diff --git a/pkg/rhh/metrics.go b/pkg/rhh/metrics.go
index 3d7f8840d0..e314339d8d 100644
--- a/pkg/rhh/metrics.go
+++ b/pkg/rhh/metrics.go
@@ -19,7 +19,7 @@ type Metrics struct {
 
 	// These metrics have an extra label status = {"hit", "miss"}
 	Gets *prometheus.CounterVec // Number of times item retrieved.
-	Puts *prometheus.CounterVec // Number of times item retrieved.
+	Puts *prometheus.CounterVec // Number of times item inserted.
 }
 
 // NewMetrics initialises prometheus metrics for tracking an RHH hashmap.
diff --git a/storage/engine.go b/storage/engine.go
index 51eaf88dce..dcc3e0659f 100644
--- a/storage/engine.go
+++ b/storage/engine.go
@@ -138,6 +138,7 @@ func NewEngine(path string, c Config, options ...Option) *Engine {
 	// Set default metrics labels.
 	e.engine.SetDefaultMetricLabels(e.defaultMetricLabels)
 	e.sfile.SetDefaultMetricLabels(e.defaultMetricLabels)
+	e.index.SetDefaultMetricLabels(e.defaultMetricLabels)
 
 	return e
 }
@@ -165,8 +166,8 @@ func (e *Engine) WithLogger(log *zap.Logger) {
 // the engine and its components.
 func (e *Engine) PrometheusCollectors() []prometheus.Collector {
 	var metrics []prometheus.Collector
-	// TODO(edd): Get prom metrics for index.
 	metrics = append(metrics, e.sfile.PrometheusCollectors()...)
+	metrics = append(metrics, e.index.PrometheusCollectors()...)
 	metrics = append(metrics, e.engine.PrometheusCollectors()...)
 	metrics = append(metrics, e.retentionEnforcer.PrometheusCollectors()...)
 	return metrics
diff --git a/tsdb/metrics.go b/tsdb/metrics.go
index 845893c1fc..dbaa2f6218 100644
--- a/tsdb/metrics.go
+++ b/tsdb/metrics.go
@@ -70,7 +70,7 @@ func newSeriesFileMetrics(labels prometheus.Labels) *seriesFileMetrics {
 			Subsystem: seriesFileSubsystem,
 			Name:      "index_compactions_active",
 			Help:      "Number of active index compactions.",
-		}, names),
+		}, durationCompaction),
 		CompactionDuration: prometheus.NewHistogramVec(prometheus.HistogramOpts{
 			Namespace: namespace,
 			Subsystem: seriesFileSubsystem,
diff --git a/tsdb/series_file.go b/tsdb/series_file.go
index 722e135d8a..95f75a26dc 100644
--- a/tsdb/series_file.go
+++ b/tsdb/series_file.go
@@ -5,13 +5,14 @@ import (
 	"encoding/binary"
 	"errors"
 	"fmt"
-	"github.com/influxdata/platform/logger"
-	"github.com/influxdata/platform/pkg/rhh"
 	"os"
 	"path/filepath"
 	"sort"
 	"sync"
 
+	"github.com/influxdata/platform/logger"
+	"github.com/influxdata/platform/pkg/rhh"
+
 	"github.com/cespare/xxhash"
 	"github.com/influxdata/platform/models"
 	"github.com/influxdata/platform/pkg/binaryutil"
@@ -67,7 +68,10 @@ func (f *SeriesFile) WithLogger(log *zap.Logger) {
 // SetDefaultMetricLabels sets the default labels for metrics on the Series File.
 // It must be called before the SeriesFile is opened.
 func (f *SeriesFile) SetDefaultMetricLabels(labels prometheus.Labels) {
-	f.defaultMetricLabels = labels
+	f.defaultMetricLabels = make(prometheus.Labels, len(labels))
+	for k, v := range labels {
+		f.defaultMetricLabels[k] = v
+	}
 	f.defaultMetricLabels["partition_id"] = "" // All metrics have partition_id as a label.
 }
 
diff --git a/tsdb/tsi1/cache.go b/tsdb/tsi1/cache.go
index 5a2cb88401..1ee7616f82 100644
--- a/tsdb/tsi1/cache.go
+++ b/tsdb/tsi1/cache.go
@@ -5,6 +5,7 @@ import (
 	"sync"
 
 	"github.com/influxdata/platform/tsdb"
+	"github.com/prometheus/client_golang/prometheus"
 )
 
