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s secure cloud run services tutorial multi tenant platforms running untrusted code monitor and log monitoring and logging overview view built in metrics write prometheus metrics write opentelemetry metrics log and view logs audit logging error reporting use distributed tracing for services run ai solutions overview explore resources ai agents overview build and deploy a2a agents overview deploy a2a agents build and deploy adk agents build and deploy n8n agents mcp servers overview build and deploy a remote mcp server tools code execution browser automation inference with gpus overview services run llm inference on cloud run gpus with ollama run agents with gemma 4 models on cloud run run opencv on cloud run with gpu acceleration run llm inference on cloud run gpus with hugging face transformers js jobs fine tune llms using gpus with cloud run jobs run batch inference using gpus with cloud run jobs gpu accelerated video transcoding with ffmpeg ai assisted development and vibe coding introduction to cloud run for ai assisted developers cookbook migrate an existing web service from app engine from cloud run functions 1st gen from aws lambda from heroku from cloud foundry migration overview choose an oci compliant strategy migrate to oci containers migrate configuration sample migration spring music from vmware tanzu from a vm using migrate to containers from kubernetes to gke troubleshoot introduction troubleshoot errors local troubleshooting tutorial known issues samples all cloud run code samples all cloud run functions code samples code samples for all products ai and ml application development application hosting compute data analytics and pipelines databases distributed hybrid and multicloud industry solutions migration networking observability and monitoring security storage access and resources management costs and usage management infrastructure as code sdk languages frameworks and tools home documentation application hosting cloud run guides send feedback executing asynchronous tasks stay organized with collections save and categorize content based on your preferences you can use cloud tasks to securely enqueue a task to be asynchronously processed by a cloud run service typical use cases include preserving requests through unexpected production incidents smoothing traffic spikes by delaying work that is not user facing speeding user response time by delegating slow background operations to be handled by another service such as database updates or batch processing limiting the call rate to backing services like databases and third party apis this page shows how to enqueue tasks that are securely pushed via the https protocol to a private cloud run service it describes required behavior for the private cloud run service required service account permissions task queue creation and task creation before you start enable the cloud tasks api on the project you are using deploying a cloud run service to handle tasks to deploy a service that accepts tasks sent to the task queue deploy the service in the same way as any other cloud run service the cloud run service must return an http 200 code to confirm success after processing of the task is complete tasks will be pushed to this cloud run service as https requests by cloud tasks the response to cloud tasks must occur within its configured timeout for workloads that need to run longer than the maximum cloud tasks timeout consider using cloud run jobs creating a task queue command line to create a task queue use the command gcloud tasks queues create queue id replacing queue id with the name you want to give to your task queue it must be unique in your project if you are prompted to create an app engine app in your project respond y to create it cloud tasks uses this for the queue make sure you choose the same location as you are using for your cloud run service the default task queue configuration should work in most cases however you can optionally set different rate limits and retry parameters if you want terraform to learn how to apply or remove a terraform configuration see basic terraform commands to create a task queue add the following to your tf file resource google_cloud_tasks_queue default name cloud tasks queue name location us central1 apply the changes by entering terraform apply creating a service account to associate with the tasks you must create a service account that will be associated with the enqueued tasks this service account must have the cloud run invoker iam role to allow the task queue to push tasks to the cloud run service console in the google cloud console go to the service accounts page go to service accounts select a project enter a service account name to display in the google cloud console the google cloud console generates a service account id based on this name edit the id if necessary you cannot change the id later optional enter a description of the service account click create and continue optional click the select a role field select cloud run cloud run invoker click done command line create the service account gcloud iam service accounts create service_account_name display name displayed_service_account_name replace service_account_name with a lower case name unique within your google cloud project for example my invoker service account name displayed_service_account_name with the name you want to display for this service account for example in the console for example my invoker service account for cloud run give your service account permission to invoke your service gcloud run services add iam policy binding service member serviceaccount service_account_name project_id iam gserviceaccount com role roles run invoker replace service with the name of the service you want to be invoked by cloud tasks service_account_name with the name of the service account project_id with your google cloud project id grant your service account access to the project so that it has permission to complete specific actions on the resources in your project gcloud projects add iam policy binding resource_id member principal role roles run invoker replace resource_id your google cloud project id principal an identifier for the principal or member which usually has the following form principal_type id for example user my user example com for a full list of the values that principal can have see the policy binding reference terraform to learn how to apply or remove a terraform configuration see basic terraform commands add the following to your tf file create the service account resource google_service_account default account_id cloud run task invoker display_name cloud run task invoker for cloud run give your service account permission to invoke your service resource google_cloud_run_service_iam_binding default location google_cloud_run_v2_service default location service google_cloud_run_v2_service default name role roles run invoker members serviceaccount google_service_account default email apply the changes by entering terraform apply creating http tasks with authentication tokens when you create a task to send to the task queue you specify the project the location queue name the email of the previously created service account to associate with tasks the url of the private cloud run service that will run the task and any other data you need to send you can choose to hardcode these values though values like the project id location and service account email can be dynamically retrieved from the