feat: improved bulk cdk bump flow (#58648)

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: Davin Chia <davinchia@gmail.com>

.github/workflows/bump-bulk-cdk-and-release-connectors-command.yml

@@ -0,0 +1,90 @@
+name: Bump Bulk CDK Version
+on:
+  workflow_dispatch:
+    inputs:
+      repo:
+        description: "Repo to check out code from. Defaults to the main airbyte repo."
+        type: choice
+        required: true
+        default: airbytehq/airbyte
+        options:
+          - airbytehq/airbyte
+jobs:
+  publish-bulk-cdk:
+    uses: ./.github/workflows/publish-bulk-cdk.yml
+    secrets: inherit
+  bump-cdk-version:
+    runs-on: ubuntu-24.04
+    outputs:
+      modified_connectors: ${{ steps.export-connection-modified.outputs.modified_connectors }}
+      # Output the matrix config as a JSON string
+      modified_connectors_json: ${{ steps.export-connection-modified.outputs.modified_connectors_json }}
+    needs: [publish-bulk-cdk]
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          # Fetch all history for all tags and branches
+          fetch-depth: 0
+      - name: Fetch latest Bulk Load CDK version
+        id: fetch-version
+        run: |
+          # 1. Define the target URL
+          REPO_URL="https://airbyte.mycloudrepo.io/public/repositories/airbyte-public-jars/io/airbyte/bulk-cdk/bulk-cdk-core-base/"
+          echo "Fetching versions from $REPO_URL" >&2 # Log output to standard error
+
+          # 2. Fetch HTML, extract versions (X.Y), sort, get the latest
+          latest_version=$(curl -H 'Accept: text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8' -s "$REPO_URL" | grep -o 'href="[0-9]\+\.[0-9]\+/"' | sed 's/^href="//; s/\/"$//' | sort -V | tail -n 1)
+          echo "Latest version found: $latest_version"
+
+          # 3. Set the output parameter for GitHub Actions
+          # This makes "latest_version" available to subsequent steps
+          echo "latest_version=$latest_version" >> "$GITHUB_OUTPUT"
+      - name: Configure Git
+        run: |
+          git config --global user.name "Octavia Squidington III"
+          git config --global user.email "octavia-squidington-iii@users.noreply.github.com"
+      - name: Update cdk in build.gradle files
+        id: export-connection-modified
+        run: |
+          ./tools/bin/cdk-auto-release/update-bulk-cdk-version-in-connectors.sh ${{ steps.fetch-version.outputs.latest_version }}
+
+      - name: Commit changes
+        run: |
+          git add .
+          git commit -m "Bump the cdk version to ${{ steps.fetch-version.outputs.latest_version }}"
+          git push
+
+  publish-connectors:
+    needs: [bump-cdk-version, publish-bulk-cdk]
+    uses: ./.github/workflows/publish_connectors.yml
+    strategy:
+      fail-fast: false
+      matrix:
+        connector_name: ${{ fromJson(needs.bump-cdk-version.outputs.modified_connectors_json) }}
+    with:
+      connectors-options: "--name=${{ matrix.connector_name }}"
+      publish-options: --main-release
+      airbyte_ci_binary_url: "https://connectors.airbyte.com/airbyte-ci/releases/ubuntu/latest/airbyte-ci"
+    secrets: inherit
+
+  update-changelog-and-merge:
+    runs-on: ubuntu-24.04
+    needs: [publish-connectors, bump-cdk-version]
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          # Fetch all history for all tags and branches
+          fetch-depth: 0
+      - name: Configure Git
+        run: |
+          git config --global user.name "Octavia Squidington III"
+          git config --global user.email "octavia-squidington-iii@users.noreply.github.com"
+      - name: Merge the changelog of the connectors
+        env:
+          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }} # Automatically provided by GitHub Actions
+          AUTO_MERGE_PRODUCTION: false
+          MODIFIED_CONNECTORS: ${{ needs.bump-cdk-version.outputs.modified_connectors }}
+        run: |
+          ./tools/bin/cdk-auto-release/update-changelog.sh ${{ github.ref_name }}

