pkg/local_object_storage/engine/metrics.go

@@ -2,6 +2,8 @@ package engine
 
 import (
 	"time"
+
+	"git.frostfs.info/TrueCloudLab/frostfs-node/pkg/metrics"
 )
 
 type MetricRegister interface {
@@ -24,6 +26,8 @@ type MetricRegister interface {
 
 	AddToContainerSize(cnrID string, size int64)
 	AddToPayloadCounter(shardID string, size int64)
+
+	WriteCache() metrics.WriteCacheMetrics
 }
 
 func elapsed(addFunc func(d time.Duration)) func() {

pkg/local_object_storage/engine/shards.go

@@ -8,6 +8,7 @@ import (
 	"git.frostfs.info/TrueCloudLab/frostfs-node/pkg/local_object_storage/shard"
 	"git.frostfs.info/TrueCloudLab/frostfs-node/pkg/local_object_storage/shard/mode"
 	"git.frostfs.info/TrueCloudLab/frostfs-node/pkg/local_object_storage/util/logicerr"
+	"git.frostfs.info/TrueCloudLab/frostfs-node/pkg/local_object_storage/writecache"
 	oid "git.frostfs.info/TrueCloudLab/frostfs-sdk-go/object/id"
 	"git.frostfs.info/TrueCloudLab/hrw"
 	"github.com/google/uuid"
@@ -98,6 +99,12 @@ func (e *StorageEngine) createShard(opts []shard.Option) (*shard.Shard, error) {
 				mw: e.metrics,
 			},
 		))
+		opts = append(opts, shard.WithExtraWriteCacheOptions(writecache.WithMetrics(
+			&writeCacheMetrics{
+				shardID: id.String(),
+				metrics: e.metrics.WriteCache(),
+			},
+		)))
 	}
 
 	e.mtx.RUnlock()

pkg/local_object_storage/engine/writecache.go

@@ -2,9 +2,13 @@ package engine
 
 import (
 	"context"
+	"time"
 
 	"git.frostfs.info/TrueCloudLab/frostfs-api-go/v2/pkg/tracing"
 	"git.frostfs.info/TrueCloudLab/frostfs-node/pkg/local_object_storage/shard"
+	"git.frostfs.info/TrueCloudLab/frostfs-node/pkg/local_object_storage/shard/mode"
+	"git.frostfs.info/TrueCloudLab/frostfs-node/pkg/local_object_storage/writecache"
+	"git.frostfs.info/TrueCloudLab/frostfs-node/pkg/metrics"
 	"go.opentelemetry.io/otel/attribute"
 	"go.opentelemetry.io/otel/trace"
 )
@@ -52,3 +56,52 @@ func (e *StorageEngine) FlushWriteCache(ctx context.Context, p FlushWriteCachePr
 
 	return FlushWriteCacheRes{}, sh.FlushWriteCache(ctx, prm)
 }
+
+type writeCacheMetrics struct {
+	shardID string
+	metrics metrics.WriteCacheMetrics
+}
+
+func (m *writeCacheMetrics) Get(d time.Duration, success bool, st writecache.StorageType) {
+	m.metrics.AddGetDuration(m.shardID, success, d)
+	m.metrics.IncGetCounter(m.shardID, success, st.String())
+}
+
+func (m *writeCacheMetrics) Delete(d time.Duration, success bool, st writecache.StorageType) {
+	m.metrics.AddDeleteDuration(m.shardID, success, d)
+	m.metrics.IncDeleteCounter(m.shardID, success, st.String())
+	if success {
+		m.metrics.DecActualCount(m.shardID, st.String())
+	}
+}
+
+func (m *writeCacheMetrics) Put(d time.Duration, success bool, st writecache.StorageType) {
+	m.metrics.AddPutDuration(m.shardID, success, d)
+	m.metrics.IncPutCounter(m.shardID, success, st.String())
+	if success {
+		m.metrics.IncActualCount(m.shardID, st.String())
+	}
+}
+
+func (m *writeCacheMetrics) SetEstimateSize(db, fstree uint64) {
+	m.metrics.SetEstimateSize(m.shardID, db, writecache.StorageTypeDB.String())
+	m.metrics.SetEstimateSize(m.shardID, fstree, writecache.StorageTypeFSTree.String())
+}
+
+func (m *writeCacheMetrics) SetMode(mode mode.Mode) {
+	m.metrics.SetMode(m.shardID, mode.String())
+}
+
+func (m *writeCacheMetrics) SetActualCounters(db, fstree uint64) {
+	m.metrics.SetActualCount(m.shardID, db, writecache.StorageTypeDB.String())
+	m.metrics.SetActualCount(m.shardID, fstree, writecache.StorageTypeFSTree.String())
+}
+
+func (m *writeCacheMetrics) Flush(success bool, st writecache.StorageType) {
+	m.metrics.IncFlushCounter(m.shardID, success, st.String())
+}
+
+func (m *writeCacheMetrics) Evict(st writecache.StorageType) {
+	m.metrics.DecActualCount(m.shardID, st.String())
+	m.metrics.IncEvictCounter(m.shardID, st.String())
+}

