BigQuery への推奨事項のエクスポート

schema:
   fields:
     - name: cloud_entity_type
       type: STRING
       description: |
         Represents what cloud entity type the recommendation was generated for - eg: project number, billing account
     - name: cloud_entity_id
       type: STRING
       description: |
         Value of the project number or billing account id
     - name: name
       type: STRING
       description: |
         Name of recommendation. A project recommendation is represented as
         projects/[PROJECT_NUMBER]/locations/[LOCATION]/recommenders/[RECOMMENDER_ID]/recommendations/[RECOMMENDATION_ID]
     - name: location
       type: STRING
       description: |
         Location for which this recommendation is generated
     - name: recommender
       type: STRING
       description: |
         Recommender ID of the recommender that has produced this recommendation
     - name: recommender_subtype
       type: STRING
       description: |
           Contains an identifier for a subtype of recommendations produced for the
           same recommender. Subtype is a function of content and impact, meaning a
           new subtype will be added when either content or primary impact category
           changes.
           Examples:
           For recommender = "google.iam.policy.Recommender",
           recommender_subtype can be one of "REMOVE_ROLE"/"REPLACE_ROLE"
     - name: target_resources
       type: STRING
       mode: REPEATED
       description: |
         Contains the fully qualified resource names for resources changed by the
         operations in this recommendation. This field is always populated. ex:
         [//cloudresourcemanager.googleapis.com/projects/foo].
     - name: description
       type: STRING
       description: |
         Required. Free-form human readable summary in English.
         The maximum length is 500 characters.
     - name: last_refresh_time
       type: TIMESTAMP
       description: |
         Output only. Last time this recommendation was refreshed by the system that created it in the first place.
     - name: primary_impact
       type: RECORD
       description: |
         Required. The primary impact that this recommendation can have while trying to optimize
         for one category.
       schema:
         fields:
         - name: category
           type: STRING
           description: |
             Category that is being targeted.
             Values can be the following:
               CATEGORY_UNSPECIFIED:
                 Default unspecified category. Do not use directly.
               COST:
                 Indicates a potential increase or decrease in cost.
               SECURITY:
                 Indicates a potential increase or decrease in security.
               PERFORMANCE:
                 Indicates a potential increase or decrease in performance.
               RELIABILITY:
                 Indicates a potential increase or decrease in reliability.
         - name: cost_projection
           type: RECORD
           description: Optional. Use with CategoryType.COST
           schema:
             fields:
             - name: cost
               type: RECORD
               description: |
                 An approximate projection on amount saved or amount incurred.
                 Negative cost units indicate cost savings and positive cost units indicate
                 increase. See google.type.Money documentation for positive/negative units.
               schema:
                 fields:
                 - name: currency_code
                   type: STRING
                   description: The 3-letter currency code defined in ISO 4217.
                 - name: units
                   type: INTEGER
                   description: |
                     The whole units of the amount. For example if `currencyCode` is `"USD"`,
                     then 1 unit is one US dollar.
                 - name: nanos
                   type: INTEGER
                   description: |
                     Number of nano (10^-9) units of the amount.
                     The value must be between -999,999,999 and +999,999,999 inclusive.
                     If `units` is positive, `nanos` must be positive or zero.
                     If `units` is zero, `nanos` can be positive, zero, or negative.
                     If `units` is negative, `nanos` must be negative or zero.
                     For example $-1.75 is represented as `units`=-1 and `nanos`=-750,000,000.
             - name: cost_in_local_currency
               type: RECORD
               description: |
                 An approximate projection on amount saved or amount incurred in the local currency.
                 Negative cost units indicate cost savings and positive cost units indicate
                 increase. See google.type.Money documentation for positive/negative units.
               schema:
                 fields:
                 - name: currency_code
                   type: STRING
                   description: The 3-letter currency code defined in ISO 4217.
                 - name: units
                   type: INTEGER
                   description: |
                     The whole units of the amount. For example if `currencyCode` is `"USD"`,
                     then 1 unit is one US dollar.
                 - name: nanos
                   type: INTEGER
                   description: |
                     Number of nano (10^-9) units of the amount.
                     The value must be between -999,999,999 and +999,999,999 inclusive.
                     If `units` is positive, `nanos` must be positive or zero.
                     If `units` is zero, `nanos` can be positive, zero, or negative.
                     If `units` is negative, `nanos` must be negative or zero.
                     For example $-1.75 is represented as `units`=-1 and `nanos`=-750,000,000.
             - name: duration
               type: RECORD
               description: Duration for which this cost applies.
               schema:
                 fields:
                 - name: seconds
                   type: INTEGER
                   description: |