 // TagValueSeriesIDCache is an LRU cache for series id sets associated with
@@ -24,6 +25,7 @@ type TagValueSeriesIDCache struct {
 	cache   map[string]map[string]map[string]*list.Element
 	evictor *list.List
 
+	tracker  *cacheTracker
 	capacity int
 }
 
@@ -32,6 +34,7 @@ func NewTagValueSeriesIDCache(c int) *TagValueSeriesIDCache {
 	return &TagValueSeriesIDCache{
 		cache:    map[string]map[string]map[string]*list.Element{},
 		evictor:  list.New(),
+		tracker:  newCacheTracker(newCacheMetrics(nil)),
 		capacity: c,
 	}
 }
@@ -48,11 +51,13 @@ func (c *TagValueSeriesIDCache) get(name, key, value []byte) *tsdb.SeriesIDSet {
 	if mmap, ok := c.cache[string(name)]; ok {
 		if tkmap, ok := mmap[string(key)]; ok {
 			if ele, ok := tkmap[string(value)]; ok {
+				c.tracker.IncGetHit()
 				c.evictor.MoveToFront(ele) // This now becomes most recently used.
 				return ele.Value.(*seriesIDCacheElement).SeriesIDSet
 			}
 		}
 	}
+	c.tracker.IncGetMiss()
 	return nil
 }
 
@@ -100,6 +105,7 @@ func (c *TagValueSeriesIDCache) Put(name, key, value []byte, ss *tsdb.SeriesIDSe
 	// Check under the write lock if the relevant item is now in the cache.
 	if c.exists(name, key, value) {
 		c.Unlock()
+		c.tracker.IncPutHit()
 		return
 	}
 	defer c.Unlock()
@@ -136,6 +142,7 @@ func (c *TagValueSeriesIDCache) Put(name, key, value []byte, ss *tsdb.SeriesIDSe
 
 EVICT:
 	c.checkEviction()
+	c.tracker.IncPutMiss()
 }
 
 // Delete removes x from the tuple {name, key, value} if it exists.
@@ -153,16 +160,21 @@ func (c *TagValueSeriesIDCache) delete(name, key, value []byte, x tsdb.SeriesID)
 			if ele, ok := tkmap[string(value)]; ok {
 				if ss := ele.Value.(*seriesIDCacheElement).SeriesIDSet; ss != nil {
 					ele.Value.(*seriesIDCacheElement).SeriesIDSet.Remove(x)
+					c.tracker.IncDeletesHit()
+					return
 				}
 			}
 		}
 	}
+	c.tracker.IncDeletesMiss()
 }
 
 // checkEviction checks if the cache is too big, and evicts the least recently used
 // item if it is.
 func (c *TagValueSeriesIDCache) checkEviction() {
-	if c.evictor.Len() <= c.capacity {
+	l := c.evictor.Len()
+	c.tracker.SetSize(uint64(l))
+	if l <= c.capacity {
 		return
 	}
 
@@ -184,6 +196,13 @@ func (c *TagValueSeriesIDCache) checkEviction() {
 	if len(c.cache[string(name)]) == 0 {
 		delete(c.cache, string(name))
 	}
+	c.tracker.IncEvictions()
+}
+
+func (c *TagValueSeriesIDCache) PrometheusCollectors() []prometheus.Collector {
+	var collectors []prometheus.Collector
+	collectors = append(collectors, c.tracker.metrics.PrometheusCollectors()...)
+	return collectors
 }
 