pkg/local_object_storage/shard/shard.go

@@ -187,6 +187,13 @@ func WithWriteCacheOptions(opts ...writecache.Option) Option {
 	}
 }
 
+// WithExtraWriteCacheOptions returns option to add extra write cache options.
+func WithExtraWriteCacheOptions(opts ...writecache.Option) Option {
+	return func(c *cfg) {
+		c.writeCacheOpts = append(c.writeCacheOpts, opts...)
+	}
+}
+
 // WithPiloramaOptions returns option to set internal write cache options.
 func WithPiloramaOptions(opts ...pilorama.Option) Option {
 	return func(c *cfg) {

pkg/local_object_storage/writecache/delete.go

@@ -24,7 +24,7 @@ func (c *cache) Delete(ctx context.Context, addr oid.Address) error {
 	defer span.End()
 
 	deleted := false
-	storageType := storageTypeUndefined
+	storageType := StorageTypeUndefined
 	startedAt := time.Now()
 	defer func() {
 		c.metrics.Delete(time.Since(startedAt), deleted, storageType)
@@ -46,7 +46,7 @@ func (c *cache) Delete(ctx context.Context, addr oid.Address) error {
 	})
 
 	if dataSize > 0 {
-		storageType = storageTypeDB
+		storageType = StorageTypeDB
 		err := c.db.Update(func(tx *bbolt.Tx) error {
 			b := tx.Bucket(defaultBucket)
 			err := b.Delete([]byte(saddr))
@@ -65,7 +65,7 @@ func (c *cache) Delete(ctx context.Context, addr oid.Address) error {
 		return nil
 	}
 
-	storageType = storageTypeFSTree
+	storageType = StorageTypeFSTree
 	_, err := c.fsTree.Delete(ctx, common.DeletePrm{Address: addr})
 	if err == nil {
 		storagelog.Write(c.log,

pkg/local_object_storage/writecache/flush.go

@@ -199,7 +199,7 @@ func (c *cache) flushFSTree(ctx context.Context, ignoreErrors bool) error {
 			return err
 		}
 
-		err = c.flushObject(ctx, &obj, data, storageTypeFSTree)
+		err = c.flushObject(ctx, &obj, data, StorageTypeFSTree)
 		if err != nil {
 			if ignoreErrors {
 				return nil
@@ -228,7 +228,7 @@ func (c *cache) workerFlushSmall() {
 			return
 		}
 
-		err := c.flushObject(context.TODO(), obj, nil, storageTypeDB)
+		err := c.flushObject(context.TODO(), obj, nil, StorageTypeDB)
 		if err != nil {
 			// Error is handled in flushObject.
 			continue
@@ -239,7 +239,7 @@ func (c *cache) workerFlushSmall() {
 }
 
 // flushObject is used to write object directly to the main storage.
-func (c *cache) flushObject(ctx context.Context, obj *object.Object, data []byte, st storageType) error {
+func (c *cache) flushObject(ctx context.Context, obj *object.Object, data []byte, st StorageType) error {
 	var err error
 
 	defer func() {
@@ -319,7 +319,7 @@ func (c *cache) flush(ctx context.Context, ignoreErrors bool) error {
 				return err
 			}
 