                     Signed seconds of the span of time. Must be from -315,576,000,000
                     to +315,576,000,000 inclusive. Note: these bounds are computed from:
                     60 sec/min * 60 min/hr * 24 hr/day * 365.25 days/year * 10000 years
                 - name: nanos
                   type: INTEGER
                   description: |
                     Signed fractions of a second at nanosecond resolution of the span
                     of time. Durations less than one second are represented with a 0
                     `seconds` field and a positive or negative `nanos` field. For durations
                     of one second or more, a non-zero value for the `nanos` field must be
                     of the same sign as the `seconds` field. Must be from -999,999,999
                     to +999,999,999 inclusive.
             - name: pricing_type_name
               type: STRING
               description: |
                     A pricing type can either be based on the price listed on GCP (LIST) or a custom
                     price based on past usage (CUSTOM).
         - name: reliability_projection
           type: RECORD
           description: Optional. Use with CategoryType.RELIABILITY
           schema:
             fields:
             - name: risk_types
               type: STRING
               mode: REPEATED
               description: |
                 The risk associated with the reliability issue.
                   RISK_TYPE_UNSPECIFIED:
                     Default unspecified risk. Do not use directly.
                   SERVICE_DISRUPTION:
                     Potential service downtime.
                   DATA_LOSS:
                     Potential data loss.
                   ACCESS_DENY:
                     Potential access denial. The service is still up but some or all clients
                     can not access it.
             - name: details_json
               type: STRING
               description: |
                 Additional reliability impact details that is provided by the recommender in JSON
                 format.
     - name: state
       type: STRING
       description: |
             Output only. The state of the recommendation:
               STATE_UNSPECIFIED:
                 Default state. Do not use directly.
               ACTIVE:
                 Recommendation is active and can be applied. Recommendations content can
                 be updated by Google.
                 ACTIVE recommendations can be marked as CLAIMED, SUCCEEDED, or FAILED.
               CLAIMED:
                 Recommendation is in claimed state. Recommendations content is
                 immutable and cannot be updated by Google.
                 CLAIMED recommendations can be marked as CLAIMED, SUCCEEDED, or FAILED.
               SUCCEEDED:
                 Recommendation is in succeeded state. Recommendations content is
                 immutable and cannot be updated by Google.
                 SUCCEEDED recommendations can be marked as SUCCEEDED, or FAILED.
               FAILED:
                 Recommendation is in failed state. Recommendations content is immutable
                 and cannot be updated by Google.
                 FAILED recommendations can be marked as SUCCEEDED, or FAILED.
               DISMISSED:
                 Recommendation is in dismissed state.
                 DISMISSED recommendations can be marked as ACTIVE.
     - name: ancestors
       type: RECORD
       description: |
         Ancestry for the recommendation entity
       schema:
         fields:
         - name: organization_id
           type: STRING
           description: |
             Organization to which the recommendation project
         - name: folder_ids
           type: STRING
           mode: REPEATED
           description: |
             Up to 5 levels of parent folders for the recommendation project
     - name: associated_insights
       type: STRING
       mode: REPEATED
       description: |
         Insights associated with this recommendation. A project insight is represented as
         projects/[PROJECT_NUMBER]/locations/[LOCATION]/insightTypes/[INSIGHT_TYPE_ID]/insights/[insight_id]
     - name: recommendation_details
       type: STRING
       description: |
         Additional details about the recommendation in JSON format. 
       schema:
            - name: overview
              type: RECORD
              description: Overview of the recommendation in JSON format
            - name: operation_groups
              type: OperationGroup
              mode: REPEATED
              description: Operations to one or more Google Cloud resources grouped in such a way
              that, all operations within one group are expected to be performed
              atomically and in an order. More here: https://cloud.google.com/recommender/docs/key-concepts#operation_groups
                  - name: operations
                    type: Operation
                    description: An Operation is the individual action that must be performed as one of the atomic steps in a suggested recommendation. More here: https://cloud.google.com/recommender/docs/key-concepts?#operation
            - name: state_metadata
              type: map with key: STRING, value: STRING
              description: A map of STRING key, STRING value of metadata for the state, provided by user or automations systems.
            - name: additional_impact
              type: Impact
              mode: REPEATED
              description: Optional set of additional impact that this recommendation may have when
              trying to optimize for the primary category. These may be positive
              or negative. More here: https://cloud.google.com/recommender/docs/key-concepts?#recommender_impact
     - name: priority
       type: STRING
       description: |
         Priority of the recommendation:
           PRIORITY_UNSPECIFIED:
             Default unspecified priority. Do not use directly.
           P4:
             Lowest priority.
           P3:
             Second lowest priority.
           P2:
             Second highest priority.
           P1:
             Highest priority.

