diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 9ddf332c57ca..eec8492f8264 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -288,13 +288,7 @@ repos:
           (
           ?^c_glib/.*\.sh$|
           ?^ci/.*\.sh$|
-          ?^cpp/build-support/build-lz4-lib\.sh$|
-          ?^cpp/build-support/build-zstd-lib\.sh$|
-          ?^cpp/build-support/get-upstream-commit\.sh$|
-          ?^cpp/build-support/run-test\.sh$|
-          ?^cpp/build-support/update-flatbuffers\.sh$|
-          ?^cpp/build-support/update-thrift\.sh$|
-          ?^cpp/build-support/vendor-flatbuffers\.sh$|
+          ?^cpp/build-support/.*\.sh$|
           ?^cpp/examples/minimal_build/run\.sh$|
           ?^cpp/examples/tutorial_examples/run\.sh$|
           ?^cpp/src/arrow/flight/sql/odbc/install/mac/postinstall$|
diff --git a/cpp/build-support/fuzzing/generate_corpuses.sh b/cpp/build-support/fuzzing/generate_corpuses.sh
index 07afa793dc6b..38f40a713dfc 100755
--- a/cpp/build-support/fuzzing/generate_corpuses.sh
+++ b/cpp/build-support/fuzzing/generate_corpuses.sh
@@ -29,7 +29,7 @@ set -ex
 CORPUS_DIR=/tmp/corpus
 PANDAS_DIR=/tmp/pandas
 
-ARROW_ROOT=$(cd $(dirname "$BASH_SOURCE")/../../..; pwd)
+ARROW_ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/../../.." && pwd)
 ARROW_CPP=$ARROW_ROOT/cpp
 OUT=$1
 
@@ -39,51 +39,61 @@ OUT=$1
 
 # Arrow IPC
 
-rm -rf ${CORPUS_DIR}
-${OUT}/arrow-ipc-generate-fuzz-corpus -stream ${CORPUS_DIR}
+rm -rf "${CORPUS_DIR}"
+"${OUT}/arrow-ipc-generate-fuzz-corpus" -stream "${CORPUS_DIR}"
 # Add "golden" IPC integration files
-IPC_INTEGRATION_FILES=$(find ${ARROW_ROOT}/testing/data/arrow-ipc-stream/integration -name "*.stream")
-[ -z "${IPC_INTEGRATION_FILES}" ] && exit 1
+# Store the files found by the find command in an array.
+mapfile -d '' IPC_INTEGRATION_FILES < <(
+  find "${ARROW_ROOT}/testing/data/arrow-ipc-stream/integration" \
+    -name "*.stream" -print0
+)
+# Exit with an error if find returns no files.
+[ "${#IPC_INTEGRATION_FILES[@]}" -eq 0 ] && exit 1
 # Several IPC integration files can have the same name, make sure
 # they all appear in the corpus by numbering the duplicates.
-cp --backup=numbered ${IPC_INTEGRATION_FILES} ${CORPUS_DIR}
-${ARROW_CPP}/build-support/fuzzing/pack_corpus.py ${CORPUS_DIR} ${OUT}/arrow-ipc-stream-fuzz_seed_corpus.zip
-
-rm -rf ${CORPUS_DIR}
-${OUT}/arrow-ipc-generate-fuzz-corpus -file ${CORPUS_DIR}
-IPC_INTEGRATION_FILES=$(find ${ARROW_ROOT}/testing/data/arrow-ipc-stream/integration -name "*.arrow_file")
-[ -z "${IPC_INTEGRATION_FILES}" ] && exit 1
-cp --backup=numbered ${IPC_INTEGRATION_FILES} ${CORPUS_DIR}
-${ARROW_CPP}/build-support/fuzzing/pack_corpus.py ${CORPUS_DIR} ${OUT}/arrow-ipc-file-fuzz_seed_corpus.zip
-
-rm -rf ${CORPUS_DIR}
-${OUT}/arrow-ipc-generate-tensor-fuzz-corpus -stream ${CORPUS_DIR}
-${ARROW_CPP}/build-support/fuzzing/pack_corpus.py ${CORPUS_DIR} ${OUT}/arrow-ipc-tensor-stream-fuzz_seed_corpus.zip
+cp --backup=numbered "${IPC_INTEGRATION_FILES[@]}" "${CORPUS_DIR}"
+"${ARROW_CPP}/build-support/fuzzing/pack_corpus.py" "${CORPUS_DIR}" "${OUT}/arrow-ipc-stream-fuzz_seed_corpus.zip"
+
+rm -rf "${CORPUS_DIR}"
+"${OUT}/arrow-ipc-generate-fuzz-corpus" -file "${CORPUS_DIR}"
+# Store the files found by the find command in an array.
+mapfile -d '' IPC_INTEGRATION_FILES < <(
+  find "${ARROW_ROOT}/testing/data/arrow-ipc-stream/integration" \
+    -name "*.arrow_file" -print0
+)
+# Exit with an error if find returns no files.
+[ "${#IPC_INTEGRATION_FILES[@]}" -eq 0 ] && exit 1
+cp --backup=numbered "${IPC_INTEGRATION_FILES[@]}" "${CORPUS_DIR}"
+"${ARROW_CPP}/build-support/fuzzing/pack_corpus.py" "${CORPUS_DIR}" "${OUT}/arrow-ipc-file-fuzz_seed_corpus.zip"
+
+rm -rf "${CORPUS_DIR}"
+"${OUT}/arrow-ipc-generate-tensor-fuzz-corpus" -stream "${CORPUS_DIR}"
+"${ARROW_CPP}/build-support/fuzzing/pack_corpus.py" "${CORPUS_DIR}" "${OUT}/arrow-ipc-tensor-stream-fuzz_seed_corpus.zip"
 