 // seriesIDCacheElement is an item stored within a cache.
@@ -193,3 +212,48 @@ type seriesIDCacheElement struct {
 	value       []byte
 	SeriesIDSet *tsdb.SeriesIDSet
 }
+
+type cacheTracker struct {
+	metrics *cacheMetrics
+}
+
+func newCacheTracker(metrics *cacheMetrics) *cacheTracker {
+	return &cacheTracker{metrics: metrics}
+}
+
+func (t *cacheTracker) SetSize(sz uint64) {
+	labels := t.metrics.Labels()
+	t.metrics.Size.With(labels).Set(float64(sz))
+}
+
+func (t *cacheTracker) incGet(status string) {
+	labels := t.metrics.Labels()
+	labels["status"] = status
+	t.metrics.Gets.With(labels).Inc()
+}
+
+func (t *cacheTracker) IncGetHit()  { t.incGet("hit") }
+func (t *cacheTracker) IncGetMiss() { t.incGet("miss") }
+
+func (t *cacheTracker) incPut(status string) {
+	labels := t.metrics.Labels()
+	labels["status"] = status
+	t.metrics.Puts.With(labels).Inc()
+}
+
+func (t *cacheTracker) IncPutHit()  { t.incPut("hit") }
+func (t *cacheTracker) IncPutMiss() { t.incPut("miss") }
+
+func (t *cacheTracker) incDeletes(status string) {
+	labels := t.metrics.Labels()
+	labels["status"] = status
+	t.metrics.Deletes.With(labels).Inc()
+}
+
+func (t *cacheTracker) IncDeletesHit()  { t.incDeletes("hit") }
+func (t *cacheTracker) IncDeletesMiss() { t.incDeletes("miss") }
+
+func (t *cacheTracker) IncEvictions() {
+	labels := t.metrics.Labels()
+	t.metrics.Evictions.With(labels).Inc()
+}
diff --git a/tsdb/tsi1/index.go b/tsdb/tsi1/index.go
index 7411e04c31..3f71b329a7 100644
--- a/tsdb/tsi1/index.go
+++ b/tsdb/tsi1/index.go
@@ -13,6 +13,8 @@ import (
 	"sync/atomic"
 	"unsafe"
 
+	"github.com/prometheus/client_golang/prometheus"
+
 	"bytes"
 	"sort"
 
@@ -109,7 +111,10 @@ type Index struct {
 	partitions []*Partition
 	opened     bool
 
+	defaultLabels prometheus.Labels
+
 	tagValueCache *TagValueSeriesIDCache
+	partitionMetrics *partitionMetrics // Maintain a single set of partition metrics to be shared by partition.
 
 	// The following may be set when initializing an Index.
 	path               string      // Root directory of the index partitions.
@@ -137,6 +142,7 @@ func (i *Index) UniqueReferenceID() uintptr {
 func NewIndex(sfile *tsdb.SeriesFile, c Config, options ...IndexOption) *Index {
 	idx := &Index{
 		tagValueCache:  NewTagValueSeriesIDCache(DefaultSeriesIDSetCacheSize),
+		partitionMetrics: newPartitionMetrics(nil),
 		maxLogFileSize: int64(c.MaxIndexLogFileSize),
 		logger:         zap.NewNop(),
 		version:        Version,
@@ -151,6 +157,16 @@ func NewIndex(sfile *tsdb.SeriesFile, c Config, options ...IndexOption) *Index {
 	return idx
 }
 
+// SetDefaultMetricLabels sets the default labels on the trackers.
+func (i *Index) SetDefaultMetricLabels(labels prometheus.Labels) {
+	i.defaultLabels = make(prometheus.Labels, len(labels))
+	for k, v := range labels {
+		i.defaultLabels[k] = v
+	}
+	i.tagValueCache.tracker = newCacheTracker(newCacheMetrics(labels))
+	i.partitionMetrics = newPartitionMetrics(labels)
+}
+
 // Bytes estimates the memory footprint of this Index, in bytes.
 func (i *Index) Bytes() int {
 	var b int
@@ -218,6 +234,7 @@ func (i *Index) Open() error {
 		p.nosync = i.disableFsync
 		p.logbufferSize = i.logfileBufferSize
 		p.logger = i.logger.With(zap.String("tsi1_partition", fmt.Sprint(j+1)))
+		p.tracker = newPartitionTracker(i.partitionMetrics, j)
 		i.partitions[j] = p
 	}
 
@@ -1517,6 +1534,14 @@ func (i *Index) matchTagValueNotEqualNotEmptySeriesIDIterator(name, key []byte,
 	return tsdb.DifferenceSeriesIDIterators(mitr, tsdb.MergeSeriesIDIterators(itrs...)), nil
 }
 
