Menyiapkan laporan bawaan di BigQuery

Halaman ini menjelaskan cara menyiapkan dan melihat laporan bawaan di BigQuery untuk resource yang dilindungi menggunakan rencana pencadangan.

Untuk menyiapkan laporan, Anda perlu melakukan aktivitas satu kali dengan membuat sink log untuk mengalirkan data logging ke BigQuery, lalu menjalankan skrip bawaan. Jika Anda ingin menyiapkan dan melihat laporan bawaan di BigQuery untuk resource yang dilindungi menggunakan template pencadangan di konsol pengelolaan, lihat Menyiapkan laporan bawaan di BigQuery.

Peran IAM yang diperlukan

Izin IAM berikut diperlukan untuk melihat laporan bawaan di BigQuery untuk cadangan yang di-vault. Pelajari cara memberikan peran IAM.

Peran Kapan memberikan peran
Logs Configuration Writer (roles/logging.configWriter) atau

Admin Logging (roles/logging.admin) dan Editor Data BigQuery (roles/bigquery.dataEditor) | Untuk membuat sink dan set data BigQuery dari konsol Google Cloud . | | Pemilik (roles/owner) | Untuk membuat sink dan set data BigQuery dari Google Cloud CLI. | | Admin BigQuery (bigquery.admin) | Untuk menulis kueri kustom atau mendownload kueri. |

Membuat sink dan merutekan log ke BigQuery untuk pencadangan yang diamankan

BigQuery hanya menyimpan log yang dibuat setelah sink log dibuat. Log yang dibuat sebelum membuat sink log tidak terlihat di BigQuery. Anda dapat membuat sink log dari Google Cloud konsol atau Google Cloud CLI.

Untuk membuat log sink dan rute di BigQuery untuk cadangan yang disimpan di brankas, lakukan hal berikut:

Konsol

  1. Di konsol Google Cloud , buka halaman Log Router:

    Buka halaman Router Log

  2. Pilih project Google Cloud yang ada.
  3. Klik Create sink.
  4. Di panel Sink details, masukkan kolom berikut:
    1. Sink name: masukkan nama sink sebagai bdr_report_sink. Anda harus menggunakan nama sink bdr_report_sink untuk mengidentifikasi laporan Pencadangan dan DR dari sink lain.
    2. Deskripsi sink: Jelaskan tujuan atau kasus penggunaan sink.
  5. Di panel Sink destination, lakukan hal berikut:

    1. Di menu Select sink service, pilih layanan sink BigQuery dataset.
    2. Di Select BigQuery dataset, pilih Create new BigQuery dataset.
    3. Di halaman Buat set data, lakukan hal berikut:
      1. Untuk ID Set Data, masukkan nama set data sebagai bdr_reports untuk membedakannya dari set data lain. Jangan mengubah nama set data dari bdr_reports.
      2. Untuk Location type, pilih lokasi geografis untuk set data. Setelah set data dibuat, lokasi tidak dapat diubah.
      3. Opsional: Jika Anda ingin masa berlaku tabel dalam set data ini berakhir, pilih Aktifkan masa berakhir tabel, lalu tentukan Usia tabel maksimum default dalam hari.
      4. Klik Create dataset.
  6. Di panel Pilih log untuk disertakan dalam sink, lakukan tindakan berikut:

    1. Di kolom Build inclusion filter, masukkan ekspresi filter berikut yang cocok dengan entri log yang ingin Anda sertakan.

       logName=~"projects/PROJECT_ID/logs/backupdr.googleapis.com%2Fbdr_*" 
       Replace `PROJECT_ID` with the project name.
      
    2. Untuk memverifikasi bahwa Anda memasukkan filter yang benar, pilih Pratinjau log. Tindakan ini akan membuka Logs Explorer di tab baru dengan filter yang telah diisi otomatis.

  7. Opsional: Di panel Pilih log untuk memfilter sink, lakukan hal berikut:

    1. Di kolom Nama filter pengecualian, masukkan nama.
    2. Di kolom Buat filter pengecualian, masukkan ekspresi filter yang cocok dengan entri log yang ingin Anda kecualikan. Anda juga dapat menggunakan fungsi sampel untuk memilih sebagian entri log yang akan dikecualikan.

  8. Pilih Buat sink.

    Anda dapat melihat set data di BigQuery Studio.

gcloud

  1. Buka Activate cloud shell, lalu klik Open editor.
  2. Klik ikon , pilih File, lalu pilih File teks baru.
  3. Salin dan tempel skrip berikut.

       #!/bin/bash
        echo "This script will set up a log sink for BackupDR reports to be available in BigQuery"
    
        # Get the default project ID
        DEFAULT_PROJECT_ID=$(gcloud config get-value project)
        read -p "Enter Project ID (default: $DEFAULT_PROJECT_ID, press Enter to continue):" PROJECT_ID
    
        # Use default if no input is provided
        if [ -z "$PROJECT_ID" ]; then
          PROJECT_ID=$DEFAULT_PROJECT_ID
        fi
          # Set the project ID
        result=$(gcloud config set project $PROJECT_ID)
        if [ $? -ne 0 ]; then
          echo "Error setting the project to $PROJECT_ID"
          exit 1
        fi
          # --- Check if BigQuery API is already enabled, enable if not ---
        echo "Checking if BigQuery API is enabled..."
        if gcloud services list | grep "bigquery.googleapis.com" >/dev/null; then
          echo "BigQuery API is already enabled for $PROJECT_ID"
        else
          echo "For logs to be available in BigQuery, we need to enable BigQuery service in the project if not done already. This might mean additional costs incurred. Please check the associated costs before proceeding."
          read -p "Do you want to continue(Y/N)?" continue
          if [ "$continue" = "y" ] || [ "$continue" = "Y" ]; then
            echo "Enabling BigQuery API..."
            result=$(gcloud services enable bigquery.googleapis.com --project $PROJECT_ID)
            if [ $? -eq 0 ]; then
              echo "Successfully enabled BigQuery api for $PROJECT_ID"
            else
              echo "Error in setting up the BigQuery api for the project. $result"
              exit 1
            fi
          else
            exit 0
          fi
        fi
          # --- Check if BigQuery data set already exists, create if not ---
        echo "Checking if BigQuery data set exists..."
        if bq ls | grep "bdr_reports" >/dev/null; then
          echo "Dataset bdr_reports already exists for $PROJECT_ID"
        else
          echo "Creating bigQuery dataset bdr_reports..."
          # --- Get dataset location from user (default: US) ---
          read -p "Enter dataset location (default: US, press Enter to use): " DATASET_LOCATION
          if [ -z "$DATASET_LOCATION" ]; then
            DATASET_LOCATION="US"
          fi
          # --- Get table expiration in days from user (default: no expiration) ---
          read -p "Enter default table expiration in days (default: no expiration, press Enter to skip): " TABLE_EXPIRATION_DAYS
    
