diff --git a/.github/actions/build-greptime-binary/action.yml b/.github/actions/build-greptime-binary/action.yml
index a5eb4c9de949..aecd931f0eae 100644
--- a/.github/actions/build-greptime-binary/action.yml
+++ b/.github/actions/build-greptime-binary/action.yml
@@ -32,12 +32,17 @@ inputs:
     description: Upload to S3
     required: false
     default: 'true'
+  working-dir:
+    description: Working directory to build the artifacts
+    required: false
+    default: .
 runs:
   using: composite
   steps:
     - name: Build greptime binary
       shell: bash
       run: |
+        cd ${{ inputs.working-dir }} && \
         make build-greptime-by-buildx \
           CARGO_PROFILE=${{ inputs.cargo-profile }} \
           FEATURES=${{ inputs.features }} \
@@ -54,3 +59,4 @@ runs:
         aws-secret-access-key: ${{ inputs.aws-secret-access-key }}
         aws-region: ${{ inputs.aws-region }}
         upload-to-s3: ${{ inputs.upload-to-s3 }}
+        working-dir: ${{ inputs.working-dir }}
diff --git a/.github/actions/build-linux-artifacts/action.yml b/.github/actions/build-linux-artifacts/action.yml
index 0944b8889e14..018ee191534e 100644
--- a/.github/actions/build-linux-artifacts/action.yml
+++ b/.github/actions/build-linux-artifacts/action.yml
@@ -33,6 +33,10 @@ inputs:
     description: Upload to S3
     required: false
     default: 'true'
+  working-dir:
+    description: Working directory to build the artifacts
+    required: false
+    default: .
 runs:
   using: composite
   steps:
@@ -41,6 +45,7 @@ runs:
       shell: bash
       # NOTE: If the BUILD_JOBS > 4, it's always OOM in EC2 instance.
       run: |
+        cd ${{ inputs.working-dir }} && \
         make run-it-in-container BUILD_JOBS=4
 
     - name: Upload sqlness logs
@@ -64,6 +69,7 @@ runs:
         aws-secret-access-key: ${{ inputs.aws-secret-access-key }}
         aws-region: ${{ inputs.aws-region }}
         upload-to-s3: ${{ inputs.upload-to-s3 }}
+        working-dir: ${{ inputs.working-dir }}
 
     - name: Build greptime without pyo3
       if: ${{ inputs.dev-mode == 'false' }}
@@ -79,6 +85,7 @@ runs:
         aws-secret-access-key: ${{ inputs.aws-secret-access-key }}
         aws-region: ${{ inputs.aws-region }}
         upload-to-s3: ${{ inputs.upload-to-s3 }}
+        working-dir: ${{ inputs.working-dir }}
 
     - name: Build greptime on centos base image
       uses: ./.github/actions/build-greptime-binary
@@ -94,3 +101,4 @@ runs:
         aws-secret-access-key: ${{ inputs.aws-secret-access-key }}
         aws-region: ${{ inputs.aws-region }}
         upload-to-s3: ${{ inputs.upload-to-s3 }}
+        working-dir: ${{ inputs.working-dir }}
diff --git a/.github/actions/upload-artifacts/action.yml b/.github/actions/upload-artifacts/action.yml
index 2ef402f8d00b..f8a0fe5216fd 100644
--- a/.github/actions/upload-artifacts/action.yml
+++ b/.github/actions/upload-artifacts/action.yml
@@ -26,10 +26,15 @@ inputs:
     description: Upload to S3
     required: false
     default: 'true'
+  working-dir:
+    description: Working directory to upload the artifacts
+    required: false
+    default: .
 runs:
   using: composite
   steps:
     - name: Create artifacts directory
+      working-directory: ${{ inputs.working-dir }}
       shell: bash
       run: |
         mkdir -p ${{ inputs.artifacts-dir }} && \
@@ -41,6 +46,7 @@ runs:
     #   greptime-linux-amd64-pyo3-v0.3.0
     #   └── greptime
     - name: Compress artifacts and calculate checksum
+      working-directory: ${{ inputs.working-dir }}
       shell: bash
       run: |
         tar -zcvf ${{ inputs.artifacts-dir }}.tar.gz ${{ inputs.artifacts-dir }} && \
@@ -52,13 +58,13 @@ runs:
       uses: actions/upload-artifact@v3
       with:
         name: ${{ inputs.artifacts-dir }}
-        path: ${{ inputs.artifacts-dir }}.tar.gz
+        path: ${{ inputs.working-dir }}/${{ inputs.artifacts-dir }}.tar.gz
 
