diff --git a/go.mod b/go.mod
index 95cc7b8af..f022f09e9 100644
--- a/go.mod
+++ b/go.mod
@@ -10,6 +10,7 @@ require (
 	github.com/alecthomas/kingpin/v2 v2.4.0
 	github.com/alecthomas/units v0.0.0-20231202071711-9a357b53e9c9
 	github.com/aws/aws-sdk-go v1.48.14
+	github.com/bboreham/go-loser v0.0.0-20230920113527-fcc2c21820a3
 	github.com/cespare/xxhash/v2 v2.2.0
 	github.com/dennwc/varint v1.0.0
 	github.com/digitalocean/godo v1.106.0
diff --git a/go.sum b/go.sum
index d29694fb9..ae367bb90 100644
--- a/go.sum
+++ b/go.sum
@@ -94,6 +94,8 @@ github.com/aws/aws-sdk-go v1.38.35/go.mod h1:hcU610XS61/+aQV88ixoOzUoG7v3b31pl2z
 github.com/aws/aws-sdk-go v1.48.14 h1:nVLrp+F84SG+xGiFMfe1TE6ZV6smF+42tuuNgYGV30s=
 github.com/aws/aws-sdk-go v1.48.14/go.mod h1:LF8svs817+Nz+DmiMQKTO3ubZ/6IaTpq3TjupRn3Eqk=
 github.com/aws/aws-sdk-go-v2 v0.18.0/go.mod h1:JWVYvqSMppoMJC0x5wdwiImzgXTI9FuZwxzkQq9wy+g=
+github.com/bboreham/go-loser v0.0.0-20230920113527-fcc2c21820a3 h1:6df1vn4bBlDDo4tARvBm7l6KA9iVMnE3NWizDeWSrps=
+github.com/bboreham/go-loser v0.0.0-20230920113527-fcc2c21820a3/go.mod h1:CIWtjkly68+yqLPbvwwR/fjNJA/idrtULjZWh2v1ys0=
 github.com/beorn7/perks v0.0.0-20180321164747-3a771d992973/go.mod h1:Dwedo/Wpr24TaqPxmxbtue+5NUziq4I4S80YR8gNf3Q=
 github.com/beorn7/perks v1.0.0/go.mod h1:KWe93zE9D1o94FZ5RNwFwVgaQK1VOXiVxmqh+CedLV8=
 github.com/beorn7/perks v1.0.1 h1:VlbKKnNfV8bJzeqoa4cOKqO6bYr3WgKZxO8Z16+hsOM=
diff --git a/tsdb/index/postings.go b/tsdb/index/postings.go
index c83957427..222a8b0d6 100644
--- a/tsdb/index/postings.go
+++ b/tsdb/index/postings.go
@@ -18,11 +18,13 @@ import (
 	"context"
 	"encoding/binary"
 	"fmt"
+	"math"
 	"runtime"
 	"sort"
 	"strings"
 	"sync"
 
+	"github.com/bboreham/go-loser"
 	"golang.org/x/exp/slices"
 
 	"github.com/prometheus/prometheus/model/labels"
@@ -525,7 +527,7 @@ func (it *intersectPostings) Err() error {
 }
 
 // Merge returns a new iterator over the union of the input iterators.
-func Merge(ctx context.Context, its ...Postings) Postings {
+func Merge(_ context.Context, its ...Postings) Postings {
 	if len(its) == 0 {
 		return EmptyPostings()
 	}
@@ -533,122 +535,48 @@ func Merge(ctx context.Context, its ...Postings) Postings {
 		return its[0]
 	}
 
-	p, ok := newMergedPostings(ctx, its)
+	p, ok := newMergedPostings(its)
 	if !ok {
 		return EmptyPostings()
 	}
 	return p
 }
 