          # Calculate table expiration in seconds if provided
          if [ -n "$TABLE_EXPIRATION_DAYS" ]; then
            TABLE_EXPIRATION_SECONDS=$((TABLE_EXPIRATION_DAYS * 24 * 60 * 60))
            EXPIRATION_FLAG="--default_table_expiration $TABLE_EXPIRATION_SECONDS"
          else
            EXPIRATION_FLAG=""
          fi
          result=$(bq --location=$DATASET_LOCATION mk $EXPIRATION_FLAG bdr_reports)
          if [ $? -eq 0 ]; then
            echo "Created a BigQuery dataset bdr_reports successfully."
          else
            echo ""
            echo "ERROR : Failed to create the BigQuery dataset."
            echo $result
            exit 1
          fi
        fi
          # --- Check if Log Sink already exists, create if not ---
        echo "Checking if Log Sink exists..."
        if gcloud logging sinks list | grep "bdr_report_sink" >/dev/null; then
          echo "Log Sink bdr_reports_sink already exists for $PROJECT_ID"
        else
          log_filter="projects/$PROJECT_ID/logs/backupdr.googleapis.com%2Fbdr_*"
          echo "Creating log sink bdr_reports..."
          result=$(gcloud logging sinks create bdr_report_sink bigquery.googleapis.com/projects/$PROJECT_ID/datasets/bdr_reports --log-filter="logName=~\"$log_filter\"")
          if [ $? -eq 0 ]; then
            echo "Created a logsink bdr_reports_sink successfully."
          else
            echo ""
            echo "ERROR : Failed to create logsink."
            exit 1
          fi
        fi
    
        # --- Add IAM Policy binding for Cloud logging service account to write logs to BigQuery ---
        result=$(gcloud projects add-iam-policy-binding $(gcloud projects describe $PROJECT_ID --format="value(projectNumber)") --member=serviceAccount:service-$(gcloud projects describe $PROJECT_ID --format="value(projectNumber)")@gcp-sa-logging. --role=roles/bigquery.dataEditor --condition=None)
        if [ $? -eq 0 ]; then
          echo "Added permission for cloud logging to write to BigQuery datasets"
        else
          echo ""
          echo "ERROR : Failed to add permissions for cloud logging to write to BigQuery datasets. Please make sure that you have Owner access rights in order to be able to proceed."
          exit 1
        fi
    
        echo "Setup complete. The logs for the project $PROJECT_ID will now start flowing to bigquery."
        exit 0
    
      exit 0
    
  4. Simpan file dengan nama yang memiliki ekstensi file Bash, misalnya, script.sh.

  5. Jalankan perintah bash menggunakan file yang baru saja Anda buat. Misalnya, bash script.sh.

    Anda dapat melihat set data yang dibuat di BigQuery Studio.

Menyiapkan laporan bawaan untuk pencadangan yang disimpan di brankas

Anda dapat menyiapkan laporan bawaan dengan menjalankan skrip berikut dalam set data tempat log dirutekan melalui sink log.

Skrip menambahkan laporan bawaan berikut:

Untuk menyiapkan laporan bawaan di BigQuery untuk cadangan yang disimpan di brankas, lakukan hal berikut:

gcloud

  1. Buka Activate cloud shell, lalu klik Open editor.
  2. Klik ikon , pilih File, lalu pilih File teks baru.
  3. Salin dan tempel skrip laporan bawaan berikut ke Google Cloud CLI.

    #!/bin/bash
    
    # Default config values. Modify only if required.
    DATASET="bdr_reports"
    JOBS_TABLE_PREFIX="backupdr_googleapis_com_bdr_backup_restore_jobs_"
    PROTECTED_RESOURCE_TABLE_PREFIX="backupdr_googleapis_com_bdr_protected_resource_"
    BACKUP_VAULT_TABLE_PREFIX="backupdr_googleapis_com_bdr_backup_vault_details_"
    BACKUP_PLAN_TABLE_PREFIX="backupdr_googleapis_com_bdr_backup_plan_details_"
    VIEW_FROM_DATE_SUFFIX="20000101"  #Use an old enough date so that the views should contain all the data.
    ALLOWED_RESOURCE_TYPES='('"'"'Compute Engine'"'"', '"'"'Disk'"'"')'
    
    # Function to check if a routine exists
    routine_exists() {
    local routine_name="$1"
    bq --project_id $PROJECT_ID ls --routines "$DATASET" | grep "$routine_name" >/dev/null
    }
    
    # Function to check if a view exists
    view_exists() {
    local view_name="$1"
    check_view=$(bq --project_id $PROJECT_ID query --format=csv --use_legacy_sql=false "Select COUNT(*)>0 from $DATASET.INFORMATION_SCHEMA.VIEWS WHERE table_name='$view_name'" | tail -n +2 | tr -d ' ')
    if [ $check_view == 'true' ]; then
      return 0
    fi
    return -1
    }
    
    # Function to create a routine
    create_routine() {
    local routine_name="$1"
    local routine_type="$2"
    local definition_body="$3"
    # Construct the routine body JSON
    local routine_body='
      {
      "definitionBody": "'"$definition_body"'",
      "routineType": "'"$routine_type"'",
      "routineReference": {
          "projectId": "'"$PROJECT_ID"'",
          "datasetId": "'"$DATASET"'",
          "routineId": "'"$routine_name"'"
      },
      "arguments": [
          {
          "name": "FROM_DATE",
          "dataType": {
              "typeKind": "STRING"
          }
          },
          {
          "name": "TO_DATE",
          "dataType": {
              "typeKind": "STRING"
          }
          }
      ]
      }
    '
    
    # Use POST for creating a new routine
    local http_method="POST"
    local routine_id=""
    # If routine exists use PUT to update the routine
    if routine_exists "$routine_name"; then
    echo "Routine $routine_name already exists. Updating the existing routine"
    http_method="PUT"
    routine_id="/$routine_name"
    fi
    
    # Construct the curl command with the routine body
    local curl_command=(
      curl -s --request $http_method \
        "https://bigquery.googleapis.com/bigquery/v2/projects/$PROJECT_ID/datasets/$DATASET/routines$routine_id" \
        --header "Authorization: Bearer $ACCESS_TOKEN" \
        --header 'Accept: application/json' \
        --header 'Content-Type: application/json' \
        --data "$routine_body" --compressed
    )
      # Execute the curl command and capture the result
    local result=$( "${curl_command[@]}" )
    
    # Check if creation was successful
    if echo "$result" | grep '"etag":' > /dev/null; then
      echo "Routine '$routine_name' created/updated successfully."
    else
      echo "$result"
      exit -1
    fi
    }
    
    # Function to create a view
    create_view() {
    local view_name="$1"
    local parent_routine_name="$1"
    local view_query='
      SELECT * FROM `'$PROJECT_ID'.'$DATASET'.'$parent_routine_name'`("'$VIEW_FROM_DATE_SUFFIX'", FORMAT_DATE("%Y%m%d", CURRENT_DATE()));
    '
    
    # Check if view exists.
    if routine_exists "$parent_routine_name"; then
      view_exists "$view_name"
      if [ $? -eq 0 ]; then
        echo "View $view_name already exists. Skipping."
        return 0
      fi
      # Create the view if it does not exist
      bq --project_id $PROJECT_ID mk --use_legacy_sql=false --expiration 0 --view "$view_query" $DATASET.$view_name
    else
      echo "Routine $parent_routine_name is not present. Skipping the creation of $view_name."
      return -1
    fi
    }
    
    # Create all jobs related routines and views
    create_jobs_routines_and_views() {
    # Backup Restore Jobs
    create_routine "backup_restore_jobs" "TABLE_VALUED_FUNCTION" \
    '
    WITH
      dat AS (
      SELECT
        *,
        LAG(insertId, 1, '"'"'placeholder_id'"'"') OVER (ORDER BY timestamp, insertId) = insertId AS `insert_id_is_same`,
        LAG(timestamp, 1, TIMESTAMP_SECONDS(1)) OVER (ORDER BY timestamp, insertId) = timestamp AS `timestamp_is_same`
      FROM
        `'$PROJECT_ID'.'$DATASET'.'$JOBS_TABLE_PREFIX'*`
      WHERE
        _TABLE_SUFFIX >= FROM_DATE
        AND _TABLE_SUFFIX <= TO_DATE
        AND jsonpayload_v1_bdrbackuprestorejoblog.resourceType IN '"${ALLOWED_RESOURCE_TYPES}"' ),
      deduped AS (
      SELECT
        * EXCEPT (insert_id_is_same,
          timestamp_is_same),
      IF
        (JSON_TYPE(TO_JSON(jsonpayload_v1_bdrbackuprestorejoblog).endtime) = '"'"'string'"'"', STRING(TO_JSON(jsonpayload_v1_bdrbackuprestorejoblog).endtime), NULL) AS job_end_time,
    