schema:
  - fields:
      - name: cloud_entity_type
        type: STRING
        description: |
          Represents what cloud entity type the recommendation was generated for - eg: project number, billing account
      - name: cloud_entity_id
        type: STRING
        description: |
          Value of the project number or billing account id
      - name: name
        type: STRING
        description: |
          Name of recommendation. A project recommendation is represented as
          projects/[PROJECT_NUMBER]/locations/[LOCATION]/recommenders/[RECOMMENDER_ID]/recommendations/[RECOMMENDATION_ID]
      - name: location
        type: STRING
        description: |
          Location for which this recommendation is generated
      - name: insight_type
        type: STRING
        description: |
          Recommender ID of the recommender that has produced this recommendation
      - name: insight_subtype
        type: STRING
        description: |
            Contains an identifier for a subtype of recommendations produced for the
            same recommender. Subtype is a function of content and impact, meaning a
            new subtype will be added when either content or primary impact category
            changes.
            Examples:
            For recommender = "google.iam.policy.Recommender",
            recommender_subtype can be one of "REMOVE_ROLE"/"REPLACE_ROLE"
      - name: target_resources
        type: STRING
        mode: REPEATED
        description: |
          Contains the fully qualified resource names for resources changed by the
          operations in this recommendation. This field is always populated. ex:
          [//cloudresourcemanager.googleapis.com/projects/foo].
      - name: description
        type: STRING
        description: |
          Required. Free-form human readable summary in English.
          The maximum length is 500 characters.
      - name: last_refresh_time
        type: TIMESTAMP
        description: |
          Output only. Last time this recommendation was refreshed by the system that created it in the first place.
      - name: category
        type: STRING
        description: |
          Category being targeted by the insight. Can be one of:
          Unspecified category.
          CATEGORY_UNSPECIFIED = Unspecified category.
          COST = The insight is related to cost.
          SECURITY = The insight is related to security.
          PERFORMANCE = The insight is related to performance.
          MANAGEABILITY = The insight is related to manageability.
          RELIABILITY = The insight is related to reliability.;
      - name: state
        type: STRING
        description: |
              Output only. The state of the recommendation:
                STATE_UNSPECIFIED:
                  Default state. Do not use directly.
                ACTIVE:
                  Recommendation is active and can be applied. Recommendations content can
                  be updated by Google.
                  ACTIVE recommendations can be marked as CLAIMED, SUCCEEDED, or FAILED.
                CLAIMED:
                  Recommendation is in claimed state. Recommendations content is
                  immutable and cannot be updated by Google.
                  CLAIMED recommendations can be marked as CLAIMED, SUCCEEDED, or FAILED.
                SUCCEEDED:
                  Recommendation is in succeeded state. Recommendations content is
                  immutable and cannot be updated by Google.
                  SUCCEEDED recommendations can be marked as SUCCEEDED, or FAILED.
                FAILED:
                  Recommendation is in failed state. Recommendations content is immutable
                  and cannot be updated by Google.
                  FAILED recommendations can be marked as SUCCEEDED, or FAILED.
                DISMISSED:
                  Recommendation is in dismissed state.
                  DISMISSED recommendations can be marked as ACTIVE.
      - name: ancestors
        type: RECORD
        description: |
          Ancestry for the recommendation entity
        schema:
          fields:
          - name: organization_id
            type: STRING
            description: |
              Organization to which the recommendation project
          - name: folder_ids
            type: STRING
            mode: REPEATED
            description: |
              Up to 5 levels of parent folders for the recommendation project
      - name: associated_recommendations
        type: STRING
        mode: REPEATED
        description: |
          Insights associated with this recommendation. A project insight is represented as
          projects/[PROJECT_NUMBER]/locations/[LOCATION]/insightTypes/[INSIGHT_TYPE_ID]/insights/[insight_id]
      - name: insight_details
        type: STRING
        description: |
          Additional details about the insight in JSON format
          schema:
            fields:
            - name: content
              type: STRING
              description: |
                A struct of custom fields to explain the insight.
                Example: "grantedPermissionsCount": "1000"
            - name: observation_period
              type: TIMESTAMP
              description: |
                Observation period that led to the insight. The source data used to
                generate the insight ends at last_refresh_time and begins at
                (last_refresh_time - observation_period).
          - name: state_metadata
            type: STRING
            description: |
              A map of metadata for the state, provided by user or automations systems.
      - name: severity
        type: STRING
        description: |
          Severity of the insight:
            SEVERITY_UNSPECIFIED:
              Default unspecified severity. Do not use directly.
            LOW:
              Lowest severity.
            MEDIUM:
              Second lowest severity.
            HIGH:
              Second highest severity.
            CRITICAL:
              Highest severity.