-type postingsHeap []Postings
-
-func (h postingsHeap) Len() int           { return len(h) }
-func (h postingsHeap) Less(i, j int) bool { return h[i].At() < h[j].At() }
-func (h *postingsHeap) Swap(i, j int)     { (*h)[i], (*h)[j] = (*h)[j], (*h)[i] }
-
-func (h *postingsHeap) Push(x interface{}) {
-	*h = append(*h, x.(Postings))
-}
-
-func (h *postingsHeap) Pop() interface{} {
-	old := *h
-	n := len(old)
-	x := old[n-1]
-	*h = old[0 : n-1]
-	return x
-}
-
 type mergedPostings struct {
-	h           postingsHeap
-	initialized bool
-	cur         storage.SeriesRef
-	err         error
+	p   []Postings
+	h   *loser.Tree[storage.SeriesRef, Postings]
+	cur storage.SeriesRef
 }
 
-func newMergedPostings(ctx context.Context, p []Postings) (m *mergedPostings, nonEmpty bool) {
-	ph := make(postingsHeap, 0, len(p))
-
-	for _, it := range p {
-		// NOTE: mergedPostings struct requires the user to issue an initial Next.
-		switch {
-		case ctx.Err() != nil:
-			return &mergedPostings{err: ctx.Err()}, true
-		case it.Next():
-			ph = append(ph, it)
-		case it.Err() != nil:
-			return &mergedPostings{err: it.Err()}, true
-		}
-	}
-
-	if len(ph) == 0 {
-		return nil, false
-	}
-	return &mergedPostings{h: ph}, true
+func newMergedPostings(p []Postings) (m *mergedPostings, nonEmpty bool) {
+	const maxVal = storage.SeriesRef(math.MaxUint64) // This value must be higher than all real values used in the tree.
+	lt := loser.New(p, maxVal)
+	return &mergedPostings{p: p, h: lt}, true
 }
 
 func (it *mergedPostings) Next() bool {
-	if it.h.Len() == 0 || it.err != nil {
-		return false
-	}
-
-	// The user must issue an initial Next.
-	if !it.initialized {
-		heap.Init(&it.h)
-		it.cur = it.h[0].At()
-		it.initialized = true
-		return true
-	}
-
 	for {
-		cur := it.h[0]
-		if !cur.Next() {
-			heap.Pop(&it.h)
-			if cur.Err() != nil {
-				it.err = cur.Err()
-				return false
-			}
-			if it.h.Len() == 0 {
-				return false
-			}
-		} else {
-			// Value of top of heap has changed, re-heapify.
-			heap.Fix(&it.h, 0)
+		if !it.h.Next() {
+			return false
 		}
-
-		if it.h[0].At() != it.cur {
-			it.cur = it.h[0].At()
+		// Remove duplicate entries.
+		newItem := it.h.At()
+		if newItem != it.cur {
+			it.cur = newItem
 			return true
 		}
 	}
 }
 
 func (it *mergedPostings) Seek(id storage.SeriesRef) bool {
-	if it.h.Len() == 0 || it.err != nil {
+	for !it.h.IsEmpty() && it.h.At() < id {
+		finished := !it.h.Winner().Seek(id)
+		it.h.Fix(finished)
+	}
+	if it.h.IsEmpty() {
 		return false
 	}
-	if !it.initialized {
-		if !it.Next() {
-			return false
-		}
-	}
-	for it.cur < id {
-		cur := it.h[0]
-		if !cur.Seek(id) {
-			heap.Pop(&it.h)
-			if cur.Err() != nil {
-				it.err = cur.Err()
-				return false
-			}
-			if it.h.Len() == 0 {
-				return false
-			}
-		} else {
-			// Value of top of heap has changed, re-heapify.
-			heap.Fix(&it.h, 0)
-		}
-
-		it.cur = it.h[0].At()
-	}
+	it.cur = it.h.At()
 	return true
 }
 
@@ -657,7 +585,12 @@ func (it mergedPostings) At() storage.SeriesRef {
 }
 
 func (it mergedPostings) Err() error {
-	return it.err
+	for _, p := range it.p {
+		if err := p.Err(); err != nil {
+			return err
+		}
+	}
+	return nil
 }
 
 // Without returns a new postings list that contains all elements from the full list that