diff --git a/projects/pillow/Dockerfile b/projects/pillow/Dockerfile
new file mode 100644
index 000000000000..ecc9538277ce
--- /dev/null
+++ b/projects/pillow/Dockerfile
@@ -0,0 +1,24 @@
+# Copyright 2019 Google Inc.
+#
+# 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.
+#
+################################################################################
+
+FROM gcr.io/oss-fuzz-base/base-builder
+MAINTAINER guidovranken@gmail.com
+RUN apt-get update && apt-get install -y make autoconf automake build-essential libbz2-dev libc6-dev libffi-dev libfreetype6-dev libgdbm-dev libjpeg-turbo8-dev liblcms2-dev libncursesw5-dev libreadline-dev libsqlite3-dev libssl-dev libtiff5-dev libtool libwebp-dev make python python-dev python-setuptools tk-dev wget zlib1g-dev
+RUN wget https://github.com/python/cpython/archive/v3.8.0b2.tar.gz
+RUN git clone --depth 1 https://github.com/python-pillow/Pillow.git pillow
+RUN git clone --depth 1 https://github.com/guidovranken/oss-fuzz-fuzzers
+WORKDIR pillow
+COPY build.sh $SRC/
diff --git a/projects/pillow/build.sh b/projects/pillow/build.sh
new file mode 100755
index 000000000000..7493d056fc4d
--- /dev/null
+++ b/projects/pillow/build.sh
@@ -0,0 +1,109 @@
+#!/bin/bash -eu
+# Copyright 2019 Google Inc.
+#
+# 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.
+#
+################################################################################
+
+# Because Pillow's "./setup.py build_ext --inplace" does not work with custom CC and CFLAGS,
+# it is necessary to build in the following manner:
+#
+# Build CPython without instrumentation/sanitization
+# Build Pillow in a virtualenv based on uninstrumented and unsanitized CPython. Log the build steps to build.sh
+# Build CPython with instrumentation/sanitization
+# Rewrite build.sh to compile Pillow based on CPython with instrumentation/sanitization
+#
+# Why not build Pillow directly with a virtualenv based on instrumented CPython?
+# Because the virtualenv will inherit CC and CFLAGS of the instrumented CPython, and that will fail.
+
+cd $SRC/
+tar zxf v3.8.0b2.tar.gz
+cd cpython-3.8.0b2/
+
+# Ignore memory leaks from python scripts invoked in the build
+export ASAN_OPTIONS="detect_leaks=0"
+export MSAN_OPTIONS="halt_on_error=0:exitcode=0:report_umrs=0"
+
+# Remove -pthread from CFLAGS, this trips up ./configure
+# which thinks pthreads are available without any CLI flags
+CFLAGS=${CFLAGS//"-pthread"/}
+
+FLAGS=()
+case $SANITIZER in
+  address)
+    FLAGS+=("--with-address-sanitizer")
+    ;;
+  memory)
+    FLAGS+=("--with-memory-sanitizer")
+    # installing ensurepip takes a while with MSAN instrumentation, so
+    # we disable it here
+    FLAGS+=("--without-ensurepip")
+    # -msan-keep-going is needed to allow MSAN's halt_on_error to function
+    FLAGS+=("CFLAGS=-mllvm -msan-keep-going=1")
+    ;;
+  undefined)
+    FLAGS+=("--with-undefined-behavior-sanitizer")
+    ;;
+esac
+
+export CPYTHON_INSTALL_PATH=$OUT/cpython-install
+rm -rf $CPYTHON_INSTALL_PATH
+mkdir $CPYTHON_INSTALL_PATH
+
+export CPYTHON_UNINSTRUMENTED_INSTALL_PATH=$OUT/cpython-install
+rm -rf $CPYTHON_UNINSTRUMENTED_INSTALL_PATH
+mkdir $CPYTHON_UNINSTRUMENTED_INSTALL_PATH
+
+cd $SRC/
+tar zxf v3.8.0b2.tar.gz
+
+# Compile uninstrumented CPython
+cp -R $SRC/cpython-3.8.0b2/ $SRC/cpython-3.8.0b2-uninstrumented
+cd $SRC/cpython-3.8.0b2-uninstrumented
+CFLAGS="" CXXFLAGS="" ./configure --prefix=$CPYTHON_UNINSTRUMENTED_INSTALL_PATH
+CFLAGS="" CXXFLAGS="" make -j$(nproc)
+CFLAGS="" CXXFLAGS="" make install
+
+# Compile instrumented CPython
+cd $SRC/cpython-3.8.0b2/
+cp $SRC/oss-fuzz-fuzzers/pillow/python_coverage.h Python/
+
+# Patch the interpreter to record code coverage
+sed -i '1 s/^.*$/#include "python_coverage.h"/g' Python/ceval.c
+sed -i 's/case TARGET\(.*\): {/\0\nfuzzer_record_code_coverage(f->f_code, f->f_lasti);/g' Python/ceval.c
+
+./configure "${FLAGS[@]}" --prefix=$CPYTHON_INSTALL_PATH
+make -j$(nproc)
+make install
+
+# Compile Pillow fuzzers
+cd $SRC/oss-fuzz-fuzzers/pillow
+rm $CPYTHON_INSTALL_PATH/lib/python3.8/lib-dynload/_tkinter*.so
+make
+cp $SRC/oss-fuzz-fuzzers/pillow/fuzzer-loadimg $OUT/
+cp $SRC/oss-fuzz-fuzzers/pillow/loadimg.py $OUT/
+
+# Create venv for Pillow compilation
+$CPYTHON_UNINSTRUMENTED_INSTALL_PATH/bin/python3 -m venv $SRC/venv
+source $SRC/venv/bin/activate
+
+# Compile Pillow
+cd $SRC/pillow
+CFLAGS="" CXXFLAGS="" ./setup.py build_ext --inplace >build.sh
+grep "^\(gcc\|x86_64-linux-gnu-gcc\|clang\) " build.sh | sed 's/^\(gcc\|x86_64-linux-gnu-gcc\|clang\) /$CC $CFLAGS /g' | sed 's/-DPILLOW_VERSION="\([^"]\+\)"/-DPILLOW_VERSION="\\"\1\\""/g' >build2.sh
+bash build2.sh
+find
+cp -R $SRC/pillow $OUT/
+cp /usr/lib/x86_64-linux-gnu/libjpeg.so.8 $OUT/
+cp /usr/lib/x86_64-linux-gnu/libtiff.so.5 $OUT/
+cp /usr/lib/x86_64-linux-gnu/libjbig.so.0 $OUT/
diff --git a/projects/pillow/project.yaml b/projects/pillow/project.yaml
new file mode 100644
index 000000000000..a1907cbf3b0c
--- /dev/null
+++ b/projects/pillow/project.yaml
@@ -0,0 +1,9 @@
+homepage: "https://python-pillow.org/"
+primary_contact: "guidovranken@gmail.com"
+auto_ccs:
+ - "security@python-pillow.org"
+sanitizers:
+ - address
+ - undefined
+architectures:
+ - x86_64