     - name: Upload checksum
       uses: actions/upload-artifact@v3
       with:
         name: ${{ inputs.artifacts-dir }}.sha256sum
-        path: ${{ inputs.artifacts-dir }}.sha256sum
+        path: ${{ inputs.working-dir }}/${{ inputs.artifacts-dir }}.sha256sum
 
     - name: Configure AWS credentials
       if: ${{ inputs.upload-to-s3 == 'true' }}
@@ -70,6 +76,7 @@ runs:
 
     - name: Upload artifacts to S3
       if: ${{ inputs.upload-to-s3 == 'true' }}
+      working-directory: ${{ inputs.working-dir }}
       shell: bash
       # The bucket layout will be:
       # releases/greptimedb
diff --git a/.github/scripts/create-version.sh b/.github/scripts/create-version.sh
index 458fa93ca3c7..e87c74cffbd1 100755
--- a/.github/scripts/create-version.sh
+++ b/.github/scripts/create-version.sh
@@ -38,7 +38,7 @@ function create_version() {
       echo "COMMIT_SHA is empty in dev build"
       exit 1
     fi
-    echo "dev-$(date "+%Y%m%d%S")-$(echo "$COMMIT_SHA" | cut -c1-8)"
+    echo "dev-$(date "+%Y%m%d-%s")-$(echo "$COMMIT_SHA" | cut -c1-8)"
     exit 0
   fi
 
@@ -50,7 +50,7 @@ function create_version() {
     fi
     echo "$GITHUB_REF_NAME"
   elif [ "$GITHUB_EVENT_NAME" = workflow_dispatch ]; then
-    echo "$NEXT_RELEASE_VERSION-$(git rev-parse --short HEAD)-$(date "+%Y%m%d%S")"
+    echo "$NEXT_RELEASE_VERSION-$(git rev-parse --short HEAD)-$(date "+%Y%m%d-%s")"
   elif [ "$GITHUB_EVENT_NAME" = schedule ]; then
     echo "$NEXT_RELEASE_VERSION-$NIGHTLY_RELEASE_PREFIX-$(date "+%Y%m%d")"
   else
diff --git a/.github/workflows/dev-build.yml b/.github/workflows/dev-build.yml
index 68988f009308..c54fd889b6cc 100644
--- a/.github/workflows/dev-build.yml
+++ b/.github/workflows/dev-build.yml
@@ -159,7 +159,6 @@ jobs:
           path: ${{ env.CHECKOUT_GREPTIMEDB_PATH }}
 
       - uses: ./.github/actions/build-linux-artifacts
-        working-directory: ${{ env.CHECKOUT_GREPTIMEDB_PATH }}
         with:
           arch: amd64
           cargo-profile: ${{ env.CARGO_PROFILE }}
@@ -171,6 +170,7 @@ jobs:
           aws-region: ${{ vars.AWS_RELEASE_BUCKET_REGION }}
           dev-mode: true # Only build the standard greptime binary.
           upload-to-s3: false # No need to upload to S3.
+          working-dir: ${{ env.CHECKOUT_GREPTIMEDB_PATH }}
 
   build-linux-arm64-artifacts:
     name: Build linux-arm64 artifacts
@@ -193,7 +193,6 @@ jobs:
           path: ${{ env.CHECKOUT_GREPTIMEDB_PATH }}
 
       - uses: ./.github/actions/build-linux-artifacts
-        working-directory: ${{ env.CHECKOUT_GREPTIMEDB_PATH }}
         with:
           arch: arm64
           cargo-profile: ${{ env.CARGO_PROFILE }}
@@ -205,6 +204,7 @@ jobs:
           aws-region: ${{ vars.AWS_RELEASE_BUCKET_REGION }}
           dev-mode: true # Only build the standard greptime binary.
           upload-to-s3: false # No need to upload to S3.
+          working-dir: ${{ env.CHECKOUT_GREPTIMEDB_PATH }}
 
   release-images-to-dockerhub:
     name: Build and push images to DockerHub