diff --git a/ui/build/Android.bp b/ui/build/Android.bp
index f212fb6..2a5a51a 100644
--- a/ui/build/Android.bp
+++ b/ui/build/Android.bp
@@ -59,6 +59,7 @@
         "util.go",
     ],
     testSrcs: [
+        "cleanbuild_test.go",
         "config_test.go",
         "environment_test.go",
         "util_test.go",
diff --git a/ui/build/cleanbuild.go b/ui/build/cleanbuild.go
index 0b44b4d..1c4f574 100644
--- a/ui/build/cleanbuild.go
+++ b/ui/build/cleanbuild.go
@@ -15,10 +15,12 @@
 package build
 
 import (
+	"bytes"
 	"fmt"
 	"io/ioutil"
 	"os"
 	"path/filepath"
+	"sort"
 	"strings"
 
 	"android/soong/ui/metrics"
@@ -177,3 +179,78 @@
 
 	writeConfig()
 }
+
+// cleanOldFiles takes an input file (with all paths relative to basePath), and removes files from
+// the filesystem if they were removed from the input file since the last execution.
+func cleanOldFiles(ctx Context, basePath, file string) {
+	file = filepath.Join(basePath, file)
+	oldFile := file + ".previous"
+
+	if _, err := os.Stat(file); err != nil {
+		ctx.Fatalf("Expected %q to be readable", file)
+	}
+
+	if _, err := os.Stat(oldFile); os.IsNotExist(err) {
+		if err := os.Rename(file, oldFile); err != nil {
+			ctx.Fatalf("Failed to rename file list (%q->%q): %v", file, oldFile, err)
+		}
+		return
+	}
+
+	var newPaths, oldPaths []string
+	if newData, err := ioutil.ReadFile(file); err == nil {
+		if oldData, err := ioutil.ReadFile(oldFile); err == nil {
+			// Common case: nothing has changed
+			if bytes.Equal(newData, oldData) {
+				return
+			}
+			newPaths = strings.Fields(string(newData))
+			oldPaths = strings.Fields(string(oldData))
+		} else {
+			ctx.Fatalf("Failed to read list of installable files (%q): %v", oldFile, err)
+		}
+	} else {
+		ctx.Fatalf("Failed to read list of installable files (%q): %v", file, err)
+	}
+
+	// These should be mostly sorted by make already, but better make sure Go concurs
+	sort.Strings(newPaths)
+	sort.Strings(oldPaths)
+
+	for len(oldPaths) > 0 {
+		if len(newPaths) > 0 {
+			if oldPaths[0] == newPaths[0] {
+				// Same file; continue
+				newPaths = newPaths[1:]
+				oldPaths = oldPaths[1:]
+				continue
+			} else if oldPaths[0] > newPaths[0] {
+				// New file; ignore
+				newPaths = newPaths[1:]
+				continue
+			}
+		}
+		// File only exists in the old list; remove if it exists
+		old := filepath.Join(basePath, oldPaths[0])
+		oldPaths = oldPaths[1:]
+		if fi, err := os.Stat(old); err == nil {
+			if fi.IsDir() {
+				if err := os.Remove(old); err == nil {
+					ctx.Println("Removed directory that is no longer installed: ", old)
+				} else {
+					ctx.Println("Failed to remove directory that is no longer installed (%q): %v", old, err)
+					ctx.Println("It's recommended to run `m installclean`")
+				}
+			} else {
+				if err := os.Remove(old); err == nil {
+					ctx.Println("Removed file that is no longer installed: ", old)
+				} else if !os.IsNotExist(err) {
+					ctx.Fatalf("Failed to remove file that is no longer installed (%q): %v", old, err)
+				}
+			}
+		}
+	}
+
+	// Use the new list as the base for the next build
+	os.Rename(file, oldFile)
+}
diff --git a/ui/build/cleanbuild_test.go b/ui/build/cleanbuild_test.go
new file mode 100644
index 0000000..89f4ad9
--- /dev/null
+++ b/ui/build/cleanbuild_test.go
@@ -0,0 +1,100 @@
