -1)
+				e.stats.Active.With(labelForLevel(level)).Set(float64(val))
+			}()
 
 			defer e.compactionLimiter.Release()
 			s.Apply()
@@ -2108,11 +2124,17 @@ func (e *Engine) compactFull(grp CompactionGroup, wg *sync.WaitGroup) bool {
 
 	// Try the lo priority limiter, otherwise steal a little from the high priority if we can.
 	if e.compactionLimiter.TryTake() {
-		atomic.AddInt64(&e.stats.TSMFullCompactionsActive, 1)
+		{
+			val := atomic.AddInt64(&e.activeCompactions.full, 1)
+			e.stats.Active.With(prometheus.Labels{levelKey: levelFull}).Set(float64(val))
+		}
 		wg.Add(1)
 		go func() {
 			defer wg.Done()
-			defer atomic.AddInt64(&e.stats.TSMFullCompactionsActive, -1)
+			defer func() {
+				val := atomic.AddInt64(&e.activeCompactions.full, -1)
+				e.stats.Active.With(prometheus.Labels{levelKey: levelFull}).Set(float64(val))
+			}()
 			defer e.compactionLimiter.Release()
 			s.Apply()
 			// Release the files in the compaction plan
@@ -2130,10 +2152,8 @@ type compactionStrategy struct {
 	fast  bool
 	level int
 
-	durationStat *int64
-	activeStat   *int64
-	successStat  *int64
-	errorStat    *int64
+	durationSecondsStat prometheus.Observer
+	errorStat           prometheus.Counter
 
 	logger    *zap.Logger
 	compactor *Compactor
@@ -2146,7 +2166,7 @@ type compactionStrategy struct {
 func (s *compactionStrategy) Apply() {
 	start := time.Now()
 	s.compactGroup()
-	atomic.AddInt64(s.durationStat, time.Since(start).Nanoseconds())
+	s.durationSecondsStat.Observe(time.Since(start).Seconds())
 }
 
 // compactGroup executes the compaction strategy against a single CompactionGroup.
@@ -2194,14 +2214,14 @@ func (s *compactionStrategy) compactGroup() {
 			}
 		}
 
-		atomic.AddInt64(s.errorStat, 1)
+		s.errorStat.Inc()
 		time.Sleep(time.Second)
 		return
 	}
 
 	if err := s.fileStore.ReplaceWithCallback(group, files, nil); err != nil {
 		log.Info("Error replacing new TSM files", zap.Error(err))
-		atomic.AddInt64(s.errorStat, 1)
+		s.errorStat.Inc()
 		time.Sleep(time.Second)
 
 		// Remove the new snapshot files. We will try again.
@@ -2218,12 +2238,12 @@ func (s *compactionStrategy) compactGroup() {
 	}
 	log.Info("Finished compacting files",
 		zap.Int("tsm1_files_n", len(files)))
-	atomic.AddInt64(s.successStat, 1)
 }
 
 // levelCompactionStrategy returns a compactionStrategy for the given level.
 // It returns nil if there are no TSM files to compact.
 func (e *Engine) levelCompactionStrategy(group CompactionGroup, fast bool, level int) *compactionStrategy {
+	label := labelForLevel(level)
 	return &compactionStrategy{
 		group:     group,
 		logger:    e.logger.With(zap.Int("tsm1_level", level), zap.String("tsm1_strategy", "level")),
@@ -2233,10 +2253,8 @@ func (e *Engine) levelCompactionStrategy(group CompactionGroup, fast bool, level
 		engine:    e,
 		level:     level,
 
-		activeStat:   &e.stats.TSMCompactionsActive[level-1],
-		successStat:  &e.stats.TSMCompactions[level-1],
-		errorStat:    &e.stats.TSMCompactionErrors[level-1],
-		durationStat: &e.stats.TSMCompactionDuration[level-1],
+		errorStat:           e.stats.Failed.With(label),
+		durationSecondsStat: e.stats.Duration.With(label),
 	}
 }
 