 # Parquet file-level fuzzer
 
-rm -rf ${CORPUS_DIR}
-${OUT}/parquet-arrow-generate-fuzz-corpus ${CORPUS_DIR}
+rm -rf "${CORPUS_DIR}"
+"${OUT}/parquet-arrow-generate-fuzz-corpus" "${CORPUS_DIR}"
 # Add Parquet testing examples
-cp ${ARROW_CPP}/submodules/parquet-testing/data/*.parquet ${CORPUS_DIR}
-cp ${ARROW_CPP}/submodules/parquet-testing/bad_data/*.parquet ${CORPUS_DIR}
-${ARROW_CPP}/build-support/fuzzing/pack_corpus.py ${CORPUS_DIR} ${OUT}/parquet-arrow-fuzz_seed_corpus.zip
+cp "${ARROW_CPP}"/submodules/parquet-testing/data/*.parquet "${CORPUS_DIR}"
+cp "${ARROW_CPP}"/submodules/parquet-testing/bad_data/*.parquet "${CORPUS_DIR}"
+"${ARROW_CPP}/build-support/fuzzing/pack_corpus.py" "${CORPUS_DIR}" "${OUT}/parquet-arrow-fuzz_seed_corpus.zip"
 
 # Parquet encoding fuzzer
 
 rm -rf ${CORPUS_DIR}
-${OUT}/parquet-generate-encoding-fuzz-corpus ${CORPUS_DIR}
-${ARROW_CPP}/build-support/fuzzing/pack_corpus.py ${CORPUS_DIR} ${OUT}/parquet-encoding-fuzz_seed_corpus.zip
+"${OUT}/parquet-generate-encoding-fuzz-corpus" "${CORPUS_DIR}"
+"${ARROW_CPP}/build-support/fuzzing/pack_corpus.py" "${CORPUS_DIR}" "${OUT}/parquet-encoding-fuzz_seed_corpus.zip"
 
 # CSV
 
-rm -rf ${PANDAS_DIR}
-git clone --depth=1 https://github.com/pandas-dev/pandas ${PANDAS_DIR}
+rm -rf "${PANDAS_DIR}"
+git clone --depth=1 https://github.com/pandas-dev/pandas "${PANDAS_DIR}"
 
-rm -rf ${CORPUS_DIR}
-${OUT}/arrow-csv-generate-fuzz-corpus ${CORPUS_DIR}
+rm -rf "${CORPUS_DIR}"
+"${OUT}/arrow-csv-generate-fuzz-corpus" "${CORPUS_DIR}"
 # Add examples from arrow-testing repo
-cp ${ARROW_ROOT}/testing/data/csv/*.csv ${CORPUS_DIR}
+cp "${ARROW_ROOT}"/testing/data/csv/*.csv "${CORPUS_DIR}"
 # Add examples from Pandas test suite
-find ${PANDAS_DIR}/ -name "*.csv" -exec cp --backup=numbered '{}' ${CORPUS_DIR} \;
-${ARROW_CPP}/build-support/fuzzing/pack_corpus.py ${CORPUS_DIR} ${OUT}/arrow-csv-fuzz_seed_corpus.zip
+find "${PANDAS_DIR}/" -name "*.csv" -exec cp --backup=numbered '{}' "${CORPUS_DIR}" \;
+"${ARROW_CPP}/build-support/fuzzing/pack_corpus.py" "${CORPUS_DIR}" "${OUT}/arrow-csv-fuzz_seed_corpus.zip"