+// PrometheusCollectors returns all of the metrics for the index.
+func (i *Index) PrometheusCollectors() []prometheus.Collector {
+	var collectors []prometheus.Collector
+	collectors = append(collectors, i.tagValueCache.PrometheusCollectors()...)
+	collectors = append(collectors, i.partitionMetrics.PrometheusCollectors()...)
+	return collectors
+}
+
 // IsIndexDir returns true if directory contains at least one partition directory.
 func IsIndexDir(path string) (bool, error) {
 	fis, err := ioutil.ReadDir(path)
diff --git a/tsdb/tsi1/metrics.go b/tsdb/tsi1/metrics.go
new file mode 100644
index 0000000000..f81aa6b59a
--- /dev/null
+++ b/tsdb/tsi1/metrics.go
@@ -0,0 +1,229 @@
+package tsi1
+
+import (
+	"fmt"
+	"sort"
+
+	"github.com/prometheus/client_golang/prometheus"
+)
+
+// namespace is the leading part of all published metrics for the Storage service.
+const namespace = "storage"
+
+const cacheSubsystem = "tsi_cache"     // sub-system associated with TSI index cache.
+const partitionSubsystem = "tsi_index" // sub-system associated with the TSI index.
+
+type cacheMetrics struct {
+	labels prometheus.Labels
+	Size   *prometheus.GaugeVec // Size of the cache.
+
+	// These metrics have an extra label status = {"hit", "miss"}
+	Gets      *prometheus.CounterVec // Number of times item retrieved.
+	Puts      *prometheus.CounterVec // Number of times item inserted.
+	Deletes   *prometheus.CounterVec // Number of times item deleted.
+	Evictions *prometheus.CounterVec // Number of times item deleted.
+}
+
+// newCacheMetrics initialises the prometheus metrics for tracking the Series File.
+func newCacheMetrics(labels prometheus.Labels) *cacheMetrics {
+	var names []string
+	for k := range labels {
+		names = append(names, k)
+	}
+	sort.Strings(names)
+
+	statusNames := append(names, "status")
+	sort.Strings(statusNames)
+
+	return &cacheMetrics{
+		labels: labels,
+		Size: prometheus.NewGaugeVec(prometheus.GaugeOpts{
+			Namespace: namespace,
+			Subsystem: cacheSubsystem,
+			Name:      "size",
+			Help:      "Number of items residing in the cache.",
+		}, names),
+		Gets: prometheus.NewCounterVec(prometheus.CounterOpts{
+			Namespace: namespace,
+			Subsystem: cacheSubsystem,
+			Name:      "get_total",
+			Help:      "Total number of gets on cache.",
+		}, statusNames),
+		Puts: prometheus.NewCounterVec(prometheus.CounterOpts{
+			Namespace: namespace,
+			Subsystem: cacheSubsystem,
+			Name:      "put_total",
+			Help:      "Total number of insertions in cache.",
+		}, statusNames),
+		Deletes: prometheus.NewCounterVec(prometheus.CounterOpts{
+			Namespace: namespace,
+			Subsystem: cacheSubsystem,
+			Name:      "deletes_total",
+			Help:      "Total number of deletions in cache.",
+		}, statusNames),
+		Evictions: prometheus.NewCounterVec(prometheus.CounterOpts{
+			Namespace: namespace,
+			Subsystem: cacheSubsystem,
+			Name:      "evictions_total",
+			Help:      "Total number of cache evictions.",
+		}, names),
+	}
+}
+
+// Labels returns a copy of labels for use with RHH metrics.
+func (m *cacheMetrics) Labels() prometheus.Labels {
+	l := make(map[string]string, len(m.labels))
+	for k, v := range m.labels {
+		l[k] = v
+	}
+	return l
+}
+
+// PrometheusCollectors satisfies the prom.PrometheusCollector interface.
+func (m *cacheMetrics) PrometheusCollectors() []prometheus.Collector {
+	return []prometheus.Collector{
+		m.Size,
+		m.Gets,
+		m.Puts,
+		m.Deletes,
+		m.Evictions,
+	}
+}
+
+type partitionMetrics struct {
+	labels                prometheus.Labels
+	SeriesCreated         *prometheus.CounterVec   // Number of series created in Series File.
+	SeriesCreatedDuration *prometheus.HistogramVec // Distribution of time to insert series.
+	SeriesDropped         *prometheus.CounterVec   // Number of series removed from index.
+	Series                *prometheus.GaugeVec     // Number of series.
+	Measurements          *prometheus.GaugeVec     // Number of measurements.
+	DiskSize              *prometheus.GaugeVec     // Size occupied on disk.
+
+	// This metrics has a "type" = {index, log}
+	FilesTotal *prometheus.GaugeVec // files on disk.
+
+	// This metric has a "level" metric.
+	CompactionsActive *prometheus.GaugeVec // Number of active compactions.
+
+	// These metrics have a "level" metric.
+	// The following metrics include a "status" = {ok, error}` label
+	CompactionDuration *prometheus.HistogramVec // Duration of compactions.