      FROM
        dat
      WHERE
        NOT (insert_id_is_same
          AND timestamp_is_same) ),
      latest AS (
      SELECT
        jsonpayload_v1_bdrbackuprestorejoblog.jobId AS job_id,
        MAX(CASE jsonpayload_v1_bdrbackuprestorejoblog.jobStatus
            WHEN '"'"'RUNNING'"'"' THEN 1
            WHEN '"'"'SKIPPED'"'"' THEN 2
            WHEN '"'"'SUCCESSFUL'"'"' THEN 3
            WHEN '"'"'FAILED'"'"' THEN 4
        END
          ) AS final_status_code
      FROM
        deduped
      GROUP BY
        jsonpayload_v1_bdrbackuprestorejoblog.jobid),
      filled_latest AS (
      SELECT
        jsonpayload_v1_bdrbackuprestorejoblog.jobId AS job_id,
        jsonpayload_v1_bdrbackuprestorejoblog.jobStatus AS final_status,
        PARSE_TIMESTAMP('"'"'%FT%H:%M:%E*S%Ez'"'"', jsonpayload_v1_bdrbackuprestorejoblog.startTime) AS parsed_start_time,
        PARSE_TIMESTAMP('"'"'%FT%H:%M:%E*S%Ez'"'"', deduped.job_end_time) AS parsed_end_time,
        TIMESTAMP_DIFF(PARSE_TIMESTAMP('"'"'%FT%H:%M:%E*S%Ez'"'"', deduped.job_end_time), PARSE_TIMESTAMP('"'"'%FT%H:%M:%E*S%Ez'"'"', jsonpayload_v1_bdrbackuprestorejoblog.startTime), HOUR) AS duration_hours,
        MOD(TIMESTAMP_DIFF(PARSE_TIMESTAMP('"'"'%FT%H:%M:%E*S%Ez'"'"', deduped.job_end_time), PARSE_TIMESTAMP('"'"'%FT%H:%M:%E*S%Ez'"'"', jsonpayload_v1_bdrbackuprestorejoblog.startTime), MINUTE), 60) AS duration_minutes,
        MOD(TIMESTAMP_DIFF(PARSE_TIMESTAMP('"'"'%FT%H:%M:%E*S%Ez'"'"', deduped.job_end_time), PARSE_TIMESTAMP('"'"'%FT%H:%M:%E*S%Ez'"'"', jsonpayload_v1_bdrbackuprestorejoblog.startTime), SECOND), 60) AS duration_seconds,
      IF
        (JSON_TYPE(TO_JSON(jsonpayload_v1_bdrbackuprestorejoblog).restoreresourcename) = '"'"'string'"'"', STRING(TO_JSON(jsonpayload_v1_bdrbackuprestorejoblog).restoreresourcename), NULL) AS restore_resource_name,
      IF
        (JSON_TYPE(TO_JSON(jsonpayload_v1_bdrbackuprestorejoblog).errortype) = '"'"'string'"'"', STRING(TO_JSON(jsonpayload_v1_bdrbackuprestorejoblog).errortype), NULL) AS error_type,
      IF
        (JSON_TYPE(TO_JSON(jsonpayload_v1_bdrbackuprestorejoblog).errormessage) = '"'"'string'"'"', STRING(TO_JSON(jsonpayload_v1_bdrbackuprestorejoblog).errormessage), NULL) AS error_message,
      IF
        (JSON_TYPE(TO_JSON(jsonpayload_v1_bdrbackuprestorejoblog).backupname) = '"'"'string'"'"', STRING(TO_JSON(jsonpayload_v1_bdrbackuprestorejoblog).backupname), NULL) AS backup_name,
      IF
        (JSON_TYPE(TO_JSON(jsonpayload_v1_bdrbackuprestorejoblog).backupplanname) = '"'"'string'"'"', STRING(TO_JSON(jsonpayload_v1_bdrbackuprestorejoblog).backupplanname), NULL) AS backup_plan_name,
      IF
        (JSON_TYPE(TO_JSON(jsonpayload_v1_bdrbackuprestorejoblog).backuprule) = '"'"'string'"'"', STRING(TO_JSON(jsonpayload_v1_bdrbackuprestorejoblog).backuprule), NULL) AS backup_rule,
      IF
        (JSON_TYPE(TO_JSON(jsonpayload_v1_bdrbackuprestorejoblog).backupconsistencytime) = '"'"'string'"'"', STRING(TO_JSON(jsonpayload_v1_bdrbackuprestorejoblog).backupconsistencytime), NULL) AS backup_consistency_time,
      IF
        (JSON_TYPE(TO_JSON(jsonpayload_v1_bdrbackuprestorejoblog).incrementalbackupsizegib) = '"'"'number'"'"', FLOAT64(TO_JSON(jsonpayload_v1_bdrbackuprestorejoblog).incrementalbackupsizegib), NULL) AS incremental_backup_size_in_gib,
      IF
        (JSON_TYPE(TO_JSON(jsonpayload_v1_bdrbackuprestorejoblog).errorcode) = '"'"'number'"'"', FLOAT64(TO_JSON(jsonpayload_v1_bdrbackuprestorejoblog).errorcode), NULL) AS error_code,
    
