diff --git a/pkg/symbol/addr2line/dwarf.go b/pkg/symbol/addr2line/dwarf.go
index d9e655a26c8..d97740a3c5c 100644
--- a/pkg/symbol/addr2line/dwarf.go
+++ b/pkg/symbol/addr2line/dwarf.go
@@ -36,31 +36,48 @@ type DwarfLiner struct {
 	dbgFile   elfutils.DebugInfoFile
 	f         *elf.File
 	filename  string
+
+	// unmapDWARF releases the memory mapping backing debugData. It is nil
+	// when the DWARF sections were loaded into heap buffers instead.
+	unmapDWARF func() error
 }
 
 // DWARF creates a new DwarfLiner.
 func DWARF(logger log.Logger, filename string, f *elf.File, demangler *demangle.Demangler) (*DwarfLiner, error) {
-	debugData, err := f.DWARF()
+	debugData, unmapDWARF, err := elfutils.LoadDWARFData(f, filename)
 	if err != nil {
 		return nil, fmt.Errorf("failed to read DWARF data: %w", err)
 	}
 
 	dbgFile, err := elfutils.NewDebugInfoFile(debugData, demangler)
 	if err != nil {
+		// Release the mapping if initialization fails half-way.
+		if unmapDWARF != nil {
+			_ = unmapDWARF()
+		}
 		return nil, err
 	}
 
 	return &DwarfLiner{
-		logger:    log.With(logger, "liner", "dwarf"),
-		dbgFile:   dbgFile,
-		debugData: debugData,
-		f:         f,
-		filename:  filename,
+		logger:     log.With(logger, "liner", "dwarf"),
+		dbgFile:    dbgFile,
+		debugData:  debugData,
+		f:          f,
+		filename:   filename,
+		unmapDWARF: unmapDWARF,
 	}, nil
 }
 
 func (dl *DwarfLiner) Close() error {
-	return dl.f.Close()
+	// Release the mmap-backed DWARF sections, if any, before closing the file.
+	var unmapErr error
+	if dl.unmapDWARF != nil {
+		unmapErr = dl.unmapDWARF()
+	}
+	if err := dl.f.Close(); err != nil {
+		return err
+	}
+	return unmapErr
 }
 
 func (dl *DwarfLiner) File() string {
diff --git a/pkg/symbol/addr2line/dwarfdata_test.go b/pkg/symbol/addr2line/dwarfdata_test.go
new file mode 100644
index 00000000000..5e75c0e199a
--- /dev/null
+++ b/pkg/symbol/addr2line/dwarfdata_test.go
@@ -0,0 +1,152 @@
+// Copyright 2022-2026 The Parca Authors
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+//
+
+package addr2line
+
+import (
+	"context"
+	"debug/dwarf"
+	"debug/elf"
+	"runtime"
+	"testing"
+
+	"github.com/go-kit/log"
+	"github.com/stretchr/testify/require"
+
+	"github.com/parca-dev/parca/pkg/symbol/demangle"
+	"github.com/parca-dev/parca/pkg/symbol/elfutils"
+)
+
+func openTestELFFixture(t testing.TB) (*elf.File, string) {
+	t.Helper()
+	filename := "testdata/basic-cpp-no-fp-with-debuginfo"
+	f, err := elf.Open(filename)
+	require.NoError(t, err)
+	t.Cleanup(func() { require.NoError(t, f.Close()) })
+	return f, filename
+}
+
+// countEntries counts every entry a fresh DWARF reader yields.
+func countEntries(t *testing.T, d *dwarf.Data) int {
+	t.Helper()
+	r := d.Reader()
+	n := 0
+	for {
+		e, err := r.Next()
+		require.NoError(t, err)
+		if e == nil {
+			break
+		}
+		n++
+	}
+	return n
+}
+
+func unixOnly(t testing.TB) {
+	t.Helper()
+	switch runtime.GOOS {
+	case "windows", "plan9", "js":
+		t.Skipf("mmap-backed DWARF loading is not supported on %s", runtime.GOOS)
+	}
+}
+
+func TestLoadDWARFDataMmap(t *testing.T) {
+	unixOnly(t)
+
+	f, filename := openTestELFFixture(t)
+
+	d, unmap, err := elfutils.LoadDWARFData(f, filename)
+	require.NoError(t, err)
+	require.NotNil(t, d)
+	// The fixture is an uncompressed ET_EXEC binary: the mmap path must be taken.