+	Compactions        *prometheus.CounterVec   // Total number of compactions.
+}
+
+// newPartitionMetrics initialises the prometheus metrics for tracking the TSI partitions.
+func newPartitionMetrics(labels prometheus.Labels) *partitionMetrics {
+	names := []string{"partition_id"} // All metrics have a partition
+	for k := range labels {
+		names = append(names, k)
+	}
+	sort.Strings(names)
+
+	// type = {"index", "log"}
+	fileNames := append(names, "type")
+	sort.Strings(fileNames)
+
+	// level = [0, 7]
+	compactionNames := append(names, "level")
+	sort.Strings(compactionNames)
+
+	// status = {"ok", "error"}
+	attemptedCompactionNames := append(compactionNames, "status")
+	sort.Strings(attemptedCompactionNames)
+
+	return &partitionMetrics{
+		labels: labels,
+		SeriesCreated: prometheus.NewCounterVec(prometheus.CounterOpts{
+			Namespace: namespace,
+			Subsystem: partitionSubsystem,
+			Name:      "series_created",
+			Help:      "Number of series created in the partition.",
+		}, names),
+		SeriesCreatedDuration: prometheus.NewHistogramVec(prometheus.HistogramOpts{
+			Namespace: namespace,
+			Subsystem: partitionSubsystem,
+			Name:      "series_created_duration_ns",
+			Help:      "Time taken in nanosecond to create single series.",
+			// 30 buckets spaced exponentially between 100ns and ~19 us.
+			Buckets: prometheus.ExponentialBuckets(100.0, 1.2, 30),
+		}, names),
+		SeriesDropped: prometheus.NewCounterVec(prometheus.CounterOpts{
+			Namespace: namespace,
+			Subsystem: partitionSubsystem,
+			Name:      "series_dropped",
+			Help:      "Number of series dropped from the partition.",
+		}, names),
+		Series: prometheus.NewGaugeVec(prometheus.GaugeOpts{
+			Namespace: namespace,
+			Subsystem: partitionSubsystem,
+			Name:      "series_total",
+			Help:      "Number of series in the partition.",
+		}, names),
+		Measurements: prometheus.NewGaugeVec(prometheus.GaugeOpts{
+			Namespace: namespace,
+			Subsystem: partitionSubsystem,
+			Name:      "measurements_total",
+			Help:      "Number of series in the partition.",
+		}, names),
+		FilesTotal: prometheus.NewGaugeVec(prometheus.GaugeOpts{
+			Namespace: namespace,
+			Subsystem: partitionSubsystem,
+			Name:      "files_total",
+			Help:      "Number of files in the partition.",
+		}, fileNames),
+		DiskSize: prometheus.NewGaugeVec(prometheus.GaugeOpts{
+			Namespace: namespace,
+			Subsystem: partitionSubsystem,
+			Name:      "disk_bytes",
+			Help:      "Number of bytes TSI partition is using on disk.",
+		}, names),
+		CompactionsActive: prometheus.NewGaugeVec(prometheus.GaugeOpts{
+			Namespace: namespace,
+			Subsystem: partitionSubsystem,
+			Name:      "compactions_active",
+			Help:      "Number of active partition compactions.",
+		}, compactionNames),
+		CompactionDuration: prometheus.NewHistogramVec(prometheus.HistogramOpts{
+			Namespace: namespace,
+			Subsystem: partitionSubsystem,
+			Name:      "compactions_duration_seconds",
+			Help:      "Time taken for a successful compaction of partition.",
+			// 30 buckets spaced exponentially between 1s and ~10 minutes.
+			Buckets: prometheus.ExponentialBuckets(1.0, 1.25, 30),
+		}, compactionNames),
+		Compactions: prometheus.NewCounterVec(prometheus.CounterOpts{
+			Namespace: namespace,
+			Subsystem: partitionSubsystem,
+			Name:      "compactions",
+			Help:      "Number of compactions.",
+		}, attemptedCompactionNames),
+	}
+}
+
+// Labels returns a copy of labels for use with TSI partition metrics.
+func (m *partitionMetrics) Labels(partition int) prometheus.Labels {
+	l := make(map[string]string, len(m.labels))
+	for k, v := range m.labels {
+		l[k] = v
+	}
+
+	// N.B all series file metrics include the partition. So it's included here.
+	l["partition_id"] = fmt.Sprint(partition)
+	return l
+}
+
+// PrometheusCollectors satisfies the prom.PrometheusCollector interface.
+func (m *partitionMetrics) PrometheusCollectors() []prometheus.Collector {
+	return []prometheus.Collector{
+		m.SeriesCreated,
+		m.SeriesCreatedDuration,
+		m.SeriesDropped,
+		m.Series,
+		m.Measurements,
+		m.FilesTotal,
+		m.DiskSize,
+		m.CompactionsActive,
+		m.CompactionDuration,
+		m.Compactions,
+	}
+}
diff --git a/tsdb/tsi1/partition.go b/tsdb/tsi1/partition.go
index fbfe1b7e8e..84d8eb08b2 100644
--- a/tsdb/tsi1/partition.go
+++ b/tsdb/tsi1/partition.go
@@ -54,6 +54,8 @@ type Partition struct {
 	// Measurement stats
 	stats MeasurementCardinalityStats
 