      FROM
        deduped
      JOIN
        latest
      ON
        latest.job_id = jsonpayload_v1_bdrbackuprestorejoblog.jobId
        AND jsonpayload_v1_bdrbackuprestorejoblog.jobStatus = (
          CASE final_status_code
            WHEN 1 THEN '"'"'RUNNING'"'"'
            WHEN 2 THEN '"'"'SKIPPED'"'"'
            WHEN 3 THEN '"'"'SUCCESSFUL'"'"'
            WHEN 4 THEN '"'"'FAILED'"'"'
        END
          ) )
    SELECT
      FORMAT_TIMESTAMP('"'"'%m%d'"'"', filled_latest.parsed_start_time, '"'"'UTC'"'"') || '"'"'-'"'"' || ARRAY_TO_STRING(REGEXP_EXTRACT_ALL(jsonpayload_v1_bdrbackuprestorejoblog.resourceType, '"'"'\\\\b[A-Z]'"'"'), '"'"''"'"') || '"'"'-'"'"' || (CASE jsonpayload_v1_bdrbackuprestorejoblog.jobCategory
          WHEN '"'"'ON_DEMAND_BACKUP'"'"' THEN '"'"'B'"'"'
          WHEN '"'"'SCHEDULED_BACKUP'"'"' THEN '"'"'B'"'"'
          WHEN '"'"'ON_DEMAND_OPERATIONAL_BACKUP'"'"' THEN '"'"'B'"'"'
          WHEN '"'"'RESTORE'"'"' THEN '"'"'R'"'"'
      END
        ) || '"'"'-'"'"' || REPLACE(FORMAT_TIMESTAMP('"'"'%H%M%E3S'"'"', filled_latest.parsed_start_time, '"'"'UTC'"'"'), '"'"'.'"'"', '"'"''"'"') AS `job_name`,
      REGEXP_EXTRACT(jsonpayload_v1_bdrbackuprestorejoblog.sourceResourceName, '"'"'([^/]+)$'"'"') AS `resource_name`,
    IF
      (ARRAY_LENGTH(SPLIT(jsonpayload_v1_bdrbackuprestorejoblog.sourceResourceName, '"'"'/'"'"')) < 2, NULL, SPLIT(jsonpayload_v1_bdrbackuprestorejoblog.sourceResourceName,'"'"'/'"'"')[1]) AS `resource_project_name`,
      jsonpayload_v1_bdrbackuprestorejoblog.jobStatus AS `job_status`,
      jsonpayload_v1_bdrbackuprestorejoblog.jobCategory AS `job_category`,
      Filled_latest.error_type AS `error_type`,
      CAST(filled_latest.error_code AS INT64) AS `error_code`,
      filled_latest.error_message AS `error_message`,
      parsed_start_time AS `job_start_time`,
      parsed_end_time AS `job_end_time`,
    IF
      (duration_hours > 0, duration_hours || '"'"'h '"'"', '"'"''"'"') ||
    IF
      (duration_minutes > 0, duration_minutes || '"'"'m '"'"', '"'"''"'"') ||
    IF
      (duration_seconds > 0, duration_seconds || '"'"'s '"'"', '"'"''"'"') AS `duration`,
      ROUND(filled_latest.incremental_backup_size_in_gib, 2) AS `incremental_backup_size_in_gib`,
      PARSE_TIMESTAMP('"'"'%FT%H:%M:%E*S%Ez'"'"', filled_latest.backup_consistency_time) AS `backup_consistency_time`,
    IF
      (ARRAY_LENGTH(SPLIT(filled_latest.backup_plan_name, '"'"'/'"'"')) < 6, NULL, SPLIT(filled_latest.backup_plan_name,'"'"'/'"'"')[5]) AS `backup_plan_name`,
      filled_latest.backup_rule AS `backup_rule`,
    IF
      (ARRAY_LENGTH(SPLIT(jsonpayload_v1_bdrbackuprestorejoblog.backupVaultName, '"'"'/'"'"')) < 6, NULL, SPLIT(jsonpayload_v1_bdrbackuprestorejoblog.backupVaultName,'"'"'/'"'"')[5]) AS `backup_vault_name`,
    IF
      (ARRAY_LENGTH(SPLIT(jsonpayload_v1_bdrbackuprestorejoblog.backupVaultName, '"'"'/'"'"')) < 6, NULL, SPLIT(jsonpayload_v1_bdrbackuprestorejoblog.backupVaultName,'"'"'/'"'"')[1]) AS `backup_vault_project_name`,
    IF
      (ARRAY_LENGTH(SPLIT(filled_latest.backup_name, '"'"'/'"'"')) < 10, NULL, SPLIT(filled_latest.backup_name,'"'"'/'"'"')[9]) AS `backup_name`,
    IF
      (ARRAY_LENGTH(SPLIT(filled_latest.restore_resource_name, '"'"'/'"'"')) < 6, NULL, SPLIT(filled_latest.restore_resource_name,'"'"'/'"'"')[1]) AS `restore_project_name`,
    IF
      (ARRAY_LENGTH(SPLIT(filled_latest.restore_resource_name, '"'"'/'"'"')) < 6, NULL, SPLIT(filled_latest.restore_resource_name,'"'"'/'"'"')[5]) AS `restore_resource_name`,
      jsonpayload_v1_bdrbackuprestorejoblog.sourceresourcelocation AS `resource_location`,
      jsonpayload_v1_bdrbackuprestorejoblog.resourceType AS `resource_type`,
      jsonpayload_v1_bdrbackuprestorejoblog.sourceResourceId AS `resource_id`,
      jsonpayload_v1_bdrbackuprestorejoblog.jobId AS `job_id`,
      timestamp AS `log_timestamp`
    FROM
      deduped
    JOIN
      filled_latest
    ON
      filled_latest.job_id = jsonpayload_v1_bdrbackuprestorejoblog.jobId
      AND jsonpayload_v1_bdrbackuprestorejoblog.jobStatus = filled_latest.final_status
    ORDER BY
      parsed_start_time DESC
    '
    
    # Backup Jobs Summary
    create_routine "backup_jobs_summary" "TABLE_VALUED_FUNCTION" \
    '
    SELECT
        DATE(log_timestamp) AS `date`,
        resource_project_name,
        job_category,
        ROUND((COUNTIF(job_status = '"'"'SUCCESSFUL'"'"')/COUNT(*)) * 100, 2) AS `success_percent`,
        COUNT(*) AS `total`,
        COUNTIF(job_status = '"'"'SUCCESSFUL'"'"') AS `successful`,
        COUNTIF(job_status = '"'"'FAILED'"'"') AS `failed`,
        COUNTIF(job_status = '"'"'SKIPPED'"'"') AS `skipped`,
      FROM
        `'$PROJECT_ID'.'$DATASET'.backup_restore_jobs`(FROM_DATE,
          TO_DATE)
      WHERE job_category IN ('"'"'ON_DEMAND_BACKUP'"'"', '"'"'SCHEDULED_BACKUP'"'"', '"'"'ON_DEMAND_OPERATIONAL_BACKUP'"'"') AND job_status IN ('"'"'SUCCESSFUL'"'"', '"'"'FAILED'"'"', '"'"'SKIPPED'"'"')
      GROUP BY
        `date`,
        resource_project_name,
        job_category
      ORDER BY
        `date` DESC
    '
    create_view "backup_jobs_summary"
    
    # Backup Jobs Details
    create_routine "backup_jobs_details" "TABLE_VALUED_FUNCTION" \
    '
    SELECT
        job_name,
        resource_name,
        resource_project_name,
        job_status,
        error_type,
        error_code,
        error_message,
        job_start_time,
        job_end_time,
        duration,
        incremental_backup_size_in_gib,
        backup_consistency_time,
        backup_plan_name,
        backup_rule,
        backup_vault_name,
        backup_vault_project_name,
        resource_location,
        resource_type,
        resource_id,
        job_category,
        job_id
      FROM
        `'$PROJECT_ID'.'$DATASET'.backup_restore_jobs`(FROM_DATE,
          TO_DATE)
      WHERE
        job_status IN ('"'"'SUCCESSFUL'"'"',
          '"'"'FAILED'"'"', '"'"'SKIPPED'"'"') AND job_category IN ('"'"'ON_DEMAND_BACKUP'"'"', '"'"'SCHEDULED_BACKUP'"'"', '"'"'ON_DEMAND_OPERATIONAL_BACKUP'"'"')
    '
    create_view "backup_jobs_details"
    
    # Successful Backup Jobs Details
    create_routine "successful_backup_jobs" "TABLE_VALUED_FUNCTION" \
    'SELECT
        job_name,
        resource_name,
        resource_project_name,
        job_start_time,
        job_end_time,
        duration,
        incremental_backup_size_in_gib,
        backup_consistency_time,
        backup_plan_name,
        backup_rule,
        backup_vault_name,
        backup_vault_project_name,
        resource_type,
        resource_id,
        job_category,
        job_id
      FROM
        `'$PROJECT_ID'.'$DATASET'.backup_jobs_details`(FROM_DATE,
          TO_DATE) WHERE job_status = '"'"'SUCCESSFUL'"'"'
    '
    create_view "successful_backup_jobs"
    
    # Failed Backup Job Details
    create_routine "failed_backup_jobs" "TABLE_VALUED_FUNCTION" \
    '
    SELECT
        job_name,
        resource_name,
        resource_project_name,
        error_type,
        error_code,
        error_message,
        job_start_time,
        job_end_time,
        duration,
        backup_plan_name,
        backup_rule,
        backup_vault_name,
        backup_vault_project_name,
        resource_type,
        resource_id,
        job_category,
        job_id
      FROM
        `'$PROJECT_ID'.'$DATASET'.backup_jobs_details`(FROM_DATE,
          TO_DATE) WHERE job_status = '"'"'FAILED'"'"'
    '
    create_view "failed_backup_jobs"
    