+	require.NotNil(t, unmap, "expected mmap-backed DWARF loading for uncompressed sections")
+
+	// The mmap-backed data must describe the same debug info as the copying loader.
+	want, err := f.DWARF()
+	require.NoError(t, err)
+	require.Equal(t, countEntries(t, want), countEntries(t, d))
+	require.Greater(t, countEntries(t, d), 0)
+
+	require.NoError(t, unmap())
+}
+
+func TestLoadDWARFDataFallback(t *testing.T) {
+	f, _ := openTestELFFixture(t)
+
+	// Without a filename there is nothing to mmap: fall back to the copying loader.
+	d, unmap, err := elfutils.LoadDWARFData(f, "")
+	require.NoError(t, err)
+	require.NotNil(t, d)
+	require.Nil(t, unmap, "expected no mmap cleanup when falling back")
+
+	want, err := f.DWARF()
+	require.NoError(t, err)
+	require.Equal(t, countEntries(t, want), countEntries(t, d))
+}
+
+func TestDwarfLinerMmapClose(t *testing.T) {
+	unixOnly(t)
+
+	logger := log.NewNopLogger()
+	demangler := demangle.NewDemangler("simple", true)
+	f, filename := openTestELFFixture(t)
+
+	liner, err := DWARF(logger, filename, f, demangler)
+	require.NoError(t, err)
+	require.NotNil(t, liner.unmapDWARF, "expected mmap-backed DWARF loading")
+
+	// Symbolization must work off the mapped sections.
+	lines, err := liner.PCToLines(context.Background(), 0x401125)
+	require.NoError(t, err)
+	require.NotEmpty(t, lines)
+
+	// Close must release the mapping without error.
+	require.NoError(t, liner.Close())
+}
+
+func BenchmarkDWARFLoadStdlib(b *testing.B) {
+	f, _ := openTestELFFixture(b)
+	b.ReportAllocs()
+	b.ResetTimer()
+	for i := 0; i < b.N; i++ {
+		d, err := f.DWARF()
+		if err != nil {
+			b.Fatal(err)
+		}
+		if d == nil {
+			b.Fatal("nil dwarf data")
+		}
+	}
+}
+
+func BenchmarkDWARFLoadMmap(b *testing.B) {
+	unixOnly(b)
+	f, filename := openTestELFFixture(b)
+	b.ReportAllocs()
+	b.ResetTimer()
+	for i := 0; i < b.N; i++ {
+		d, unmap, err := elfutils.LoadDWARFData(f, filename)
+		if err != nil {
+			b.Fatal(err)
+		}
+		if d == nil {
+			b.Fatal("nil dwarf data")
+		}
+		if unmap != nil {
+			if err := unmap(); err != nil {
+				b.Fatal(err)
+			}
+		}
+	}
+}
diff --git a/pkg/symbol/elfutils/dwarfdata.go b/pkg/symbol/elfutils/dwarfdata.go
new file mode 100644
index 00000000000..70ef841d9fc
--- /dev/null
+++ b/pkg/symbol/elfutils/dwarfdata.go
@@ -0,0 +1,177 @@
+// Copyright 2022-2026 The Parca Authors
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package elfutils
+
+import (
+	"debug/dwarf"
+	"debug/elf"
+	"fmt"
+	"strings"
+)
+
+// LoadDWARFData loads the DWARF debug info of f.