+	tracker *partitionTracker
+
 	// Fast series lookup of series IDs in the series file that have been present
 	// in this partition. This set tracks both insertions and deletions of a series.
 	seriesIDSet *tsdb.SeriesIDSet
@@ -92,7 +94,7 @@ type Partition struct {
 
 // NewPartition returns a new instance of Partition.
 func NewPartition(sfile *tsdb.SeriesFile, path string) *Partition {
-	return &Partition{
+	partition := &Partition{
 		closing:     make(chan struct{}),
 		path:        path,
 		sfile:       sfile,
@@ -106,6 +108,11 @@ func NewPartition(sfile *tsdb.SeriesFile, path string) *Partition {
 		logger:  zap.NewNop(),
 		version: Version,
 	}
+
+	base := filepath.Base(path)
+	id, _ := strconv.Atoi(base) // Ignore error because we will re-check during Open.
+	partition.tracker = newPartitionTracker(newPartitionMetrics(nil), id)
+	return partition
 }
 
 // bytes estimates the memory footprint of this Partition, in bytes.
@@ -244,6 +251,10 @@ func (p *Partition) Open() error {
 	if err := p.buildSeriesSet(); err != nil {
 		return err
 	}
+	p.tracker.SetSeries(p.seriesIDSet.Cardinality())
+	p.tracker.SetFiles(uint64(len(p.fileSet.IndexFiles())), "index")
+	p.tracker.SetFiles(uint64(len(p.fileSet.LogFiles())), "log")
+	p.tracker.SetDiskSize(uint64(p.fileSet.Size()))
 
 	// Mark opened.
 	p.opened = true
@@ -472,6 +483,11 @@ func (p *Partition) prependActiveLogFile() error {
 	if err := p.writeStatsFile(); err != nil {
 		return err
 	}
+
+	// Set the file metrics again.
+	p.tracker.SetFiles(uint64(len(p.fileSet.IndexFiles())), "index")
+	p.tracker.SetFiles(uint64(len(p.fileSet.LogFiles())), "log")
+	p.tracker.SetDiskSize(uint64(p.fileSet.Size()))
 	return nil
 }
 
@@ -663,6 +679,7 @@ func (p *Partition) createSeriesListIfNotExists(collection *tsdb.SeriesCollectio
 	defer fs.Release()
 
 	// Ensure fileset cannot change during insert.
+	now := time.Now()
 	p.mu.RLock()
 	// Insert series into log file.
 	ids, err := p.activeLogFile.AddSeriesList(p.seriesIDSet, collection)
@@ -675,9 +692,26 @@ func (p *Partition) createSeriesListIfNotExists(collection *tsdb.SeriesCollectio
 	if err := p.CheckLogFile(); err != nil {
 		return nil, err
 	}
+
+	// NOTE(edd): if this becomes expensive then we can move the count into the
+	// log file.
+	var totalNew uint64
+	for _, id := range ids {
+		if !id.IsZero() {
+			totalNew++
+		}
+	}
+	if totalNew > 0 {
+		p.tracker.AddSeriesCreated(totalNew, time.Since(now))
+		p.tracker.AddSeries(totalNew)
+		p.tracker.SetDiskSize(uint64(p.fileSet.Size()))
+	}
 	return ids, nil
 }
 
+// DropSeries removes the provided series id from the index.
+//
+// TODO(edd): We should support a bulk drop here.
 func (p *Partition) DropSeries(seriesID tsdb.SeriesID) error {
 	// Ignore if the series is already deleted.
 	if !p.seriesIDSet.Contains(seriesID) {
@@ -691,6 +725,8 @@ func (p *Partition) DropSeries(seriesID tsdb.SeriesID) error {
 