    # Skipped Backup Job Details
    create_routine "skipped_backup_jobs" "TABLE_VALUED_FUNCTION" \
    '
    SELECT
        job_name,
        resource_name,
        resource_project_name,
        backup_plan_name,
        backup_rule,
        backup_vault_name,
        job_start_time,
        backup_vault_project_name,
        resource_type,
        resource_id,
        job_category,
        job_id
      FROM
        `'$PROJECT_ID'.'$DATASET'.backup_jobs_details`(FROM_DATE,
          TO_DATE)
      WHERE
        job_status = '"'"'SKIPPED'"'"'
    '
    create_view "skipped_backup_jobs"
    
    # Restore Jobs Summary
    create_routine "restore_jobs_summary" "TABLE_VALUED_FUNCTION" \
    '
    SELECT
        DATE(log_timestamp) AS `date`,
        restore_project_name,
        backup_vault_project_name,
        ROUND((COUNTIF(job_status = '"'"'SUCCESSFUL'"'"')/COUNT(*)) * 100, 2) AS `success_percent`,
        COUNT(*) AS `total`,
        COUNTIF(job_status = '"'"'SUCCESSFUL'"'"') AS `successful`,
        COUNTIF(job_status = '"'"'FAILED'"'"') AS `failed`,
      FROM
        `'$PROJECT_ID'.'$DATASET'.backup_restore_jobs`(FROM_DATE,
          TO_DATE)
      WHERE
        job_category = '"'"'RESTORE'"'"'
        AND job_status IN ('"'"'SUCCESSFUL'"'"',
          '"'"'FAILED'"'"')
      GROUP BY
        `date`,
        restore_project_name,
        backup_vault_project_name
      ORDER BY
        `date` DESC
    '
    create_view "restore_jobs_summary"
    
    # Restore Jobs Details
    create_routine "restore_jobs_details" "TABLE_VALUED_FUNCTION" \
    '
    SELECT
        job_name,
        resource_name,
        resource_project_name,
        job_status,
        error_type,
        error_code,
        error_message,
        job_start_time,
        job_end_time,
        duration,
        restore_resource_name,
        restore_project_name,
        backup_vault_name,
        backup_vault_project_name,
        resource_location,
        resource_type,
        resource_id,
        job_id
      FROM
        `'$PROJECT_ID'.'$DATASET'.backup_restore_jobs`(FROM_DATE,
          TO_DATE)
      WHERE
        job_category IN ('"'"'RESTORE'"'"')
        AND job_status IN ('"'"'SUCCESSFUL'"'"',
          '"'"'FAILED'"'"')
    '
    create_view "restore_jobs_details"
    }
    
    # Protected Resource Details
    create_protected_resource_routines_and_views() {
    create_routine "protected_resource_details" "TABLE_VALUED_FUNCTION" \
    '
    WITH
      dat AS (
      SELECT
        *,
        LAG(insertId, 1, '"'"'placeholder_id'"'"') OVER (ORDER BY timestamp, insertId) = insertId AS `insert_id_is_same`,
        LAG(timestamp, 1, TIMESTAMP_SECONDS(1)) OVER (ORDER BY timestamp, insertId) = timestamp AS `timestamp_is_same`
    
      FROM
        `'$PROJECT_ID'.'$DATASET'.'$PROTECTED_RESOURCE_TABLE_PREFIX'*` WHERE _TABLE_SUFFIX >= FROM_DATE AND _TABLE_SUFFIX <= TO_DATE
        AND jsonpayload_v1_bdrprotectedresourcelog.resourceType IN '"${ALLOWED_RESOURCE_TYPES}"'
        ),
      deduped AS (
      SELECT
        * EXCEPT (`insert_id_is_same`,
          `timestamp_is_same`)
      FROM
        dat
      WHERE
        NOT (`insert_id_is_same`
          AND `timestamp_is_same`) ),
      latest_for_date AS (
      SELECT
        DATE(timestamp) AS `log_date`,
        jsonpayload_v1_bdrprotectedresourcelog.sourceresourcename AS `source_resource_name`,
        MAX(timestamp) AS `latest_timestamp`
      FROM
        deduped
      GROUP BY
        `log_date`,
        `source_resource_name` )
    SELECT
      DATE(timestamp) AS `date`,
      jsonpayload_v1_bdrprotectedresourcelog.resourcetype AS `resource_type`,
      REGEXP_EXTRACT(jsonpayload_v1_bdrprotectedresourcelog.sourceresourcename, '"'"'([^/]+)$'"'"') AS `resource_name`,
    IF
      (ARRAY_LENGTH(SPLIT(jsonpayload_v1_bdrprotectedresourcelog.sourceresourcename, '"'"'/'"'"')) < 2, NULL, SPLIT(jsonpayload_v1_bdrprotectedresourcelog.sourceresourcename,'"'"'/'"'"')[1]) AS `resource_project_name`,
      jsonpayload_v1_bdrprotectedresourcelog.sourceresourcedatasizegib AS `resource_data_size_in_gib`,
    IF
      (ARRAY_LENGTH(SPLIT(jsonpayload_v1_bdrprotectedresourcelog.currentbackupvaultname, '"'"'/'"'"')) < 6, NULL, SPLIT(jsonpayload_v1_bdrprotectedresourcelog.currentbackupvaultname,'"'"'/'"'"')[5]) AS `backup_vault_name`,
    IF
      (ARRAY_LENGTH(SPLIT(jsonpayload_v1_bdrprotectedresourcelog.currentbackupplanname, '"'"'/'"'"')) < 6, NULL, SPLIT(jsonpayload_v1_bdrprotectedresourcelog.currentbackupplanname,'"'"'/'"'"')[5]) AS `backup_plan_name`,
      (
      SELECT
        ARRAY_AGG(STRUCT(
            array_entry.rulename AS `rule_name`,
            array_entry.recurrence AS `recurrence`,
            array_entry.recurrenceschedule AS `recurrence_schedule`,
            array_entry.backupwindow AS `backup_window`,
            IF(array_entry.backupwindowtimezone = '"'"'Etc/UTC'"'"', '"'"'UTC'"'"',array_entry.backupwindowtimezone)  AS `backup_window_time_zone`,
            array_entry.retentiondays AS `retention_days`
          ))
      FROM
        UNNEST(jsonpayload_v1_bdrprotectedresourcelog.currentbackupruledetails) array_entry ) AS `backup_rules`,
    DATE(PARSE_TIMESTAMP('"'"'%FT%H:%M:%E*S%Ez'"'"', jsonpayload_v1_bdrprotectedresourcelog.lastprotectedon)) AS `last_backup_plan_assoc_date`,
    IF
      (ARRAY_LENGTH(SPLIT(jsonpayload_v1_bdrprotectedresourcelog.currentbackupplanname, '"'"'/'"'"')) < 2, NULL, SPLIT(jsonpayload_v1_bdrprotectedresourcelog.currentbackupplanname,'"'"'/'"'"')[1]) AS `backup_vault_project_name`,
    IF
      (ARRAY_LENGTH(SPLIT(jsonpayload_v1_bdrprotectedresourcelog.currentbackupplanname, '"'"'/'"'"')) < 4, NULL, SPLIT(jsonpayload_v1_bdrprotectedresourcelog.currentbackupplanname,'"'"'/'"'"')[3]) AS `backup_vault_location`,
      jsonpayload_v1_bdrprotectedresourcelog.sourceresourcelocation AS `resource_location`,
      jsonpayload_v1_bdrprotectedresourcelog.sourceresourceid AS `resource_id`,
    FROM
      deduped
    INNER JOIN
      latest_for_date
    ON
      DATE(timestamp) = latest_for_date.log_date
      AND timestamp = latest_for_date.latest_timestamp
      AND latest_for_date.`source_resource_name` = jsonpayload_v1_bdrprotectedresourcelog.sourceresourcename
    ORDER BY
      `date` DESC,
      `resource_name` ASC
    '
    create_view "protected_resource_details"
    }
    