@@ -2253,18 +2271,12 @@ func (e *Engine) fullCompactionStrategy(group CompactionGroup, optimize bool) *c
 		level:     4,
 	}
 
+	plabel := prometheus.Labels{levelKey: levelFull}
 	if optimize {
-		s.activeStat = &e.stats.TSMOptimizeCompactionsActive
-		s.successStat = &e.stats.TSMOptimizeCompactions
-		s.errorStat = &e.stats.TSMOptimizeCompactionErrors
-		s.durationStat = &e.stats.TSMOptimizeCompactionDuration
-	} else {
-		s.activeStat = &e.stats.TSMFullCompactionsActive
-		s.successStat = &e.stats.TSMFullCompactions
-		s.errorStat = &e.stats.TSMFullCompactionErrors
-		s.durationStat = &e.stats.TSMFullCompactionDuration
+		plabel = prometheus.Labels{levelKey: levelOpt}
 	}
-
+	s.errorStat = e.stats.Failed.With(plabel)
+	s.durationSecondsStat = e.stats.Duration.With(plabel)
 	return s
 }
 
diff --git a/tsdb/engine/tsm1/scheduler.go b/tsdb/engine/tsm1/scheduler.go
index d360afc3e7..774a899806 100644
--- a/tsdb/engine/tsm1/scheduler.go
+++ b/tsdb/engine/tsm1/scheduler.go
@@ -7,19 +7,19 @@ import (
 var defaultWeights = [4]float64{0.4, 0.3, 0.2, 0.1}
 
 type scheduler struct {
-	maxConcurrency int
-	stats          *EngineStatistics
+	maxConcurrency    int
+	activeCompactions *compactionCounter
 
 	// queues is the depth of work pending for each compaction level
 	queues  [4]int
 	weights [4]float64
 }
 
-func newScheduler(stats *EngineStatistics, maxConcurrency int) *scheduler {
+func newScheduler(activeCompactions *compactionCounter, maxConcurrency int) *scheduler {
 	return &scheduler{
-		stats:          stats,
-		maxConcurrency: maxConcurrency,
-		weights:        defaultWeights,
+		activeCompactions: activeCompactions,
+		maxConcurrency:    maxConcurrency,
+		weights:           defaultWeights,
 	}
 }
 
@@ -33,10 +33,10 @@ func (s *scheduler) setDepth(level, depth int) {
 }
 
 func (s *scheduler) next() (int, bool) {
-	level1Running := int(atomic.LoadInt64(&s.stats.TSMCompactionsActive[0]))
-	level2Running := int(atomic.LoadInt64(&s.stats.TSMCompactionsActive[1]))
-	level3Running := int(atomic.LoadInt64(&s.stats.TSMCompactionsActive[2]))
-	level4Running := int(atomic.LoadInt64(&s.stats.TSMFullCompactionsActive) + atomic.LoadInt64(&s.stats.TSMOptimizeCompactionsActive))
+	level1Running := int(atomic.LoadInt64(&s.activeCompactions.l1))
+	level2Running := int(atomic.LoadInt64(&s.activeCompactions.l2))
+	level3Running := int(atomic.LoadInt64(&s.activeCompactions.l3))
+	level4Running := int(atomic.LoadInt64(&s.activeCompactions.full) + atomic.LoadInt64(&s.activeCompactions.optimize))
 
 	if level1Running+level2Running+level3Running+level4Running >= s.maxConcurrency {
 		return 0, false
diff --git a/tsdb/engine/tsm1/scheduler_test.go b/tsdb/engine/tsm1/scheduler_test.go
index 9ff40b0e5f..8d14dd3123 100644
--- a/tsdb/engine/tsm1/scheduler_test.go
+++ b/tsdb/engine/tsm1/scheduler_test.go
@@ -3,7 +3,7 @@ package tsm1
 import "testing"
 