SELECT name, recommender, target_resources,
  case primary_impact.cost_projection.cost.units is null
       when true then round(primary_impact.cost_projection.cost.nanos * power(10,-9),2)
       else
       round( primary_impact.cost_projection.cost.units +
       (primary_impact.cost_projection.cost.nanos * power(10,-9)), 2)
   end
   as dollar_amt,
   primary_impact.cost_projection.duration.seconds/(60*60*24) as duration_in_days
FROM `<project>.<dataset>.recommendations_export`
WHERE DATE(_PARTITIONTIME) = "<date>"
and primary_impact.category = "COST"

SELECT *
FROM `<project>.<dataset>.recommendations_export`
WHERE DATE(_PARTITIONTIME) = "<date>"
and recommender = "google.iam.policy.Recommender"
and recommender_subtype = "REMOVE_ROLE"

SELECT *
FROM `<project>.<dataset>.recommendations_export`
WHERE DATE(_PARTITIONTIME) = "<date>"
and recommender = "google.iam.policy.Recommender"
and recommender_subtype = "REPLACE_ROLE"

SELECT recommendations.name as recommendation_name,
insights.name as insight_name,
recommendations.cloud_entity_id,
recommendations.cloud_entity_type,
recommendations.recommender,
recommendations.recommender_subtype,
recommendations.description,
recommendations.target_resources,
recommendations.recommendation_details,
recommendations.state,
recommendations.last_refresh_time as recommendation_last_refresh_time,
insights.insight_type,
insights.insight_subtype,
insights.category,
insights.description,
insights.insight_details,
insights.state,
insights.last_refresh_time as insight_last_refresh_time
FROM `<project>.<dataset>.recommendations_export` as recommendations,
   `<project>.<dataset>.insights_export` as insights
WHERE DATE(recommendations._PARTITIONTIME) = "<date>"
and DATE(insights._PARTITIONTIME) = "<date>"
and insights.name in unnest(recommendations.associated_insights)

SELECT *
FROM `<project>.<dataset>.recommendations_export`
WHERE DATE(_PARTITIONTIME) = "<date>"
and "<folder_id>" in unnest(ancestors.folder_ids)

DECLARE max_date TIMESTAMP;

SET max_date = (
  SELECT MAX(_PARTITIONTIME) FROM
  `<project>.<dataset>.recommendations_export`
  );

SELECT *
FROM `<project>.<dataset>.recommendations_export`
WHERE _PARTITIONTIME = max_date