-			if err := c.flushObject(ctx, &obj, data, storageTypeDB); err != nil {
+			if err := c.flushObject(ctx, &obj, data, StorageTypeDB); err != nil {
 				return err
 			}
 		}

pkg/local_object_storage/writecache/get.go

@@ -33,7 +33,7 @@ func (c *cache) Get(ctx context.Context, addr oid.Address) (*objectSDK.Object, e
 
 func (c *cache) getInternal(ctx context.Context, saddr string, addr oid.Address) (*objectSDK.Object, error) {
 	found := false
-	storageType := storageTypeUndefined
+	storageType := StorageTypeUndefined
 	startedAt := time.Now()
 	defer func() {
 		c.metrics.Get(time.Since(startedAt), found, storageType)
@@ -43,7 +43,7 @@ func (c *cache) getInternal(ctx context.Context, saddr string, addr oid.Address)
 	if err == nil {
 		obj := objectSDK.New()
 		found = true
-		storageType = storageTypeDB
+		storageType = StorageTypeDB
 		return obj, obj.Unmarshal(value)
 	}
 
@@ -53,7 +53,7 @@ func (c *cache) getInternal(ctx context.Context, saddr string, addr oid.Address)
 	}
 
 	found = true
-	storageType = storageTypeFSTree
+	storageType = StorageTypeFSTree
 	return res.Object, nil
 }
 

pkg/local_object_storage/writecache/metrics.go

@@ -6,37 +6,44 @@ import (
 	"git.frostfs.info/TrueCloudLab/frostfs-node/pkg/local_object_storage/shard/mode"
 )
 
-type storageType string
+type StorageType string
+
+func (t StorageType) String() string {
+	return string(t)
+}
 
 const (
-	storageTypeUndefined storageType = "null"
+	StorageTypeUndefined StorageType = "null"
-	storageTypeDB        storageType = "db"
+	StorageTypeDB        StorageType = "db"
-	storageTypeFSTree    storageType = "fstree"
+	StorageTypeFSTree    StorageType = "fstree"
 )
 
 type Metrics interface {
-	Get(d time.Duration, success bool, st storageType)
+	Get(d time.Duration, success bool, st StorageType)
-	Delete(d time.Duration, success bool, st storageType)
+	Delete(d time.Duration, success bool, st StorageType)
-	Put(d time.Duration, success bool, st storageType)
+	Put(d time.Duration, success bool, st StorageType)
-	Flush(success bool, st storageType)
+	Flush(success bool, st StorageType)
-	Evict(st storageType)
+	Evict(st StorageType)
 
-	Estimate(db, fstree uint64)
+	SetEstimateSize(db, fstree uint64)
 	SetMode(m mode.Mode)
+	SetActualCounters(db, fstree uint64)
 }
 
 type metricsStub struct{}
 
-func (s *metricsStub) Get(time.Duration, bool, storageType) {}
+func (s *metricsStub) Get(time.Duration, bool, StorageType) {}
 
-func (s *metricsStub) Delete(time.Duration, bool, storageType) {}
+func (s *metricsStub) Delete(time.Duration, bool, StorageType) {}
 
-func (s *metricsStub) Put(time.Duration, bool, storageType) {}
+func (s *metricsStub) Put(time.Duration, bool, StorageType) {}
 
-func (s *metricsStub) Estimate(uint64, uint64) {}
+func (s *metricsStub) SetEstimateSize(uint64, uint64) {}
 
 func (s *metricsStub) SetMode(mode.Mode) {}
 
-func (s *metricsStub) Flush(bool, storageType) {}
+func (s *metricsStub) SetActualCounters(uint64, uint64) {}
 