 	// Update series set.
 	p.seriesIDSet.Remove(seriesID)
+	p.tracker.AddSeriesDropped(1)
+	p.tracker.SubSeries(1)
 
 	// Swap log file, if necessary.
 	return p.CheckLogFile()
@@ -923,7 +959,22 @@ func (p *Partition) compact() {
 func (p *Partition) compactToLevel(files []*IndexFile, level int, interrupt <-chan struct{}) {
 	assert(len(files) >= 2, "at least two index files are required for compaction")
 	assert(level > 0, "cannot compact level zero")
+	
+	var err error
+	var start time.Time
 
+	p.tracker.IncActiveCompaction(level)
+	// Set the relevant metrics at the end of any compaction.
+	defer func() {
+		p.tracker.SetFiles(uint64(len(p.fileSet.IndexFiles())), "index")
+		p.tracker.SetFiles(uint64(len(p.fileSet.LogFiles())), "log")
+		p.tracker.SetDiskSize(uint64(p.fileSet.Size()))
+		p.tracker.DecActiveCompaction(level)
+
+		success := err == nil
+		p.tracker.CompactionAttempted(level, success, time.Since(start))
+	}()
+	
 	// Build a logger for this compaction.
 	log, logEnd := logger.NewOperation(p.logger, "TSI level compaction", "tsi1_compact_to_level", zap.Int("tsi1_level", level))
 	defer logEnd()
@@ -942,12 +993,12 @@ func (p *Partition) compactToLevel(files []*IndexFile, level int, interrupt <-ch
 	defer once.Do(func() { IndexFiles(files).Release() })
 
 	// Track time to compact.
-	start := time.Now()
+	start = time.Now()
 
 	// Create new index file.
 	path := filepath.Join(p.path, FormatIndexFileName(p.NextSequence(), level))
-	f, err := os.Create(path)
-	if err != nil {
+	var f *os.File
+	if f, err = os.Create(path);err != nil {
 		log.Error("Cannot create compaction files", zap.Error(err))
 		return
 	}
@@ -960,14 +1011,14 @@ func (p *Partition) compactToLevel(files []*IndexFile, level int, interrupt <-ch
 
 	// Compact all index files to new index file.
 	lvl := p.levels[level]
-	n, err := IndexFiles(files).CompactTo(f, p.sfile, lvl.M, lvl.K, interrupt)
-	if err != nil {
+	var n int64
+	if n, err = IndexFiles(files).CompactTo(f, p.sfile, lvl.M, lvl.K, interrupt); err != nil {
 		log.Error("Cannot compact index files", zap.Error(err))
 		return
 	}
 
 	// Close file.
-	if err := f.Close(); err != nil {
+	if err = f.Close(); err != nil {
 		log.Error("Error closing index file", zap.Error(err))
 		return
 	}
@@ -975,13 +1026,13 @@ func (p *Partition) compactToLevel(files []*IndexFile, level int, interrupt <-ch
 	// Reopen as an index file.
 	file := NewIndexFile(p.sfile)
 	file.SetPath(path)
-	if err := file.Open(); err != nil {
+	if err = file.Open(); err != nil {
 		log.Error("Cannot open new index file", zap.Error(err))
 		return
 	}
 
 	// Obtain lock to swap in index file and write manifest.
-	if err := func() error {
+	if err = func() error {
 		p.mu.Lock()
 		defer p.mu.Unlock()
 
@@ -1021,10 +1072,10 @@ func (p *Partition) compactToLevel(files []*IndexFile, level int, interrupt <-ch
 	for _, f := range files {
 		log.Info("Removing index file", zap.String("path", f.Path()))
 
-		if err := f.Close(); err != nil {
+		if err = f.Close(); err != nil {
 			log.Error("Cannot close index file", zap.Error(err))
 			return
-		} else if err := os.Remove(f.Path()); err != nil {
+		} else if err = os.Remove(f.Path()); err != nil {
 			log.Error("Cannot remove index file", zap.Error(err))
 			return
 		}
@@ -1228,6 +1279,119 @@ func (p *Partition) MeasurementCardinalityStats() MeasurementCardinalityStats {
 	return stats
 }
 