.github/workflows/bump-bulk-cdk-and-release-connectors.yml

@@ -1,17 +0,0 @@
-name: Bump Java CDK Version
-on:
-  workflow_dispatch:
-    inputs:
-      repo:
-        description: "Repo to check out code from. Defaults to the main airbyte repo."
-        type: choice
-        required: true
-        default: airbytehq/airbyte
-        options:
-          - airbytehq/airbyte
-jobs:
-  bump-cdk-version-and-merge:
-    runs-on: ubuntu-24.04
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@v4

.github/workflows/publish_connectors.yml

@@ -63,7 +63,7 @@ jobs:
 
       - name: Publish connectors [manual]
         id: publish-connectors
-        if: github.event_name == 'workflow_dispatch'
+        if: github.event_name == 'workflow_dispatch' || github.event_name == 'workflow_call'
         uses: ./.github/actions/run-airbyte-ci
         with:
           context: "manual"
@@ -79,9 +79,9 @@ jobs:
           spec_cache_gcs_credentials: ${{ secrets.SPEC_CACHE_SERVICE_ACCOUNT_KEY_PUBLISH }}
           s3_build_cache_access_key_id: ${{ secrets.SELF_RUNNER_AWS_ACCESS_KEY_ID }}
           s3_build_cache_secret_key: ${{ secrets.SELF_RUNNER_AWS_SECRET_ACCESS_KEY }}
-          subcommand: "connectors ${{ github.event.inputs.connectors-options }} publish ${{ github.event.inputs.publish-options }}"
+          subcommand: "connectors ${{ inputs.connectors-options }} publish ${{ inputs.publish-options }}"
           python_registry_token: ${{ secrets.PYPI_TOKEN }}
-          airbyte_ci_binary_url: ${{ github.event.inputs.airbyte_ci_binary_url }}
+          airbyte_ci_binary_url: ${{ inputs.airbyte_ci_binary_url }}
           max_attempts: 2
 
   notify-failure-slack-channel:

.github/workflows/slash-commands.yml

@@ -24,6 +24,7 @@ jobs:
           issue-type: both
 
           commands: |
+            bump-bulk-cdk-and-release-connectors
             bump-version
             bump-cdk-version-and-merge
             format-fix

tools/bin/cdk-auto-release/update-bulk-cdk-version-in-connectors.sh

@@ -0,0 +1,62 @@
+#!/bin/bash
+
+# Ensure the local repository knows about the latest state of origin/master
+# This brings the commit history from the remote 'origin' for the 'master' branch
+# It doesn't change your local working files or your current branch
+git fetch origin master
+
+# Find the common ancestor commit between the current branch (HEAD) and origin/master
+# This identifies the point where your current branch diverged from master
+merge_base=$(git merge-base HEAD origin/master)
+echo "Merge base commit: $merge_base"
+# Check if merge_base could be found (e.g., if branches are unrelated)
+if [ -z "$merge_base" ]; then
+  echo "Error: Could not find a common ancestor between HEAD and origin/master."
+  exit 1
+fi
+
+# Get the list of files *modified* (status 'M') on the current branch
+# since it diverged from the master branch (at the merge-base).
+# We compare HEAD against the merge_base commit.
+# --diff-filter=M ensures we only list files that were modified,
+# excluding added (A), deleted (D), renamed (R), etc.
+modified_files=$(git diff --name-only --diff-filter=M $merge_base HEAD)
+echo "Modified files since merge base: $modified_files"
+# Check if any files were modified
+if [ -z "$modified_files" ]; then
+  echo "No files were modified on the current branch compared to its merge-base with origin/master."
+  connector_folders=""
+else
+  # Extract unique connector folder names from the list of modified files
+  connector_folders=$(echo "$modified_files" | \
+    grep -oP 'airbyte-integrations/connectors/\K[^/]+' | \
+    sort | \
+    uniq)
+fi
+
+echo "Modified connector folders (files modified on this branch only): $connector_folders"
+echo "modified_connectors=$connector_folders" >> $GITHUB_OUTPUT
+
+MODIFIED_LIST_JSON=$(echo "$connector_folders" | tr ',' '\n' | jq -R . | jq -c -s .)
+
+echo "Modified connector folders: $MODIFIED_LIST_JSON"
+echo "modified_connectors_json=$MODIFIED_LIST_JSON" >> $GITHUB_OUTPUT
+# Update all modified connectors to the CDK version passed into the script.
+echo "$connector_folders" | while read -r folder; do
+  gradle_file="airbyte-integrations/connectors/$folder/build.gradle"
+  if [ -f "$gradle_file" ]; then
+    cp "$gradle_file" "$gradle_file.bak"
+    sed -i "s/cdk = '.*'/cdk = '$1'/" "$gradle_file"
+    sed -i "/useLocalCdk/d" "$gradle_file"
+
+    if cmp -s "$gradle_file" "${gradle_file}.bak"; then
+        # Files are identical, sed made no effective change for this command
+        echo "Warning: sed command ran successfully but did not modify '$gradle_file'. Pattern 'cdk = ...' might not have been found."
+
+        rm -f "${gradle_file}.bak" # Clean up backup
+        exit 1 # Uncomment if no change should cause failure
+    else
+        rm -f "${gradle_file}.bak" # Clean up backup
+    fi
+  fi
+done