-func (s *metricsStub) Evict(storageType) {}
+func (s *metricsStub) Flush(bool, StorageType) {}
+
+func (s *metricsStub) Evict(StorageType) {}

pkg/local_object_storage/writecache/put.go

@@ -36,7 +36,7 @@ func (c *cache) Put(ctx context.Context, prm common.PutPrm) (common.PutRes, erro
 
 	startedAt := time.Now()
 	added := false
-	storageType := storageTypeUndefined
+	storageType := StorageTypeUndefined
 	defer func() {
 		c.metrics.Put(time.Since(startedAt), added, storageType)
 	}()
@@ -59,7 +59,7 @@ func (c *cache) Put(ctx context.Context, prm common.PutPrm) (common.PutRes, erro
 	}
 
 	if sz <= c.smallObjectSize {
-		storageType = storageTypeDB
+		storageType = StorageTypeDB
 		err := c.putSmall(oi)
 		if err == nil {
 			added = true
@@ -67,7 +67,7 @@ func (c *cache) Put(ctx context.Context, prm common.PutPrm) (common.PutRes, erro
 		return common.PutRes{}, err
 	}
 
-	storageType = storageTypeFSTree
+	storageType = StorageTypeFSTree
 	err := c.putBig(ctx, oi.addr, prm)
 	if err == nil {
 		added = true

pkg/local_object_storage/writecache/state.go

@@ -11,7 +11,7 @@ import (
 func (c *cache) estimateCacheSize() uint64 {
 	db := c.objCounters.DB() * c.smallObjectSize
 	fstree := c.objCounters.FS() * c.maxObjectSize
-	c.metrics.Estimate(db, fstree)
+	c.metrics.SetEstimateSize(db, fstree)
 	return db + fstree
 }
 
@@ -71,6 +71,7 @@ func (c *cache) initCounters() error {
 
 	c.objCounters.cDB.Store(inDB)
 	c.objCounters.cFS.Store(inFS)
+	c.metrics.SetActualCounters(inDB, inFS)
 
 	return nil
 }

pkg/local_object_storage/writecache/storage.go

@@ -79,7 +79,7 @@ func (c *cache) deleteFromDB(keys []string) []string {
 	})
 	for i := 0; i < errorIndex; i++ {
 		c.objCounters.DecDB()
-		c.metrics.Evict(storageTypeDB)
+		c.metrics.Evict(StorageTypeDB)
 		storagelog.Write(c.log,
 			storagelog.AddressField(keys[i]),
 			storagelog.StorageTypeField(wcStorageType),
@@ -122,7 +122,7 @@ func (c *cache) deleteFromDisk(ctx context.Context, keys []string) []string {
 				storagelog.StorageTypeField(wcStorageType),
 				storagelog.OpField("fstree DELETE"),
 			)
-			c.metrics.Evict(storageTypeFSTree)
+			c.metrics.Evict(StorageTypeFSTree)
 			c.objCounters.DecFS()
 		}
 	}

pkg/metrics/desc.go

@@ -48,6 +48,18 @@ func newGaugeVec(opts prometheus.GaugeOpts, labelNames []string) metric[*prometh
 	}
 }
 
+func newGaugeFunc(opts prometheus.GaugeOpts, f func() float64) metric[prometheus.GaugeFunc] {
+	return metric[prometheus.GaugeFunc]{
+		value: prometheus.NewGaugeFunc(opts, f),
+		desc: Description{
+			Name:           prometheus.BuildFQName(opts.Namespace, opts.Subsystem, opts.Name),
+			Type:           dto.MetricType_GAUGE.String(),
+			Help:           opts.Help,
+			ConstantLabels: opts.ConstLabels,
+		},
+	}
+}
+
 func newCounter(opts prometheus.CounterOpts) metric[prometheus.Counter] {
 	return metric[prometheus.Counter]{
 		value: prometheus.NewCounter(opts),
@@ -60,6 +72,32 @@ func newCounter(opts prometheus.CounterOpts) metric[prometheus.Counter] {
 	}
 }
 