+// Copyright 2020 Google Inc. All rights reserved.
+//
+// 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 build
+
+import (
+	"android/soong/ui/logger"
+	"bytes"
+	"io/ioutil"
+	"os"
+	"path/filepath"
+	"reflect"
+	"sort"
+	"strings"
+	"testing"
+)
+
+func TestCleanOldFiles(t *testing.T) {
+	dir, err := ioutil.TempDir("", "testcleanoldfiles")
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer os.RemoveAll(dir)
+
+	ctx := testContext()
+	logBuf := &bytes.Buffer{}
+	ctx.Logger = logger.New(logBuf)
+
+	touch := func(names ...string) {
+		for _, name := range names {
+			if f, err := os.Create(filepath.Join(dir, name)); err != nil {
+				t.Fatal(err)
+			} else {
+				f.Close()
+			}
+		}
+	}
+	runCleanOldFiles := func(names ...string) {
+		data := []byte(strings.Join(names, " "))
+		if err := ioutil.WriteFile(filepath.Join(dir, ".installed"), data, 0666); err != nil {
+			t.Fatal(err)
+		}
+
+		cleanOldFiles(ctx, dir, ".installed")
+	}
+
+	assertFileList := func(names ...string) {
+		t.Helper()
+
+		sort.Strings(names)
+
+		var foundNames []string
+		if foundFiles, err := ioutil.ReadDir(dir); err == nil {
+			for _, fi := range foundFiles {
+				foundNames = append(foundNames, fi.Name())
+			}
+		} else {
+			t.Fatal(err)
+		}
+
+		if !reflect.DeepEqual(names, foundNames) {
+			t.Errorf("Expected a different list of files:\nwant: %v\n got: %v", names, foundNames)
+			t.Error("Log: ", logBuf.String())
+			logBuf.Reset()
+		}
+	}
+
+	// Initial list of potential files
+	runCleanOldFiles("foo", "bar")
+	touch("foo", "bar", "baz")
+	assertFileList("foo", "bar", "baz", ".installed.previous")
+
+	// This should be a no-op, as the list hasn't changed
+	runCleanOldFiles("foo", "bar")
+	assertFileList("foo", "bar", "baz", ".installed", ".installed.previous")
+
+	// This should be a no-op, as only a file was added
+	runCleanOldFiles("foo", "bar", "foo2")
+	assertFileList("foo", "bar", "baz", ".installed.previous")
+
+	// "bar" should be removed, foo2 should be ignored as it was never there
+	runCleanOldFiles("foo")
+	assertFileList("foo", "baz", ".installed.previous")
+
+	// Recreate bar, and create foo2. Ensure that they aren't removed
+	touch("bar", "foo2")
+	runCleanOldFiles("foo", "baz")
+	assertFileList("foo", "bar", "baz", "foo2", ".installed.previous")
+}
diff --git a/ui/build/kati.go b/ui/build/kati.go
index ac09ce1..a845c5b 100644
--- a/ui/build/kati.go
+++ b/ui/build/kati.go
@@ -153,6 +153,7 @@
 	runKati(ctx, config, katiBuildSuffix, args, func(env *Environment) {})
 
 	cleanCopyHeaders(ctx, config)
+	cleanOldInstalledFiles(ctx, config)
 }
 
 func cleanCopyHeaders(ctx Context, config Config) {
@@ -192,6 +193,23 @@
 		})
 }
 
+func cleanOldInstalledFiles(ctx Context, config Config) {
+	ctx.BeginTrace("clean", "clean old installed files")
+	defer ctx.EndTrace()
+
+	// We shouldn't be removing files from one side of the two-step asan builds
+	var suffix string
+	if v, ok := config.Environment().Get("SANITIZE_TARGET"); ok {
+		if sanitize := strings.Fields(v); inList("address", sanitize) {
+			suffix = "_asan"
+		}
+	}
+
+	cleanOldFiles(ctx, config.ProductOut(), ".installable_files"+suffix)
+
+	cleanOldFiles(ctx, config.HostOut(), ".installable_test_files")
+}
+
 func runKatiPackage(ctx Context, config Config) {
 	ctx.BeginTrace(metrics.RunKati, "kati package")
 	defer ctx.EndTrace()