tools/bin/cdk-auto-release/update-changelog.sh

@@ -0,0 +1,382 @@
+#!/bin/bash
+
+# --- Configuration ---
+# Base directory for connector documentation
+DOCS_BASE_DIR="docs/integrations"
+# Specific directories for sources and destinations
+SOURCES_DIR="${DOCS_BASE_DIR}/sources"
+DESTINATIONS_DIR="${DOCS_BASE_DIR}/destinations"
+# GitHub repository URL for linking Pull Requests
+GITHUB_REPO_URL="https://github.com/airbytehq/airbyte"
+# Expected header line in the changelog markdown table
+CHANGELOG_HEADER="| Version | Date | Pull Request | Subject |"
+# Regex pattern to identify the markdown table separator line (flexible for different alignments)
+# Matches lines like |---|---|---|---| or | :--- | -------- | ---: | :-----: | etc.
+CHANGELOG_SEPARATOR_PATTERN='^[[:space:]]*\|[[:space:]]*:?--*:?[[:space:]]*\|[[:space:]]*:?--*:?[[:space:]]*\|[[:space:]]*:?--*:?[[:space:]]*\|[[:space:]]*:?--*:?[[:space:]]*\|[[:space:]]*$'
+
+# --- Helper Functions ---
+
+# Function to print error messages and exit
+# Usage: error_exit "Your error message" [exit_code]
+error_exit() {
+    local message="$1"
+    local exit_code="${2:-1}" # Default exit code is 1
+    echo "ERROR: ${message}" >&2
+    exit "$exit_code"
+}
+
+# Function to print informational messages
+# Usage: log_info "Your informational message"
+log_info() {
+    # Redirect echo to standard error (>&2)
+    echo "INFO: ${1}" >&2
+}
+
+# Function to validate script arguments (currently expecting branch name)
+# Usage: validate_script_args "$@"
+validate_script_args() {
+    if [ "$#" -ne 1 ]; then
+        error_exit "Usage: $0 <branch_name>\nExample: $0 feature/my-connector-update"
+    fi
+    log_info "Script started with branch name: $1"
+}
+
+# Function to resolve the connector documentation file path
+# Usage: resolve_connector_file "connector_type-connector_name"
+# Returns: The full path to the markdown file or exits on error
+resolve_connector_file() {
+    local full_connector_name="$1"
+    local connector_type=""
+    local connector_name=""
+    local target_dir=""
+    local filepath=""
+
+    if [[ "$full_connector_name" == source-* ]]; then
+        connector_type="source"
+        connector_name="${full_connector_name#source-}"
+        target_dir="${SOURCES_DIR}"
+    elif [[ "$full_connector_name" == destination-* ]]; then
+        connector_type="destination"
+        connector_name="${full_connector_name#destination-}"
+        target_dir="${DESTINATIONS_DIR}"
+    else
+        error_exit "Invalid connector name format. Expected 'source-<name>' or 'destination-<name>', but got '${full_connector_name}'."
+    fi
+
+    if [ -z "$connector_name" ]; then
+        error_exit "Connector name part is empty in '${full_connector_name}'. Expected 'source-<name>' or 'destination-<name>'."
+    fi
+
+    filepath="${target_dir}/${connector_name}.md"
+
+    if [ ! -f "$filepath" ]; then
+        error_exit "Could not find documentation file for connector '${connector_name}' (type: ${connector_type}) at expected path: ${filepath}"
+    fi
+
+    log_info "Found connector file: ${filepath}"
+    echo "$filepath" # Return the filepath
+}
+
+# Function to find the line number of the changelog table separator
+# Usage: find_changelog_separator_line "/path/to/connector.md"
+# Returns: The line number of the separator or exits on error
+find_changelog_separator_line() {
+    local filepath="$1"
+    local separator_line_num
+
+    log_info "Searching for changelog separator pattern in '${filepath}'"
+    separator_line_num=$(grep -n -E "${CHANGELOG_SEPARATOR_PATTERN}" "$filepath" | head -n 1 | cut -d: -f1)
+
+    if [ -z "$separator_line_num" ]; then
+        # Add more debug info if separator not found
+        echo "DEBUG: Checking lines around the expected changelog section in ${filepath}..." >&2