+//
+// Where possible, uncompressed DWARF sections are served as read-only
+// memory-mapped views of the underlying file instead of being copied into Go
+// heap buffers (see https://github.com/parca-dev/parca/issues/6404). The
+// returned cleanup function releases the mapping and must be called once the
+// dwarf.Data is no longer needed; it is nil when the mmap path was not taken.
+//
+// The previous loading behavior (debug/elf's File.DWARF, which copies section
+// contents into heap buffers) is retained for compressed sections, for inputs
+// whose DWARF sections require relocations to be applied, and on platforms
+// without mmap support.
+func LoadDWARFData(f *elf.File, filename string) (*dwarf.Data, func() error, error) {
+	if d, unmap, ok, err := mmapDWARFData(f, filename); err != nil || ok {
+		return d, unmap, err
+	}
+
+	d, err := f.DWARF()
+	if err != nil {
+		return nil, nil, err
+	}
+	return d, nil, nil
+}
+
+// dwarfSection is a DWARF debug section along with its index in the ELF
+// section table and its suffix (e.g. "info" for ".debug_info").
+type dwarfSection struct {
+	index  int
+	suffix string
+	sec    *elf.Section
+}
+
+// dwarfSections returns all sections of f that carry DWARF debug info.
+func dwarfSections(f *elf.File) []dwarfSection {
+	var out []dwarfSection
+	for i, s := range f.Sections {
+		suffix := dwarfSuffix(s)
+		if suffix == "" {
+			continue
+		}
+		out = append(out, dwarfSection{index: i, suffix: suffix, sec: s})
+	}
+	return out
+}
+
+// mmapEligible reports whether every DWARF section of f can be served from a
+// read-only memory mapping of the file.
+func mmapEligible(f *elf.File, secs []dwarfSection) bool {
+	// debug/elf applies relocations to DWARF section bytes for non-ET_EXEC
+	// files. A read-only mapping cannot be modified in place, so retain the
+	// copying loader for inputs with relocations against DWARF sections.
+	relocated := map[int]bool{}
+	if f.Type != elf.ET_EXEC {
+		for _, r := range f.Sections {
+			if r.Type != elf.SHT_REL && r.Type != elf.SHT_RELA {
+				continue
+			}
+			relocated[int(r.Info)] = true
+		}
+	}
+
+	for _, ds := range secs {
+		s := ds.sec
+		if s.Type != elf.SHT_PROGBITS {
+			return false
+		}
+		if s.Flags&elf.SHF_COMPRESSED != 0 || strings.HasPrefix(s.Name, ".zdebug_") {
+			// Section.Data transparently decompresses such sections; a
+			// mapping would expose the raw compressed bytes.
+			return false
+		}
+		if relocated[ds.index] {
+			return false
+		}
+	}
+	return true
+}
+
+// mmapDWARFData builds dwarf.Data from read-only memory-mapped views of the
+// file's DWARF sections. It reports ok=false when the mmap path is not
+// applicable so the caller can fall back to the copying loader; a non-nil err
+// means the input is corrupt and the error is propagated.
+func mmapDWARFData(f *elf.File, filename string) (d *dwarf.Data, unmap func() error, ok bool, err error) {
+	secs := dwarfSections(f)
+	if len(secs) == 0 || filename == "" || !mmapEligible(f, secs) {
+		return nil, nil, false, nil
+	}
+
+	m, unmap, err := mmapReadOnly(filename)
+	if err != nil {
+		return nil, nil, false, nil
+	}
+	// Release the mapping on any failure below (cleanup on initialization
+	// failure); the caller owns it once we report success.
+	success := false
+	defer func() {
+		if !success {
+			_ = unmap()
+		}
+	}()
+
+	// Mirror debug/elf.File.DWARF: first the sections debug/dwarf started
+	// with, then DWARF4 .debug_types and DWARF5 sections.
+	dat := map[string][]byte{"abbrev": nil, "info": nil, "str": nil, "line": nil, "ranges": nil}
+	for _, ds := range secs {
+		if _, ok := dat[ds.suffix]; !ok {
+			continue
+		}
+		b, ok := sectionBytes(m, ds.sec)
+		if !ok {
+			// Section extends beyond the mapped file (e.g. truncated after
+			// open); let the copying loader surface the proper error.