+type partitionTracker struct {
+	metrics *partitionMetrics
+	id      int // ID of partition.
+}
+
+func newPartitionTracker(metrics *partitionMetrics, partition int) *partitionTracker {
+	return &partitionTracker{
+		metrics: metrics,
+		id:      partition,
+	}
+}
+
+// AddSeriesCreated increases the number of series created in the partition by n
+// and sets a sample of the time taken to create a series.
+func (t *partitionTracker) AddSeriesCreated(n uint64, d time.Duration) {
+	labels := t.metrics.Labels(t.id)
+	t.metrics.SeriesCreated.With(labels).Add(float64(n))
+
+	if n == 0 {
+		return // Nothing to record
+	}
+
+	perseries := d.Seconds() / float64(n)
+	t.metrics.SeriesCreatedDuration.With(labels).Observe(perseries)
+}
+
+// AddSeriesDropped increases the number of series dropped in the partition by n.
+func (t *partitionTracker) AddSeriesDropped(n uint64) {
+	labels := t.metrics.Labels(t.id)
+	t.metrics.SeriesDropped.With(labels).Add(float64(n))
+}
+
+// SetSeries sets the number of series in the partition.
+func (t *partitionTracker) SetSeries(n uint64) {
+	labels := t.metrics.Labels(t.id)
+	t.metrics.Series.With(labels).Set(float64(n))
+}
+
+// AddSeries increases the number of series in the partition by n.
+func (t *partitionTracker) AddSeries(n uint64) {
+	labels := t.metrics.Labels(t.id)
+	t.metrics.Series.With(labels).Add(float64(n))
+}
+
+// SubSeries decreases the number of series in the partition by n.
+func (t *partitionTracker) SubSeries(n uint64) {
+	labels := t.metrics.Labels(t.id)
+	t.metrics.Series.With(labels).Sub(float64(n))
+}
+
+// SetMeasurements sets the number of measurements in the partition.
+func (t *partitionTracker) SetMeasurements(n uint64) {
+	labels := t.metrics.Labels(t.id)
+	t.metrics.Measurements.With(labels).Set(float64(n))
+}
+
+// AddMeasurements increases the number of measurements in the partition by n.
+func (t *partitionTracker) AddMeasurements(n uint64) {
+	labels := t.metrics.Labels(t.id)
+	t.metrics.Measurements.With(labels).Add(float64(n))
+}
+
+// SubMeasurements decreases the number of measurements in the partition by n.
+func (t *partitionTracker) SubMeasurements(n uint64) {
+	labels := t.metrics.Labels(t.id)
+	t.metrics.Measurements.With(labels).Sub(float64(n))
+}
+
+// SetFiles sets the number of files in the partition.
+func (t *partitionTracker) SetFiles(n uint64, typ string) {
+	labels := t.metrics.Labels(t.id)
+	labels["type"] = typ
+	t.metrics.FilesTotal.With(labels).Set(float64(n))
+}
+
+// SetDiskSize sets the size of files in the partition.
+func (t *partitionTracker) SetDiskSize(n uint64) {
+	labels := t.metrics.Labels(t.id)
+	t.metrics.DiskSize.With(labels).Set(float64(n))
+}
+
+// IncActiveCompaction increments the number of active compactions for the provided level.
+func (t *partitionTracker) IncActiveCompaction(level int) {
+	labels := t.metrics.Labels(t.id)
+	labels["level"] = fmt.Sprint(level)
+
+	t.metrics.CompactionsActive.With(labels).Inc()
+}
+
+// DecActiveCompaction decrements the number of active compactions for the provided level.
+func (t *partitionTracker) DecActiveCompaction(level int) {
+	labels := t.metrics.Labels(t.id)
+	labels["level"] = fmt.Sprint(level)
+
+	t.metrics.CompactionsActive.With(labels).Dec()
+}
+
+// CompactionAttempted updates the number of compactions attempted for the provided level.
+func (t *partitionTracker) CompactionAttempted(level int, success bool, d time.Duration) {
+	labels := t.metrics.Labels(t.id)
+	labels["level"] = fmt.Sprint(level)
+	if success {
+		t.metrics.CompactionDuration.With(labels).Observe(d.Seconds())
+
+		labels["status"] = "ok"
+		t.metrics.Compactions.With(labels).Inc()
+		return
+	}
+
+	labels["status"] = "error"
+	t.metrics.Compactions.With(labels).Inc()
+}
+
 // unionStringSets returns the union of two sets
 func unionStringSets(a, b map[string]struct{}) map[string]struct{} {
 	other := make(map[string]struct{})