+        grep -C 5 -i "changelog" "$filepath" || echo "DEBUG: 'changelog' keyword not found." >&2
+        error_exit "Could not find the changelog separator pattern matching '${CHANGELOG_SEPARATOR_PATTERN}' in ${filepath}"
+    fi
+
+    log_info "Found separator on line number: ${separator_line_num}"
+    echo "$separator_line_num" # Return the line number
+}
+
+# Function to extract the latest version from the changelog
+# Usage: get_latest_version "/path/to/connector.md" <data_line_number>
+# Returns: The latest version string (e.g., "1.2.3") or exits on error
+get_latest_version() {
+    local filepath="$1"
+    local data_line_num="$2"
+    local latest_version_line=""
+    local latest_version=""
+
+    latest_version_line=$(awk -v line_num="$data_line_num" 'NR == line_num { print }' "$filepath")
+    log_info "DEBUG: Line content at ${data_line_num}: ${latest_version_line}"
+
+    if [ -z "$latest_version_line" ]; then
+        error_exit "Found separator, but could not read data from the next line (${data_line_num}) in ${filepath}"
+    fi
+
+    # Extract version from the first column (field 2 because of leading '|')
+    latest_version=$(echo "$latest_version_line" | awk -F '|' '{gsub(/^[[:space:]]+|[[:space:]]+$/, "", $2); print $2}')
+
+    if [ -z "$latest_version" ]; then
+        error_exit "Could not extract latest version from line ${data_line_num}: '${latest_version_line}'"
+    fi
+
+    # Validate basic SemVer format (X.Y.Z)
+    if ! [[ "$latest_version" =~ ^[0-9]+\.[0-9]+\.[0-9]+$ ]]; then
+        error_exit "Extracted version '${latest_version}' does not look like a valid SemVer (X.Y.Z)."
+    fi
+
+    log_info "Latest version found: ${latest_version}"
+    echo "$latest_version" # Return the version string
+}
+
+# Function to increment the patch version of a SemVer string
+# Usage: increment_version "1.2.3"
+# Returns: The incremented version string (e.g., "1.2.4")
+increment_version() {
+    local current_version="$1"
+    local major minor patch new_patch new_version
+
+    major=$(echo "$current_version" | cut -d. -f1)
+    minor=$(echo "$current_version" | cut -d. -f2)
+    patch=$(echo "$current_version" | cut -d. -f3)
+
+    new_patch=$((patch + 1))
+    new_version="${major}.${minor}.${new_patch}"
+
+    log_info "Incremented version: ${new_version}"
+    echo "$new_version" # Return the new version string
+}
+
+# Function to prepare the new markdown row for the changelog
+# Usage: prepare_new_changelog_row "1.2.4" 12345 "Update description"
+# Returns: The formatted markdown table row string
+prepare_new_changelog_row() {
+    local new_version="$1"
+    local pr_number="$2"
+    local message="$3"
+    local today_date pr_link new_row
+
+    today_date=$(date '+%Y-%m-%d')
+    pr_link="[${pr_number}](${GITHUB_REPO_URL}/pull/${pr_number})"
+
+    # Sanitize message to avoid breaking the table
+    if [[ "$message" == *"|"* ]]; then
+        log_info "Warning: Message contains '|' characters. Replacing with '-'."
+        message=$(echo "$message" | tr '|' '-')
+    fi
+
+    new_row="| ${new_version} | ${today_date} | ${pr_link} | ${message} |"
+    log_info "Prepared new row: ${new_row}"
+    echo "$new_row" # Return the new row string
+}
+
+# Function to insert the new row into the changelog file using awk
+# Usage: insert_changelog_row "/path/to/connector.md" <separator_line_num> "new_markdown_row"
+insert_changelog_row() {
+    local filepath="$1"
+    local separator_line_num="$2"
+    local new_row="$3"
+    local temp_file
+
+    # Create a temporary file securely
+    temp_file=$(mktemp) || error_exit "Could not create temporary file."
+    # Ensure temp file is cleaned up on script exit or error
+    trap 'rm -f "$temp_file"' EXIT TERM INT HUP
+
+    log_info "Attempting to insert new row after line ${separator_line_num} in ${filepath} using awk..." >&2
+
