diff --git a/.gitignore b/.gitignore
index ffa092caac4..47af0ed5258 100644
--- a/.gitignore
+++ b/.gitignore
@@ -49,6 +49,7 @@ CTestTestfile.cmake
 *.a
 *.o
 cmake-build-*
+/out
 /build
 /build-debug
 /build-release
diff --git a/CMakePresets.json b/CMakePresets.json
index b8fc6a3ffa6..2e6b2f02172 100644
--- a/CMakePresets.json
+++ b/CMakePresets.json
@@ -74,6 +74,17 @@
       "displayName": "Development: DEBUG build with tests enabled",
       "cacheVariables": {}
     },
+    {
+        "name": "dev-coverage",
+        "inherits": [
+            "base-debug",
+            "tests-on"
+        ],
+        "displayName": "Development: DEBUG build with tests and code coverage enabled",
+        "cacheVariables": {
+            "TEST_LLVM_COVERAGE": "ON"
+        }
+    },
     {
       "name": "release",
       "inherits": [
diff --git a/README.md b/README.md
index 03eba2c33c7..dda2fbc84e3 100644
--- a/README.md
+++ b/README.md
@@ -377,7 +377,17 @@ More usages are available via `./dbms/bench_dbms --help`.
 
 ## Generate LLVM Coverage Report
 
-TBD.
+To build coverage report, run the script under `release-centos7-llvm`
+
+```shell
+cd release-centos7-llvm
+./gen_coverage.sh
+# Or run with filter:
+# FILTER='*DMFile*:*DeltaMerge*:*Segment*' ./gen_coverage.sh
+
+# After the script finished, it will output the directory of code coverage report, you can check out the files by webbrowser
+python3 -m http --directory "${REPORT_DIR}" "${REPORT_HTTP_PORT}"
+```
 
 ## Contributing
 
diff --git a/release-centos7-llvm/gen_coverage.sh b/release-centos7-llvm/gen_coverage.sh
new file mode 100755
index 00000000000..95bb4a615ee
--- /dev/null
+++ b/release-centos7-llvm/gen_coverage.sh
@@ -0,0 +1,77 @@
+#!/bin/bash
+# Copyright 2023 PingCAP, 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.
+
+set -x
+
+## Reference: https://clang.llvm.org/docs/SourceBasedCodeCoverage.html
+
+export NPARALL=${NPARALL:-$(nproc)}
+if [ ! -z "${FILTER}" ]; then
+    export DBMS_FILTER="--gtest_filter=${FILTER}"
+else
+    export DBMS_FILTER=""
+fi
+
+# Executable path
+## Try to locate the binary under some default directories
+TEST_BIN="dbms/gtests_dbms"
+if [ -f "../out/build/dev-coverage/${TEST_BIN}" ]; then
+    PROF_DIR=$(realpath "../out/build/dev-coverage")
+elif [ -f "../cmake-build-debug-cov/${TEST_BIN}" ]; then
+    PROF_DIR=$(realpath "../cmake-build-debug-cov")
+else
+    PROF_DIR=$(realpath "../cmake-build-debug-cov")
+    echo "testing binaries is not exist, building ..."
+    mkdir -p "${PROF_DIR}"
+    # Build the testing binary
+    cd "${PROF_DIR}" && cmake .. -GNinja -DCMAKE_BUILD_TYPE=Debug -DTEST_LLVM_COVERAGE=ON && ninja -j "${NPARALL}" gtests_dbms && cd -
+fi
+
+echo "using the testing binaries from ${PROF_DIR}"
+
+COVERAGE_DIR="${PROF_DIR}/coverage"
+[ -d "${COVERAGE_DIR}" ] || mkdir "${COVERAGE_DIR}"
+
+# Run the testing binary and generate prof raw data
+export LLVM_PROFILE_FILE="${COVERAGE_DIR}/gtest_dbms.profraw"
+echo "running ${TEST_BIN} with filter ${DBMS_FILTER} ..."
+cd "${PROF_DIR}"
+## TODO: Run the unit test in parallel by tests/gtest_parallel.py
+"${PROF_DIR}/${TEST_BIN}" "${DBMS_FILTER}" > ${COVERAGE_DIR}/dbms_test.output.log 2>&1
+cd -
+## TODO: Add more testing binaries
+
+# Collect the prof raw data and generate cov report
+llvm-profdata merge -sparse "${COVERAGE_DIR}/*.profraw" -o "${COVERAGE_DIR}/merged.profdata"
+
+export LD_LIBRARY_PATH=.
+llvm-cov export \
+    "${PROF_DIR}/${TEST_BIN}" \
+    --format=lcov \
+    --instr-profile "${COVERAGE_DIR}/merged.profdata" \
+    --ignore-filename-regex "/usr/include/.*" \
+    --ignore-filename-regex "/usr/local/.*" \
+    --ignore-filename-regex "/usr/lib/.*" \
+    --ignore-filename-regex ".*/contrib/.*" \
+    --ignore-filename-regex ".*/dbms/src/Debug/.*" \
+    --ignore-filename-regex ".*/dbms/src/Client/.*" \
+    > "${COVERAGE_DIR}/lcov.info"
+
+REPORT_DIR="${PROF_DIR}/report"
+[ -d "${REPORT_DIR}" ] || mkdir "${REPORT_DIR}"
+genhtml "${COVERAGE_DIR}/lcov.info" -o "${REPORT_DIR}" --ignore-errors source
+
+echo "The coverage report is built under ${REPORT_DIR}. Checkout the ${REPORT_DIR}/index.html"
+echo "You can use "python3 -m http --directory ${REPORT_DIR} 12345" to check out the files by webbrowser"