    # Backup Vault Consumption
    create_backup_vault_consumption_routines_and_views() {
    create_routine "backup_vault_consumption" "TABLE_VALUED_FUNCTION" \
    '
    WITH
        dat AS (
        SELECT
          *,
        LAG(insertId, 1, '"'"'placeholder_id'"'"') OVER (ORDER BY timestamp, insertId) = insertId AS `insert_id_is_same`,
        LAG(timestamp, 1, TIMESTAMP_SECONDS(1)) OVER (ORDER BY timestamp, insertId) = timestamp AS `timestamp_is_same`
        FROM
          `'$PROJECT_ID'.'$DATASET'.'$BACKUP_VAULT_TABLE_PREFIX'*`
        WHERE
          jsonpayload_v1_bdrbackupvaultdetailslog.resourceType IN '"${ALLOWED_RESOURCE_TYPES}"'
          AND _TABLE_SUFFIX >= FROM_DATE
          AND _TABLE_SUFFIX <= TO_DATE ),
        deduped AS (
        SELECT
          * EXCEPT (`insert_id_is_same`,
            `timestamp_is_same`)
        FROM
          dat
        WHERE
          NOT (`insert_id_is_same`
            AND `timestamp_is_same`) ),
        latest_for_date AS (
        SELECT
          DATE(timestamp) AS `log_date`,
          MAX(timestamp) AS `latest_timestamp`,
          jsonpayload_v1_bdrbackupvaultdetailslog.sourceresourcename AS `source_resource_name`,
        FROM
          deduped
        GROUP BY
          log_date,
          `source_resource_name`)
      SELECT
        DATE(timestamp) AS `date`,
        jsonpayload_v1_bdrbackupvaultdetailslog.resourcetype AS `resource_type`,
        REGEXP_EXTRACT(jsonpayload_v1_bdrbackupvaultdetailslog.sourceresourcename, '"'"'([^/]+)$'"'"') AS `resource_name`,
        SPLIT(jsonpayload_v1_bdrbackupvaultdetailslog.sourceresourcename, '"'"'/'"'"')[1] AS `resource_project_name`,
      IF
        (ARRAY_LENGTH(SPLIT(jsonpayload_v1_bdrbackupvaultdetailslog.backupvaultname, '"'"'/'"'"')) < 6, NULL, SPLIT(jsonpayload_v1_bdrbackupvaultdetailslog.backupvaultname,'"'"'/'"'"')[5]) AS `backup_vault_name`,
        jsonpayload_v1_bdrbackupvaultdetailslog.storedbytesgib AS `backup_vault_stored_bytes_in_gib`,
    CAST(jsonpayload_v1_bdrbackupvaultdetailslog.minimumEnforcedRetentionDays AS INT64) AS `backup_vault_minimum_enforced_retention_days`,
      IF
    (ARRAY_LENGTH(SPLIT(IF
    (JSON_TYPE(TO_JSON(jsonpayload_v1_bdrbackupvaultdetailslog).currentbackupplanname) = '"'"'string'"'"', STRING(TO_JSON(jsonpayload_v1_bdrbackupvaultdetailslog).currentbackupplanname), NULL), '"'"'/'"'"')) < 6, NULL, SPLIT(IF
    (JSON_TYPE(TO_JSON(jsonpayload_v1_bdrbackupvaultdetailslog).currentbackupplanname) = '"'"'string'"'"', STRING(TO_JSON(jsonpayload_v1_bdrbackupvaultdetailslog).currentbackupplanname), NULL),'"'"'/'"'"')[5]) AS `backup_plan_name`,
    PARSE_TIMESTAMP('"'"'%FT%H:%M:%E*S%Ez'"'"', IF
    (JSON_TYPE(TO_JSON(jsonpayload_v1_bdrbackupvaultdetailslog).firstavailablerestorepoint) = '"'"'string'"'"', STRING(TO_JSON(jsonpayload_v1_bdrbackupvaultdetailslog).firstavailablerestorepoint), NULL)) AS `first_available_restore_point`,
    PARSE_TIMESTAMP('"'"'%FT%H:%M:%E*S%Ez'"'"', IF
    (JSON_TYPE(TO_JSON(jsonpayload_v1_bdrbackupvaultdetailslog).lastavailablerestorepoint) = '"'"'string'"'"', STRING(TO_JSON(jsonpayload_v1_bdrbackupvaultdetailslog).lastavailablerestorepoint), NULL)) AS `last_available_restore_point`,
    
      IF
        (ARRAY_LENGTH(SPLIT(jsonpayload_v1_bdrbackupvaultdetailslog.backupvaultname, '"'"'/'"'"')) < 6, NULL, SPLIT(jsonpayload_v1_bdrbackupvaultdetailslog.backupvaultname,'"'"'/'"'"')[1]) AS `backup_vault_project_name`,
      IF
        (ARRAY_LENGTH(SPLIT(jsonpayload_v1_bdrbackupvaultdetailslog.backupvaultname, '"'"'/'"'"')) < 6, NULL, SPLIT(jsonpayload_v1_bdrbackupvaultdetailslog.backupvaultname,'"'"'/'"'"')[3]) AS `backup_vault_location`,
      jsonpayload_v1_bdrbackupvaultdetailslog.sourceresourcelocation AS `resource_location`,
      FROM
        deduped
      INNER JOIN
        latest_for_date
      ON
        DATE(timestamp) = latest_for_date.log_date
        AND timestamp = latest_for_date.latest_timestamp
        AND jsonpayload_v1_bdrbackupvaultdetailslog.sourceresourcename = latest_for_date.`source_resource_name`
      ORDER BY
        `date` DESC,
        `resource_name` ASC
    '
    create_view "backup_vault_consumption"
    }
    