+func newCounterVec(opts prometheus.CounterOpts, labels []string) metric[*prometheus.CounterVec] {
+	return metric[*prometheus.CounterVec]{
+		value: prometheus.NewCounterVec(opts, labels),
+		desc: Description{
+			Name:           prometheus.BuildFQName(opts.Namespace, opts.Subsystem, opts.Name),
+			Type:           dto.MetricType_COUNTER.String(),
+			Help:           opts.Help,
+			ConstantLabels: opts.ConstLabels,
+			VariableLabels: labels,
+		},
+	}
+}
+
+func newHistogramVec(opts prometheus.HistogramOpts, labelNames []string) metric[*prometheus.HistogramVec] {
+	return metric[*prometheus.HistogramVec]{
+		value: prometheus.NewHistogramVec(opts, labelNames),
+		desc: Description{
+			Name:           prometheus.BuildFQName(opts.Namespace, opts.Subsystem, opts.Name),
+			Type:           dto.MetricType_HISTOGRAM.String(),
+			Help:           opts.Help,
+			ConstantLabels: opts.ConstLabels,
+			VariableLabels: labelNames,
+		},
+	}
+}
+
 // DescribeAll returns descriptions for all registered metrics.
 func DescribeAll() ([]Description, error) {
 	registeredDescriptionsMtx.Lock()

pkg/metrics/node.go

@@ -10,6 +10,8 @@ type NodeMetrics struct {
 	stateMetrics
 	replicatorMetrics
 	epoch metric[prometheus.Gauge]
+
+	writeCacheMetrics *writeCacheMetrics
 }
 
 func NewNodeMetrics() *NodeMetrics {
@@ -33,12 +35,16 @@ func NewNodeMetrics() *NodeMetrics {
 	})
 	mustRegister(epoch)
 
+	writeCacheMetrics := newWriteCacheMetrics()
+	writeCacheMetrics.register()
+
 	return &NodeMetrics{
 		objectServiceMetrics: objectService,
 		engineMetrics:        engine,
 		stateMetrics:         state,
 		replicatorMetrics:    replicator,
 		epoch:                epoch,
+		writeCacheMetrics:    writeCacheMetrics,
 	}
 }
 
@@ -46,3 +52,11 @@ func NewNodeMetrics() *NodeMetrics {
 func (m *NodeMetrics) SetEpoch(epoch uint64) {
 	m.epoch.value.Set(float64(epoch))
 }
+
+// WriteCache returns WriteCache metrics.
+func (m *NodeMetrics) WriteCache() WriteCacheMetrics {
+	if m == nil {
+		return nil
+	}
+	return m.writeCacheMetrics
+}