+			return nil, nil, false, nil
+		}
+		dat[ds.suffix] = b
+	}
+
+	d, err = dwarf.New(dat["abbrev"], nil, nil, dat["info"], dat["line"], nil, dat["ranges"], dat["str"])
+	if err != nil {
+		return nil, nil, false, err
+	}
+
+	for _, ds := range secs {
+		if _, ok := dat[ds.suffix]; ok {
+			// Already handled.
+			continue
+		}
+		b, ok := sectionBytes(m, ds.sec)
+		if !ok {
+			return nil, nil, false, nil
+		}
+		if ds.suffix == "types" {
+			if err := d.AddTypes(fmt.Sprintf("types-%d", ds.index), b); err != nil {
+				return nil, nil, false, err
+			}
+		} else if err := d.AddSection(".debug_"+ds.suffix, b); err != nil {
+			return nil, nil, false, err
+		}
+	}
+
+	success = true
+	return d, unmap, true, nil
+}
+
+// sectionBytes returns the contents of s as a view into the memory mapping m.
+// It reports ok=false when the section lies outside the mapped file.
+func sectionBytes(m []byte, s *elf.Section) (b []byte, ok bool) {
+	// Guard against overflow and out-of-bounds sections (e.g. a file that was
+	// truncated after it was opened).
+	if s.Size > uint64(len(m)) || s.Offset > uint64(len(m))-s.Size {
+		return nil, false
+	}
+	off := int(s.Offset)
+	return m[off : off+int(s.Size)], true
+}
diff --git a/pkg/symbol/elfutils/dwarfdata_other.go b/pkg/symbol/elfutils/dwarfdata_other.go
new file mode 100644
index 00000000000..082ad54f4ba
--- /dev/null
+++ b/pkg/symbol/elfutils/dwarfdata_other.go
@@ -0,0 +1,24 @@
+// Copyright 2022-2026 The Parca Authors
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+//go:build !unix
+
+package elfutils
+
+import "errors"
+
+// mmapReadOnly is unsupported on this platform; callers fall back to the
+// copying DWARF loader.
+func mmapReadOnly(path string) ([]byte, func() error, error) {
+	return nil, nil, errors.New("mmap-backed DWARF loading is not supported on this platform")
+}
diff --git a/pkg/symbol/elfutils/dwarfdata_unix.go b/pkg/symbol/elfutils/dwarfdata_unix.go
new file mode 100644
index 00000000000..f5548b0037d
--- /dev/null
+++ b/pkg/symbol/elfutils/dwarfdata_unix.go
@@ -0,0 +1,51 @@
+// Copyright 2022-2026 The Parca Authors
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+//go:build unix
+
+package elfutils
+
+import (
+	"fmt"
+	"os"
+	"syscall"
+)
+
+// mmapReadOnly memory-maps the whole file at path read-only and returns its
+// contents along with a cleanup function releasing the mapping. The file can
+// be closed right after the mapping is established.
+func mmapReadOnly(path string) ([]byte, func() error, error) {
+	f, err := os.Open(path)
+	if err != nil {
+		return nil, nil, err
+	}
+	defer f.Close()
+
+	fi, err := f.Stat()
+	if err != nil {
+		return nil, nil, err
+	}
+	size := fi.Size()
+	if size <= 0 {
+		return nil, nil, fmt.Errorf("cannot mmap empty file %q", path)
+	}
+	if int64(int(size)) != size {
+		return nil, nil, fmt.Errorf("file %q too large to mmap", path)
+	}
+
+	b, err := syscall.Mmap(int(f.Fd()), 0, int(size), syscall.PROT_READ, syscall.MAP_SHARED)
+	if err != nil {
+		return nil, nil, fmt.Errorf("mmap %q: %w", path, err)
+	}
+	return b, func() error { return syscall.Munmap(b) }, nil
+}