    # Backup Plan Details
    create_backup_plan_details_routines_and_views() {
      create_routine "backup_plan_details" "TABLE_VALUED_FUNCTION" \
      '
      WITH
        backup_plan_dat AS (
          SELECT
            *,
            LAG(insertId, 1, '"'"'placeholder_id'"'"') OVER (ORDER BY timestamp, insertId) = insertId AS `insert_id_is_same`,
            LAG(timestamp, 1, TIMESTAMP_SECONDS(1)) OVER (ORDER BY timestamp, insertId) = timestamp AS `timestamp_is_same`
          FROM
            `'$PROJECT_ID'.'$DATASET'.'$BACKUP_PLAN_TABLE_PREFIX'*`
          WHERE
            _TABLE_SUFFIX >= FROM_DATE
            AND _TABLE_SUFFIX <= TO_DATE
        ),
        backup_plan_deduped AS (
          SELECT
            * EXCEPT (`insert_id_is_same`, `timestamp_is_same`)
          FROM
            backup_plan_dat
          WHERE
            NOT (`insert_id_is_same` AND `timestamp_is_same`)
        ),
        backup_plan_latest_for_date AS (
          SELECT
            DATE(timestamp) AS `log_date`,
            MAX(timestamp) AS `latest_timestamp`,
            jsonpayload_v1_bdrbackupplandetailslog.backupplanname AS `backupplanname`
          FROM
            backup_plan_deduped
          GROUP BY
            `log_date`,
            `backupplanname`
        ),
        latest_backup_vault AS (
          SELECT
            timestamp,
            jsonpayload_v1_bdrbackupvaultdetailslog.backupvaultname as backupvaultname,
            jsonpayload_v1_bdrbackupvaultdetailslog.minimumenforcedretentiondays as minimumenforcedretentiondays,
            jsonpayload_v1_bdrbackupvaultdetailslog.effectivedateforenforcedretentionlock as effectivedateforenforcedretentionlock
          FROM `'$PROJECT_ID'.'$DATASET'.'$BACKUP_VAULT_TABLE_PREFIX'*`
          QUALIFY ROW_NUMBER() OVER (PARTITION BY jsonpayload_v1_bdrbackupvaultdetailslog.backupvaultname ORDER BY timestamp DESC) = 1
        )
      SELECT
        DATE(bp_d.timestamp) AS `date`,
        IF(ARRAY_LENGTH(SPLIT(bp_d.jsonpayload_v1_bdrbackupplandetailslog.backupplanname, '"'"'/'"'"')) < 6, NULL, SPLIT(bp_d.jsonpayload_v1_bdrbackupplandetailslog.backupplanname,'"'"'/'"'"')[OFFSET(5)]) AS `backup_plan_name`,
        IF(ARRAY_LENGTH(SPLIT(bp_d.jsonpayload_v1_bdrbackupplandetailslog.backupplanname, '"'"'/'"'"')) < 4, NULL, SPLIT(bp_d.jsonpayload_v1_bdrbackupplandetailslog.backupplanname, '"'"'/'"'"')[OFFSET(3)]) AS `backup_plan_location`,
        (
          SELECT
            ARRAY_AGG(STRUCT(
                rule_details.rulename AS `rule_name`,
                rule_details.recurrence AS `recurrence`,
                rule_details.recurrenceschedule AS `recurrence_schedule`,
                rule_details.backupwindow AS `backup_window`,
                IF(rule_details.backupwindowtimezone = '"'"'Etc/UTC'"'"', '"'"'UTC'"'"',rule_details.backupwindowtimezone)  AS `backup_window_time_zone`,
                rule_details.retentiondays AS `retention_days`
              ))
          FROM
            UNNEST(bp_d.jsonpayload_v1_bdrbackupplandetailslog.backupruledetails) rule_details
        ) AS `backup_rules`,
        IF(ARRAY_LENGTH(SPLIT(bp_d.jsonpayload_v1_bdrbackupplandetailslog.backupvaultname, '"'"'/'"'"')) < 6, NULL, SPLIT(bp_d.jsonpayload_v1_bdrbackupplandetailslog.backupvaultname,'"'"'/'"'"')[OFFSET(5)]) AS `backup_vault_name`,
        IF(ARRAY_LENGTH(SPLIT(bp_d.jsonpayload_v1_bdrbackupplandetailslog.backupvaultname, '"'"'/'"'"')) < 4, NULL, SPLIT(bp_d.jsonpayload_v1_bdrbackupplandetailslog.backupvaultname, '"'"'/'"'"')[OFFSET(3)]) AS `backup_vault_location`,
        bp_d.jsonpayload_v1_bdrbackupplandetailslog.resourcesprotectedcount AS `resources_protected_count`,
        bp_d.jsonpayload_v1_bdrbackupplandetailslog.protecteddatavolumegib AS `protected_data_volume_gib`,
        bv_d.minimumenforcedretentiondays AS `minimum_enforced_retention_days`,
        bv_d.effectivedateforenforcedretentionlock AS `effective_date_for_enforced_retention_lock`,
        CASE
          WHEN bv_d.effectivedateforenforcedretentionlock IS NULL THEN '"'"'unlocked'"'"'
          WHEN LENGTH(TRIM(bv_d.effectivedateforenforcedretentionlock)) = 0 THEN '"'"'unlocked'"'"'
          WHEN PARSE_TIMESTAMP('"'"'%FT%H:%M:%E*S%Ez'"'"', bv_d.effectivedateforenforcedretentionlock) <= CURRENT_TIMESTAMP() THEN '"'"'locked'"'"'
          ELSE '"'"'unlocked'"'"'
        END AS `lock_on_enforced_retention`
      FROM
        backup_plan_deduped AS bp_d
        INNER JOIN backup_plan_latest_for_date AS bp_lfd
          ON DATE(bp_d.timestamp) = bp_lfd.log_date
          AND bp_d.timestamp = bp_lfd.latest_timestamp
          AND bp_d.jsonpayload_v1_bdrbackupplandetailslog.backupplanname = bp_lfd.backupplanname
        LEFT JOIN latest_backup_vault AS bv_d
          ON bp_d.jsonpayload_v1_bdrbackupplandetailslog.backupvaultname = bv_d.backupvaultname
      ORDER BY
        `date` DESC,
        `backup_plan_name` ASC
      '
      create_view "backup_plan_details"
    }
    