pkg/metrics/writecache.go

@@ -0,0 +1,252 @@
+package metrics
+
+import (
+	"fmt"
+	"sync"
+	"time"
+
+	"github.com/prometheus/client_golang/prometheus"
+)
+
+const (
+	wcSubsystem = "writecache"
+	wcShardID   = "shard_id"
+	wcSuccess   = "success"
+	wcStorage   = "storage"
+	wcMode      = "mode"
+)
+
+type shardIDMode struct {
+	shardID, mode string
+}
+
+type WriteCacheMetrics interface {
+	AddGetDuration(shardID string, success bool, d time.Duration)
+	IncGetCounter(shardID string, success bool, storageType string)
+
+	AddDeleteDuration(shardID string, success bool, d time.Duration)
+	IncDeleteCounter(shardID string, success bool, storageType string)
+
+	AddPutDuration(shardID string, success bool, d time.Duration)
+	IncPutCounter(shardID string, success bool, storageType string)
+
+	IncActualCount(shardID string, storageType string)
+	DecActualCount(shardID string, storageType string)
+	SetActualCount(shardID string, count uint64, storageType string)
+
+	SetEstimateSize(shardID string, size uint64, storageType string)
+	SetMode(shardID string, mode string)
+
+	IncFlushCounter(shardID string, success bool, storageType string)
+	IncEvictCounter(shardID string, storageType string)
+}
+
+type writeCacheMetrics struct {
+	getDuration metric[*prometheus.HistogramVec]
+	getCounter  metric[*prometheus.CounterVec]
+
+	putDuration metric[*prometheus.HistogramVec]
+	putCounter  metric[*prometheus.CounterVec]
+
+	deleteDuration metric[*prometheus.HistogramVec]
+	deleteCounter  metric[*prometheus.CounterVec]
+
+	flushCounter metric[*prometheus.CounterVec]
+	evictCounter metric[*prometheus.CounterVec]
+
+	actualCount metric[*prometheus.GaugeVec]
+
+	estimatedSize metric[*prometheus.GaugeVec]
+
+	modeMetrics map[shardIDMode]metric[prometheus.GaugeFunc]
+	modeValues  map[string]string
+	modeMtx     sync.RWMutex
+}
+
+func newWriteCacheMetrics() *writeCacheMetrics {
+	return &writeCacheMetrics{
+		getDuration:    newWCMethodDurationCounter("get"),
+		getCounter:     newWCMethodCounterVec("get"),
+		putDuration:    newWCMethodDurationCounter("put"),
+		putCounter:     newWCMethodCounterVec("put"),
+		deleteDuration: newWCMethodDurationCounter("delete"),
+		deleteCounter:  newWCMethodCounterVec("delete"),
+		flushCounter:   newWCOperationCounterVec("flush", []string{wcShardID, wcStorage, wcSuccess}),
+		evictCounter:   newWCOperationCounterVec("evict", []string{wcShardID, wcStorage}),
+		actualCount:    newWCGaugeVec("actual_objects_count", "Actual objects count in writecache", []string{wcShardID, wcStorage}),
+		estimatedSize:  newWCGaugeVec("estimated_size_bytes", "Estimated writecache size", []string{wcShardID, wcStorage}),
+		modeMtx:        sync.RWMutex{},
+		modeMetrics:    make(map[shardIDMode]metric[prometheus.GaugeFunc]),
+		modeValues:     make(map[string]string),
+	}
+}
+
+func (m *writeCacheMetrics) AddGetDuration(shardID string, success bool, d time.Duration) {
+	setWriteCacheDuration(m.getDuration.value, shardID, success, d)
+}
+
+func (m *writeCacheMetrics) IncGetCounter(shardID string, success bool, storageType string) {
+	incWriteCacheCounter(m.getCounter.value, shardID, success, storageType)
+}
+
+func (m *writeCacheMetrics) AddDeleteDuration(shardID string, success bool, d time.Duration) {
+	setWriteCacheDuration(m.deleteDuration.value, shardID, success, d)
+}
+
+func (m *writeCacheMetrics) IncDeleteCounter(shardID string, success bool, storageType string) {
+	incWriteCacheCounter(m.deleteCounter.value, shardID, success, storageType)
+}
+
+func (m *writeCacheMetrics) AddPutDuration(shardID string, success bool, d time.Duration) {
+	setWriteCacheDuration(m.putDuration.value, shardID, success, d)
+}
+
+func (m *writeCacheMetrics) IncPutCounter(shardID string, success bool, storageType string) {
+	incWriteCacheCounter(m.putCounter.value, shardID, success, storageType)
+}
+
+func (m *writeCacheMetrics) IncActualCount(shardID string, storageType string) {
+	m.actualCount.value.With(prometheus.Labels{
+		wcShardID: shardID,
+		wcStorage: storageType,