+    # Use awk to print existing lines and insert the new row after separator_line_num
+    if ! awk -v line_num="$separator_line_num" -v new_line="$new_row" '
+        1; # Print the current line (shorthand for {print $0})
+        NR == line_num { print new_line } # After printing the target line (NR), print the new line
+        ' "$filepath" > "$temp_file"; then
+        # No need to rm temp_file here, trap will handle it
+        error_exit "awk command failed while processing ${filepath}"
+    fi
+
+    # Check if awk actually produced output (basic sanity check)
+    if [ ! -s "$temp_file" ]; then
+         # No need to rm temp_file here, trap will handle it
+        error_exit "Temporary file is empty after awk processing. Input file ${filepath} might be empty or awk failed silently."
+    fi
+
+    # Replace the original file with the modified temporary file
+    if ! mv "$temp_file" "$filepath"; then
+        # Temp file might still exist if mv fails, but trap should get it on exit
+        error_exit "Failed to move temporary file to overwrite ${filepath}"
+    fi
+
+    # Disable the trap explicitly on successful completion of this function's critical section
+    # to prevent accidental removal if the temp file was already moved.
+    trap - EXIT TERM INT HUP
+
+    log_info "Successfully inserted new row into ${filepath}" >&2
+}
+
+# --- Git Helper Functions ---
+
+# Function to fetch updates from the master branch
+# Usage: fetch_updates
+fetch_updates() {
+    log_info "Fetching updates from origin/master..."
+    if ! git fetch origin master; then
+        error_exit "Failed to fetch from origin master."
+    fi
+}
+
+# Function to find the merge base between HEAD and origin/master
+# Usage: find_merge_base
+# Returns: The merge base commit hash or exits on error
+find_merge_base() {
+    local merge_base
+    log_info "Finding merge base between HEAD and origin/master..."
+    merge_base=$(git merge-base HEAD origin/master)
+
+    if [ -z "$merge_base" ]; then
+      error_exit "Could not find a common ancestor between HEAD and origin/master."
+    fi
+
+    log_info "Merge base commit: $merge_base"
+    echo "$merge_base" # Return merge base commit hash
+}
+
+# Function to get the PR number associated with a given branch
+# Usage: get_pr_number "feature/branch-name"
+# Returns: The PR number or exits if not found or 'gh' fails
+get_pr_number() {
+    local branch_name="$1"
+    local pr_num
+
+    log_info "Attempting to find PR number for branch: ${branch_name}"
+
+    # Use gh pr list to find the PR number for the specified head branch
+    pr_num=$(gh pr list --state open --head "$branch_name" --json number --jq '.[0].number // empty')
+
+    if [ -z "$pr_num" ]; then
+        error_exit "Could not find an open PR number for branch '${branch_name}'. Make sure the PR exists and the branch name is correct."
+    fi
+
+    log_info "Found PR number: ${pr_num}"
+    echo "$pr_num" # Return the PR number
+}
+
+# Function to stage, commit, and push changes for a specific connector
+# Usage: stage_commit_push "connector-folder-name" "/path/to/connector.md"
+stage_commit_push() {
+    local folder_name="$1"
+    local filepath="$2"
+    local commit_message="Update changelog for $folder_name"
+
+    log_info "Staging changes for ${filepath}"
+    if ! git add "$filepath"; then
+        error_exit "Failed to stage changes for ${filepath}"
+    fi
+
+    log_info "Committing changes with message: ${commit_message}"
+    # Check if there are changes to commit before committing
+    if git diff --staged --quiet; then
+      log_info "No changes staged for ${folder_name}, skipping commit."
+      return 0 # Not an error, just nothing to commit
+    fi
+    if ! git commit -m "$commit_message"; then
+        error_exit "Failed to commit changes for ${folder_name}"
+    fi
+