    # Daily Scheduled Compliance
    create_daily_scheduled_compliance_routine_and_view() {
    create_routine "daily_scheduled_compliance" "TABLE_VALUED_FUNCTION" \
    '
    WITH
      DailyComplianceWindows AS (
      SELECT
        * EXCEPT (backup_rules),
        PARSE_TIMESTAMP('"'"'%F %H:%M %Z'"'"', date || '"'"' '"'"' || REGEXP_EXTRACT_ALL(backup_window, '"'"'[0-9][0-9]:[0-9][0-9]'"'"')[0] || '"'"' '"'"' || backup_window_time_zone) AS expected_start_time,
        resource_project_name || '"'"'/'"'"' || resource_location || '"'"'/'"'"' || resource_id AS unique_resource_name,
      IF
        (REGEXP_EXTRACT_ALL(backup_window, '"'"'[0-9][0-9]:[0-9][0-9]'"'"')[1] = '"'"'24:00'"'"', TIMESTAMP_ADD(PARSE_TIMESTAMP('"'"'%F %H:%M %Z'"'"', date || '"'"' 23:59 '"'"' || backup_window_time_zone), INTERVAL 1 MINUTE), PARSE_TIMESTAMP('"'"'%F %H:%M %Z'"'"', date || '"'"' '"'"' || REGEXP_EXTRACT_ALL(backup_window, '"'"'[0-9][0-9]:[0-9][0-9]'"'"')[1] || '"'"' '"'"' || backup_window_time_zone)) AS expected_end_time
      FROM
        `'$PROJECT_ID'.'$DATASET'.protected_resource_details`(FROM_DATE, TO_DATE)
      CROSS JOIN
        UNNEST(backup_rules) AS rule
      ON
        rule.recurrence='"'"'Daily'"'"'),
      BackupJobs AS (
      SELECT
        *,
        resource_project_name || '"'"'/'"'"' || resource_location || '"'"'/'"'"' || resource_id AS unique_resource_name,
      FROM
        `'$PROJECT_ID'.'$DATASET'.backup_restore_jobs`(FROM_DATE, FORMAT_DATE('"'"'%Y%m%d'"'"', DATE_ADD(PARSE_DATE('"'"'%Y%m%d'"'"', TO_DATE), INTERVAL 10 DAY)))
      WHERE
        job_category IN ('"'"'ON_DEMAND_BACKUP'"'"',
          '"'"'SCHEDULED_BACKUP'"'"',
          '"'"'ON_DEMAND_OPERATIONAL_BACKUP'"'"') ),
      DailyCompliance AS (
      SELECT
        date,
        DailyComplianceWindows.resource_type,
        DailyComplianceWindows.resource_name,
        DailyComplianceWindows.resource_project_name as `resource_project_name`,
        DailyComplianceWindows.backup_plan_name,
        DailyComplianceWindows.rule_name,
        DailyComplianceWindows.backup_window,
        DailyComplianceWindows.backup_window_time_zone,
        (CASE BackupJobs.job_status
            WHEN '"'"'SUCCESSFUL'"'"' THEN '"'"'Successful'"'"'
            WHEN '"'"'RUNNING'"'"' THEN '"'"'Pending'"'"'
            ELSE
        IF
          (CURRENT_TIMESTAMP() <= DailyComplianceWindows.expected_end_time, '"'"'Pending'"'"', '"'"'Failed'"'"')
        END
          ) AS backup_schedule_compliance_status,
        (CASE BackupJobs.job_status
            WHEN '"'"'SUCCESSFUL'"'"' THEN '"'"'Job '"'"' || BackupJobs.job_name || '"'"' was successful.'"'"'
            WHEN '"'"'RUNNING'"'"' THEN '"'"'Job '"'"' || BackupJobs.job_name || '"'"' is running.'"'"'
            ELSE
        IF
          (CURRENT_TIMESTAMP() <= DailyComplianceWindows.expected_end_time, '"'"'Backup window for '"'"'|| date || '"'"' has not passed yet.'"'"', '"'"'No successful backup job detected within backup window.'"'"')
        END
          ) AS comment,
        DailyComplianceWindows.backup_vault_name,
        DailyComplianceWindows.backup_vault_project_name as `backup_vault_project_name`,
        DailyComplianceWindows.backup_vault_location as `backup_vault_location`,
        DailyComplianceWindows.resource_location,
        ROW_NUMBER() OVER (PARTITION BY BackupJobs.unique_resource_name, DailyComplianceWindows.date, DailyComplianceWindows.rule_name ORDER BY (CASE BackupJobs.job_status WHEN '"'"'SUCCESSFUL'"'"' THEN 4 WHEN '"'"'RUNNING'"'"' THEN 3 ELSE 1 END ) DESC,
          BackupJobs.job_start_time ASC) AS row_number,
      FROM
        DailyComplianceWindows
      LEFT JOIN
        BackupJobs
      ON
        (BackupJobs.unique_resource_name = DailyComplianceWindows.unique_resource_name
          AND BackupJobs.backup_rule = DailyComplianceWindows.rule_name
          AND BackupJobs.job_status = '"'"'SUCCESSFUL'"'"'
          AND BackupJobs.backup_consistency_time >= DailyComplianceWindows.expected_start_time
          AND BackupJobs.backup_consistency_time <= DailyComplianceWindows.expected_end_time)
        OR (BackupJobs.unique_resource_name = DailyComplianceWindows.unique_resource_name
          AND BackupJobs.backup_rule = DailyComplianceWindows.rule_name
          AND BackupJobs.job_status = '"'"'RUNNING'"'"'
          AND BackupJobs.job_start_time >= DailyComplianceWindows.expected_start_time
          AND BackupJobs.job_start_time <= DailyComplianceWindows.expected_end_time)
      ORDER BY
        date DESC,
        BackupJobs.resource_name ASC)
    SELECT
      * EXCEPT(row_number)
    FROM
      DailyCompliance
    WHERE
      row_number = 1
    '
    create_view "daily_scheduled_compliance"
    }
    
    # --- Main script ---
    
    # Get the default project ID
    DEFAULT_PROJECT_ID=$(gcloud config get-value project)
    read -p "Enter Project ID (default: $DEFAULT_PROJECT_ID, press Enter to continue):" PROJECT_ID
    
    # Use default if no input is provided
    if [ -z "$PROJECT_ID" ]; then
      PROJECT_ID=$DEFAULT_PROJECT_ID
    fi
    
    ## Generate Access Token
    echo "Generating access token..."
    ACCESS_TOKEN=$(gcloud auth print-access-token --quiet)
    if [ -z "$ACCESS_TOKEN" ]; then
      echo "Failed to retrieve access token" >&2
      exit 1
    fi
    echo "Access token generated successfully..."
    
    ## Check if the dataset exists
    echo "Check if Reporting Dataset exists..."
    if bq --project_id $PROJECT_ID ls | grep "$DATASET" >/dev/null; then
      echo "Dataset $DATASET exists for $PROJECT_ID. Continuing."
    else
      echo "Dataset $DATASET does not exist for $PROJECT_ID. Exiting."
      exit 0
    fi
    
    ## Check if the tables exist
    echo "Determining which tables are available in BigQuery..."
    check_jobs_table=$(bq --project_id $PROJECT_ID query --format=csv --use_legacy_sql=false "Select COUNT(*)>0 from "$DATASET".INFORMATION_SCHEMA.TABLES WHERE table_name like '%"$JOBS_TABLE_PREFIX"%'" | tail -n +2 | tr -d ' ')
    check_protected_resource_table=$(bq --project_id $PROJECT_ID query --format=csv --use_legacy_sql=false "Select COUNT(*)>0 from "$DATASET".INFORMATION_SCHEMA.TABLES WHERE table_name like '%"$PROTECTED_RESOURCE_TABLE_PREFIX"%'" | tail -n +2 | tr -d ' ')
    check_backup_vault_consumption_table=$(bq --project_id $PROJECT_ID query --format=csv --use_legacy_sql=false "Select COUNT(*)>0 from "$DATASET".INFORMATION_SCHEMA.TABLES WHERE table_name like '%"$BACKUP_VAULT_TABLE_PREFIX"%'" | tail -n +2 | tr -d ' ')
    check_backup_plan_details_table=$(bq --project_id $PROJECT_ID query --format=csv --use_legacy_sql=false "Select COUNT(*)>0 from "$DATASET".INFORMATION_SCHEMA.TABLES WHERE table_name like '%"$BACKUP_PLAN_TABLE_PREFIX"%'" | tail -n +2 | tr -d ' ')
    
    echo "Creating routines and views based on available tables.."
    if [ "$check_jobs_table" == 'true' ]; then
    create_jobs_routines_and_views
    fi
    
    if [ "$check_protected_resource_table" == 'true' ]; then
    create_protected_resource_routines_and_views
    fi
    
    if [ "$check_backup_vault_consumption_table" == 'true' ]; then
    create_backup_vault_consumption_routines_and_views
    fi
    
    if [ "$check_backup_plan_details_table" == 'true' ]; then
    create_backup_plan_details_routines_and_views
    fi
    
    if [ "$check_jobs_table" == 'true' ] && [ "$check_protected_resource_table" == 'true' ]; then
    create_daily_scheduled_compliance_routine_and_view
    fi
    
    if [ $check_jobs_table == 'false' ] || [ $check_protected_resource_table == 'false' ] || [ $check_backup_vault_consumption_table == 'false' ] || [ $check_backup_plan_details_table == 'false' ]; then
    echo -e "\e[1m\e[33mAll the prebuilt reports could not be created successfully in BigQuery as one or more report logs are missing in the dataset $DATASET."
    echo -e "Please ensure that you have waited for at least 8 hours after creating the sink, and before running the script to create pre built reports. Try re-running the script again after some time to fix the issue."
    echo -e "Reach out to Google Cloud Support in case you are still facing this issue.\e[0m"
    else
    echo "Set up completed..."
    fi
    
  4. Simpan file dengan nama yang memiliki ekstensi file Bash, misalnya, backupdrreports.sh.

  5. Jalankan perintah bash menggunakan file yang baru saja Anda buat. Misalnya, bash backupdrreports.sh.

    Anda dapat melihat laporan bawaan di bagian set data di BigQuery Studio.

Setelah menyiapkan laporan bawaan, Anda dapat melihat laporan di Looker Studio.

Langkah berikutnya