diff --git a/.github/workflows/mvn-verify-check.yml b/.github/workflows/mvn-verify-check.yml
index 02152306468..b58799c6110 100644
--- a/.github/workflows/mvn-verify-check.yml
+++ b/.github/workflows/mvn-verify-check.yml
@@ -53,9 +53,8 @@ jobs:
         id: generateCacheKey
         run: |
           set -x
-          jniTimestamp=$(. .github/workflows/mvn-verify-check/get-artifact-timestamp.sh spark-rapids-jni)
-          privateTimestamp=$(. .github/workflows/mvn-verify-check/get-artifact-timestamp.sh rapids-4-spark-private_2.12)
-          cacheKey="${{ runner.os }}-maven-${{ hashFiles('**/pom.xml') }}-${{ github.event.pull_request.base.ref }}-${jniTimestamp}-${privateTimestamp}"
+          depsSHA1=$(. .github/workflows/mvn-verify-check/get-deps-sha1.sh 2.12)
+          cacheKey="${{ runner.os }}-maven-${{ hashFiles('**/pom.xml') }}-${{ github.event.pull_request.base.ref }}-${depsSHA1}"
           echo "dailyCacheKey=$cacheKey" | tee $GITHUB_ENV $GITHUB_OUTPUT
       - name: Cache local Maven repository
         id: cache
@@ -167,9 +166,8 @@ jobs:
         id: generateCacheKey
         run: |
           set -x
-          jniTimestamp=$(. .github/workflows/mvn-verify-check/get-artifact-timestamp.sh spark-rapids-jni)
-          privateTimestamp=$(. .github/workflows/mvn-verify-check/get-artifact-timestamp.sh rapids-4-spark-private_2.13)
-          cacheKey="${{ runner.os }}-maven-${{ hashFiles('**/pom.xml') }}-${{ github.event.pull_request.base.ref }}-${jniTimestamp}-${privateTimestamp}"
+          depsSHA1=$(. .github/workflows/mvn-verify-check/get-deps-sha1.sh 2.13)
+          cacheKey="${{ runner.os }}-maven-${{ hashFiles('**/pom.xml') }}-${{ github.event.pull_request.base.ref }}-${depsSHA1}"
           echo "scala213dailyCacheKey=$cacheKey" | tee $GITHUB_ENV $GITHUB_OUTPUT
       - name: Cache local Maven repository
         id: cache
diff --git a/.github/workflows/mvn-verify-check/get-artifact-timestamp.sh b/.github/workflows/mvn-verify-check/get-artifact-timestamp.sh
deleted file mode 100755
index 720f3b49ec8..00000000000
--- a/.github/workflows/mvn-verify-check/get-artifact-timestamp.sh
+++ /dev/null
@@ -1,32 +0,0 @@
-#!/bin/bash
-
-# Copyright (c) 2024, NVIDIA CORPORATION.
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-set -e
-
-project=${1:-"spark-rapids-jni"}
-base_URL="https://oss.sonatype.org/service/local/artifact/maven/resolve"
-
-if [[ $project == spark-rapids-jni ]]; then
-  project_version=$(mvn help:evaluate -q -pl dist -Dexpression=spark-rapids-jni.version -DforceStdout)
-elif [[ $project == rapids-4-spark-private* ]]; then
-  project_version=$(mvn help:evaluate -q -pl dist -Dexpression=spark-rapids-private.version -DforceStdout)
-fi
-
-TIMESTAMP=$(curl -s -H "Accept: application/json" \
-  "${base_URL}?r=snapshots&g=com.nvidia&a=${project}&v=${project_version}&c=&e=jar&wt=json" \
-  | jq .data.snapshotTimeStamp) || $(date +'%Y-%m-%d')
-
-echo $TIMESTAMP
diff --git a/.github/workflows/mvn-verify-check/get-deps-sha1.sh b/.github/workflows/mvn-verify-check/get-deps-sha1.sh
new file mode 100755
index 00000000000..aa7129bd3ef
--- /dev/null
+++ b/.github/workflows/mvn-verify-check/get-deps-sha1.sh
@@ -0,0 +1,36 @@
+#!/bin/bash
+
+# Copyright (c) 2024, NVIDIA CORPORATION.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+set -e
+
+scala_ver=${1:-"2.12"}
+base_URL="https://oss.sonatype.org/service/local/artifact/maven/resolve"
+project_jni="spark-rapids-jni"
+project_private="rapids-4-spark-private_${scala_ver}"
+
+jni_ver=$(mvn help:evaluate -q -pl dist -Dexpression=spark-rapids-jni.version -DforceStdout)
+private_ver=$(mvn help:evaluate -q -pl dist -Dexpression=spark-rapids-private.version -DforceStdout)
+
+jni_sha1=$(curl -s -H "Accept: application/json" \
+  "${base_URL}?r=snapshots&g=com.nvidia&a=${project_jni}&v=${jni_ver}&c=&e=jar&wt=json" \
+  | jq .data.sha1) || $(date +'%Y-%m-%d')
+private_sha1=$(curl -s -H "Accept: application/json" \
+  "${base_URL}?r=snapshots&g=com.nvidia&a=${project_private}&v=${private_ver}&c=&e=jar&wt=json" \
+  | jq .data.sha1) || $(date +'%Y-%m-%d')
+
+sha1md5=$(echo -n "${jni_sha1}_${private_sha1}" | md5sum | awk '{print $1}')
+
+echo $sha1md5