cloud run metadata server refer to the cloud tasks api documentation for details on the task request body note that requests that contain data payloads must use the http put or post method the code that enqueues the tasks must have the necessary iam permissions to do so such as the cloud tasks enqueuer role your code will have the necessary iam permissions if you use the default service account on cloud run the following examples create task requests that also include the creation of a header token oidc tokens are used in the examples to use an oauth token replace the oidc parameter with the language appropriate oauth parameter in constructing the request python from typing import optional from google cloud import tasks_v2 def create_http_task_with_token project str location str queue str url str payload bytes service_account_email str audience optional str none tasks_v2 task create an http post task with an oidc token and an arbitrary payload args project the project id where the queue is located location the location where the queue is located queue the id of the queue to add the task to url the target url of the task payload the payload to send service_account_email the service account to use for generating the oidc token audience audience to use when generating the oidc token returns the newly created task create a client client tasks_v2 cloudtasksclient construct the request body task tasks_v2 task http_request tasks_v2 httprequest http_method tasks_v2 httpmethod post url url oidc_token tasks_v2 oidctoken service_account_email service_account_email audience audience body payload use the client to build and send the task return client create_task tasks_v2 createtaskrequest parent client queue_path project location queue task task note the requirements txt file google cloud tasks 2 18 0 java import com google cloud tasks v2 cloudtasksclient import com google cloud tasks v2 httpmethod import com google cloud tasks v2 httprequest import com google cloud tasks v2 oidctoken import com google cloud tasks v2 queuename import com google cloud tasks v2 task import com google protobuf bytestring import java io ioexception import java nio charset charset public class createhttptaskwithtoken public static void main string args throws ioexception todo developer replace these variables before running the sample string projectid my project id string locationid us central1 string queueid my queue string serviceaccountemail java docs samples testing java docs samples testing iam gserviceaccount com createtask projectid locationid queueid serviceaccountemail create a task with a http target and authorization token using the cloud tasks client public static void createtask string projectid string locationid string queueid string serviceaccountemail throws ioexception instantiates a client try cloudtasksclient client cloudtasksclient create string url https example com taskhandler the full url path that the request will be sent to string payload hello world the task http request body construct the fully qualified queue name string queuepath queuename of projectid locationid queueid tostring add your service account email to construct the oidc token in order to add an authentication header to the request oidctoken builder oidctokenbuilder oidctoken newbuilder setserviceaccountemail serviceaccountemail construct the task body task builder taskbuilder task newbuilder sethttprequest httprequest newbuilder setbody bytestring copyfrom payload charset defaultcharset sethttpmethod httpmethod post seturl url setoidctoken oidctokenbuilder build send create task request task task client createtask queuepath taskbuilder build system out println task created task getname note the pom xml file xml version 1 0 encoding utf 8 project xmlns http maven apache org pom 4 0 0 xmlns xsi http www w3 org 2001 xmlschema instance xsi schemalocation http maven apache org pom 4 0 0 http maven apache org xsd maven 4 0 0 xsd modelversion 4 0 0 modelversion groupid com example tasks groupid artifactid cloudtasks snippets artifactid packaging jar packaging name google cloud tasks snippets name the parent pom defines common style checks and testing strategies for our samples removing or replacing it should not affect the execution of the samples in anyway parent groupid com google cloud samples groupid artifactid shared configuration artifactid version 1 2 0 version parent properties maven compiler target 1 8 maven compiler target maven compiler source 1 8 maven compiler source project build sourceencoding utf 8 project build sourceencoding properties dependencymanagement dependencies dependency groupid com google cloud groupid artifactid libraries bom artifactid version 26 32 0 version type pom type scope import scope dependency dependencies dependencymanagement dependencies dependency groupid com google cloud groupid artifactid google cloud tasks artifactid dependency dependency groupid junit groupid artifactid junit artifactid version 4 13 2 version scope test scope dependency dependency groupid com google truth groupid artifactid truth artifactid version 1 4 0 version scope test scope dependency dependencies project go import context fmt cloudtasks cloud google com go cloudtasks apiv2 taskspb cloud google com go cloudtasks apiv2 cloudtaskspb createhttptaskwithtoken constructs a task with a authorization token and http target then adds it to a queue func createhttptaskwithtoken projectid locationid queueid url email message string taskspb task error create a new cloud tasks client instance see https godoc org cloud google com go cloudtasks apiv2 ctx context background client err cloudtasks newclient ctx if err nil return nil fmt errorf newclient w err defer client close build the task queue path queuepath fmt sprintf projects s locations s queues s projectid locationid queueid build the task payload https godoc org google golang org genproto googleapis cloud tasks v2 createtaskrequest req taskspb createtaskrequest parent queuepath task taskspb task https godoc org google golang org genproto googleapis cloud tasks v2 httprequest messagetype taskspb task_httprequest httprequest taskspb httprequest httpmethod taskspb httpmethod_post url url authorizationheader taskspb httprequest_oidctoken oidctoken taskspb oidctoken serviceaccountemail email add a payload message if one is present req task gethttprequest body byte message createdtask err client createtask ctx req if err nil return nil fmt errorf cloudtasks createtask w err return createdtask nil node js imports the google cloud tasks library const cloudtasksclient require google cloud tasks instantiates a client const client new cloudtasksclient async function createhttptaskwithtoken todo developer uncomment these lines and replace with your values const project my project id const queue my queue const location us central1 const url https example com taskhandler const serviceaccountemail client project id iam gserviceaccount com const payload hello world construct the fully qualified queue name const parent client queuepath project location queue const task httprequest headers content type text plain set content type to ensure compatibility your application s request parsing httpmethod post url oidctoken serviceaccountemail if payload task httprequest body buffer from payload tostring base64 console log sending task console log task send create task request const request parent parent task task const response await client createtask request const name res...
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