 func TestScheduler_Runnable_Empty(t *testing.T) {
-	s := newScheduler(&EngineStatistics{}, 1)
+	s := newScheduler(&compactionCounter{}, 1)
 
 	for i := 1; i < 5; i++ {
 		s.setDepth(i, 1)
@@ -20,11 +20,11 @@ func TestScheduler_Runnable_Empty(t *testing.T) {
 }
 
 func TestScheduler_Runnable_MaxConcurrency(t *testing.T) {
-	s := newScheduler(&EngineStatistics{}, 1)
+	s := newScheduler(&compactionCounter{}, 1)
 
 	// level 1
-	s.stats = &EngineStatistics{}
-	s.stats.TSMCompactionsActive[0] = 1
+	s.activeCompactions = &compactionCounter{}
+	s.activeCompactions.l1 = 1
 	for i := 0; i <= 4; i++ {
 		_, runnable := s.next()
 		if exp, got := false, runnable; exp != got {
@@ -33,8 +33,8 @@ func TestScheduler_Runnable_MaxConcurrency(t *testing.T) {
 	}
 
 	// level 2
-	s.stats = &EngineStatistics{}
-	s.stats.TSMCompactionsActive[1] = 1
+	s.activeCompactions = &compactionCounter{}
+	s.activeCompactions.l2 = 1
 	for i := 0; i <= 4; i++ {
 		_, runnable := s.next()
 		if exp, got := false, runnable; exp != got {
@@ -43,8 +43,8 @@ func TestScheduler_Runnable_MaxConcurrency(t *testing.T) {
 	}
 
 	// level 3
-	s.stats = &EngineStatistics{}
-	s.stats.TSMCompactionsActive[2] = 1
+	s.activeCompactions = &compactionCounter{}
+	s.activeCompactions.l3 = 1
 	for i := 0; i <= 4; i++ {
 		_, runnable := s.next()
 		if exp, got := false, runnable; exp != got {
@@ -53,8 +53,8 @@ func TestScheduler_Runnable_MaxConcurrency(t *testing.T) {
 	}
 
 	// optimize
-	s.stats = &EngineStatistics{}
-	s.stats.TSMOptimizeCompactionsActive++
+	s.activeCompactions = &compactionCounter{}
+	s.activeCompactions.optimize++
 	for i := 0; i <= 4; i++ {
 		_, runnable := s.next()
 		if exp, got := false, runnable; exp != got {
@@ -63,8 +63,8 @@ func TestScheduler_Runnable_MaxConcurrency(t *testing.T) {
 	}
 
 	// full
-	s.stats = &EngineStatistics{}
-	s.stats.TSMFullCompactionsActive++
+	s.activeCompactions = &compactionCounter{}
+	s.activeCompactions.full++
 	for i := 0; i <= 4; i++ {
 		_, runnable := s.next()
 		if exp, got := false, runnable; exp != got {
diff --git a/tsdb/shard.go b/tsdb/shard.go
index cf3cd750f7..d85c20b098 100644
--- a/tsdb/shard.go
+++ b/tsdb/shard.go
@@ -286,8 +286,6 @@ func (s *Shard) Statistics(tags map[string]string) []models.Statistic {
 		},
 	}}
 
-	// Add the index and engine statistics.
-	statistics = append(statistics, engine.Statistics(tags)...)
 	return statistics
 }
 
diff --git a/tsdb/store.go b/tsdb/store.go
index fe931e0422..7df7e679f5 100644
--- a/tsdb/store.go
+++ b/tsdb/store.go
@@ -159,7 +159,7 @@ func (s *Store) Statistics(tags map[string]string) []models.Statistic {
 		})
 	}
 
-	// Gather all statistics for all shards.
+	// Gather all statistics for all shards.
 	for _, shard := range shards {
 		statistics = append(statistics, shard.Statistics(tags)...)
 	}