+    log_info "Pushing changes to origin..."
+    if ! git push; then
+        # Consider adding retry logic or better error handling for push failures
+        error_exit "Failed to push changes for ${folder_name}"
+    fi
+    log_info "Successfully committed and pushed changes for ${folder_name}"
+}
+
+
+# --- Main Changelog Update Logic for a Single Connector ---
+
+# Function to update the changelog for a specific connector
+# Usage: update_single_connector_changelog <pr_number> "connector_type-connector_name" "Update Message"
+update_single_connector_changelog() {
+    local pr_number="$1"
+    local full_connector_name="$2"
+    local message="$3"
+
+    # --- Add this debug line ---
+    echo "DEBUG: Value received inside function pr_number=[${pr_number}]" >&2
+    # --- End of added line ---
+
+    # Validate inputs (basic checks)
+    if ! [[ "$pr_number" =~ ^[0-9]+$ ]]; then
+        error_exit "Invalid PR number '${pr_number}' passed to update_single_connector_changelog."
+    fi
+    if [ -z "$full_connector_name" ] || [ -z "$message" ]; then
+        error_exit "Connector name and message must be provided to update_single_connector_changelog."
+    fi
+
+    log_info "--- Starting changelog update for ${full_connector_name} ---"
+
+    local filepath separator_line_num data_line_num latest_version new_version new_row
+
+    filepath=$(resolve_connector_file "$full_connector_name")
+    separator_line_num=$(find_changelog_separator_line "$filepath")
+    data_line_num=$((separator_line_num + 1))
+    latest_version=$(get_latest_version "$filepath" "$data_line_num")
+    new_version=$(increment_version "$latest_version")
+    new_row=$(prepare_new_changelog_row "$new_version" "$pr_number" "$message")
+    insert_changelog_row "$filepath" "$separator_line_num" "$new_row"
+
+    log_info "--- Completed changelog update for ${full_connector_name} ---"
+    echo "$filepath" # Return the path of the modified file for git operations
+}
+
+
+# --- Main Execution ---
+main() {
+    # Enable stricter error handling
+    # set -e exits immediately if a command exits with a non-zero status.
+    # set -o pipefail causes a pipeline to return the exit status of the last command
+    # that exited with a non-zero status, or zero if no command exited with a non-zero status.
+    set -eo pipefail
+
+    local branch_name="$1" # Expect branch name as the first argument
+    validate_script_args "$@" # Validate we got the branch name
+
+    fetch_updates
+    local merge_base
+    merge_base=$(find_merge_base)
+
+    # Pull potentially new changes
+    log_info "Pulling latest changes..."
+    if ! git pull; then
+       log_info "Warning: git pull failed, continuing with fetched state."
+    fi
+
+    local modified_connectors pr_num changelog_message updated_filepath
+
+    if [ -z "$MODIFIED_CONNECTORS" ]; then
+        log_info "No modified connectors found requiring changelog updates. Exiting."
+        exit 0
+    fi
+
+    pr_num=$(get_pr_number "$branch_name")
+
+    # Define the standard message here, could be made a script argument later
+    changelog_message="Update CDK version"
+
+    # Process each modified connector
+    echo "$MODIFIED_CONNECTORS" | while IFS= read -r connector_folder; do
+        # Skip empty lines just in case
+        [ -z "$connector_folder" ] && continue
+
+        log_info "Processing connector: ${connector_folder}"
+        # Call the main update logic for this connector
+        updated_filepath=$(update_single_connector_changelog "$pr_num" "$connector_folder" "$changelog_message")
+        # Stage, commit, and push the changes for this connector's changelog
+        stage_commit_push "$connector_folder" "$updated_filepath"
+    done
+
+    log_info "Script finished successfully."
+}
+
+# Execute the main function, passing all script arguments
+main "$@"