+	}).Inc()
+}
+
+func (m *writeCacheMetrics) DecActualCount(shardID string, storageType string) {
+	m.actualCount.value.With(prometheus.Labels{
+		wcShardID: shardID,
+		wcStorage: storageType,
+	}).Dec()
+}
+
+func (m *writeCacheMetrics) SetActualCount(shardID string, count uint64, storageType string) {
+	m.actualCount.value.With(prometheus.Labels{
+		wcShardID: shardID,
+		wcStorage: storageType,
+	}).Set(float64(count))
+}
+
+func (m *writeCacheMetrics) SetEstimateSize(shardID string, size uint64, storageType string) {
+	m.estimatedSize.value.With(prometheus.Labels{
+		wcShardID: shardID,
+		wcStorage: storageType,
+	}).Set(float64(size))
+}
+
+func (m *writeCacheMetrics) SetMode(shardID string, mode string) {
+	m.modeMtx.Lock()
+	defer m.modeMtx.Unlock()
+
+	m.modeValues[shardID] = mode
+	key := shardIDMode{
+		shardID: shardID,
+		mode:    mode,
+	}
+	if _, found := m.modeMetrics[key]; found {
+		return
+	}
+
+	metric := newGaugeFunc(
+		prometheus.GaugeOpts{
+			Namespace: namespace,
+			Subsystem: wcSubsystem,
+			Name:      "writecache_mode",
+			Help:      "Writecache mode value",
+			ConstLabels: prometheus.Labels{
+				wcShardID: shardID,
+				wcMode:    mode,
+			},
+		}, func() float64 {
+			m.modeMtx.RLock()
+			defer m.modeMtx.RUnlock()
+
+			value := m.modeValues[shardID]
+			if value == mode {
+				return 1
+			}
+			return 0
+		})
+	mustRegister(metric)
+	m.modeMetrics[key] = metric
+}
+
+func (m *writeCacheMetrics) IncFlushCounter(shardID string, success bool, storageType string) {
+	m.flushCounter.value.With(prometheus.Labels{
+		wcShardID: shardID,
+		wcSuccess: fmt.Sprintf("%v", success),
+		wcStorage: storageType,
+	}).Inc()
+}
+
+func (m *writeCacheMetrics) IncEvictCounter(shardID string, storageType string) {
+	m.evictCounter.value.With(prometheus.Labels{
+		wcShardID: shardID,
+		wcStorage: storageType,
+	}).Inc()
+}
+
+func (m *writeCacheMetrics) register() {
+	mustRegister(m.getDuration)
+	mustRegister(m.getCounter)
+	mustRegister(m.putDuration)
+	mustRegister(m.putCounter)
+	mustRegister(m.deleteDuration)
+	mustRegister(m.deleteCounter)
+	mustRegister(m.actualCount)
+	mustRegister(m.estimatedSize)
+	mustRegister(m.flushCounter)
+	mustRegister(m.evictCounter)
+}
+
+func setWriteCacheDuration(m *prometheus.HistogramVec, shardID string, success bool, d time.Duration) {
+	m.With(
+		prometheus.Labels{
+			wcShardID: shardID,
+			wcSuccess: fmt.Sprintf("%v", success),
+		},
+	).Observe(float64(d))
+}
+
+func incWriteCacheCounter(m *prometheus.CounterVec, shardID string, success bool, storageType string) {
+	m.With(prometheus.Labels{
+		wcShardID: shardID,
+		wcSuccess: fmt.Sprintf("%v", success),
+		wcStorage: storageType,
+	}).Inc()
+}
+
+func newWCMethodDurationCounter(method string) metric[*prometheus.HistogramVec] {
+	return newHistogramVec(prometheus.HistogramOpts{
+		Namespace: namespace,
+		Subsystem: wcSubsystem,
+		Name:      fmt.Sprintf("%s_req_duration_seconds", method),
+		Help:      fmt.Sprintf("Accumulated %s request process duration", method),
+	}, []string{wcShardID, wcSuccess})
+}
+
+func newWCMethodCounterVec(method string) metric[*prometheus.CounterVec] {
+	return newCounterVec(prometheus.CounterOpts{
+		Namespace: namespace,
+		Subsystem: wcSubsystem,
+		Name:      fmt.Sprintf("%s_req_count", method),
+		Help:      fmt.Sprintf("The number of %s requests processed", method),
+	}, []string{wcShardID, wcSuccess, wcStorage})
+}
+
+func newWCOperationCounterVec(operation string, labels []string) metric[*prometheus.CounterVec] {
+	return newCounterVec(prometheus.CounterOpts{
+		Namespace: namespace,
+		Subsystem: wcSubsystem,
+		Name:      fmt.Sprintf("%s_operation_count", operation),
+		Help:      fmt.Sprintf("The number of %s operations processed", operation),
+	}, labels)
+}
+
+func newWCGaugeVec(name, help string, labels []string) metric[*prometheus.GaugeVec] {
+	return newGaugeVec(prometheus.GaugeOpts{
+		Namespace: namespace,
+		Subsystem: wcSubsystem,
+		Name:      name,
+		Help:      help,
+	}, labels)
+}