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A database engineer is deploying a Cloud Spanner instance named `prod-spanner-db` to support a high-throughput transactional service. The workload requires sub-node scaling, specifically 300 processing units of compute capacity, hosted in the `us-east1` region. Which `gcloud` command correctly provisions this Cloud Spanner instance according to Google Cloud best practices?
A DevOps team is preparing a budget model in the Google Cloud Pricing Calculator for a containerized event-processing application running on Cloud Run, backed by Cloud Storage for long-term log archiving. The application runs processing tasks on an event-driven basis with variable execution durations and outputs non-frequent access logs directly to storage. Which of the following parameters must be explicitly configured in the Google Cloud Pricing Calculator to ensure an accurate monthly cost estimate for these services? (Select TWO)
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A DevOps team operates a high-traffic web application on Google Kubernetes Engine (GKE). During traffic bursts, CPU utilization across application pods increases significantly beyond target thresholds. Additionally, during peak events, scaling up pod instances causes newly created pods to remain in a Pending state because current cluster nodes lack available CPU and memory resources. The team needs to implement an automated scaling architecture to handle both pod-level CPU load spikes and node-level resource shortages. Which scaling configuration should they implement?
A financial analytics company receives large daily market trading datasets that are continuously queried and analyzed by automated pipelines for the first 30 days after ingestion. After 30 days, the dataset is rarely accessed, but regulatory policy mandates that the company retain these files for at least 7 years. The cloud architecture team wants to design a Cloud Storage bucket lifecycle policy that minimizes total operational and storage costs while avoiding unexpected retrieval charges during the active analytical phase. Which lifecycle management strategy should the team implement?
An enterprise migration team has packaged an multi-endpoint REST microservice into a custom container image named `gcr.io/my-project/orders-api:v1`. The web server inside the container is explicitly compiled to listen on internal TCP port `3000` rather than reading standard environment defaults. The deployment requirements mandate using a serverless execution model with a custom identity service account (`[email protected]`) for fine-grained GCP resource access, while allowing unauthenticated public HTTPS ingress. Which `gcloud` command must a Cloud Engineer execute to successfully deploy this application to Cloud Run?
A Lead Cloud Engineer is optimizing cost and availability for a GKE Standard cluster hosting a critical web API and a batch data processing pipeline. The batch pipeline consists of stateless, fault-tolerant workloads that must run strictly on cost-effective Spot VMs to reduce compute expenditure. The web API workloads must never be scheduled onto the Spot VM instances to ensure stability. Which TWO actions must you perform to configure the GKE cluster resources correctly? (Select TWO answers.)
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An infrastructure team is deploying a proprietary state-synchronization service on Compute Engine instance groups located in the us-east1 and europe-west3 regions. The service receives non-HTTP TCP traffic on port 9090, requires SSL/TLS offloading at the load balancer proxy layer, and must expose a single global IP address for client connections. Which Google Cloud load balancer type should you deploy?
You have deployed a new revision of an existing Cloud Run service named 'sales-service'. You want to route 100% of incoming user traffic to this latest revision named 'sales-service-00002-v2'. Which gcloud command should you execute to update the traffic allocation?
A financial technology company is planning the network architecture for a global payment processing service. External payment gateways will communicate with backend Compute Engine instances deployed across multiple Google Cloud regions using a proprietary, non-HTTP raw TCP protocol. The company wants to terminate incoming TCP connections at the Google network edge close to clients to reduce latency and distribute incoming traffic across the multi-region backend instances. Which Google Cloud load balancer should the company select?
A mobile gaming studio is designing a new Google Kubernetes Engine (GKE) cluster architecture to host its stateless matchmaking microservices. The operations team has a strict requirement to eliminate all underlying node provisioning, node sizing, and cluster infrastructure management overhead while paying only for the CPU, memory, and storage requested by running Pods. Which GKE cluster architecture should you recommend?
A global logistics provider is designing a Google Kubernetes Engine (GKE) cluster strategy for two distinct workloads: a critical stateless routing microservice that requires automated infrastructure provisioning without administrative node management, and a non-critical, fault-tolerant batch analytics processing job designed to minimize compute costs. Which TWO architectural decisions should the engineering team implement to satisfy these requirements?
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Your organization needs to perform a zero-downtime update of a production stateless web application hosted on a Compute Engine Managed Instance Group (MIG). Place the operational steps in the correct sequential order to deploy the new application version according to Google Cloud best practices.
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A cloud engineer is managing a Google Kubernetes Engine (GKE) Standard cluster hosting a critical microservice. During a peak traffic period, the Horizontal Pod Autoscaler (HPA) successfully increases the workload deployment replica count from 10 to 25. However, several newly created pods remain in a `Pending` state, displaying the scheduling error `0/3 nodes are available: 3 Insufficient memory`. Diagnostic checks confirm that the node pool's Cluster Autoscaler has reached its configured upper boundary of 3 nodes per zone. The application must scale out on compute nodes without altering container resource requests or converting the existing cluster operational mode. Which command should the engineer execute to allow the cluster to scale node capacity for the unscheduled workloads?
You need to migrate a standalone application's stateful data from a persistent disk located in zone us-central1-a to a newly created Compute Engine VM instance in zone us-central1-b. What is the correct sequence of steps to accomplish this cross-zone disk data migration?
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A cloud engineer needs to deploy a Compute Engine virtual machine instance that automatically executes an initialization script stored in a private Google Cloud Storage bucket upon booting. What is the correct sequence of steps to configure access, provision the VM instance, and verify deployment execution?
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An organization is configuring an automated CI/CD pipeline to deploy infrastructure in Google Cloud using Terraform. The pipeline must store the Terraform state file in a central Google Cloud Storage (GCS) bucket named `corp-tf-state-prod` located within the project `proj-prod-infra`. The pipeline service account will execute `terraform plan` and `terraform apply`. Which TWO configurations or operational steps are required to establish a secure and resilient remote backend implementation according to Google Cloud best practices?
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A software engineering team is deploying a custom containerized internal service named billing-service to Google Cloud Run in the us-central1 region. The application container is hardcoded to listen for incoming gRPC traffic on TCP port 5000 rather than the default port 8080. The service must execute under a specific non-default service account named [email protected] and must block unauthenticated public invocations. Which gcloud command correctly deploys this service according to the security and operational requirements?
An infrastructure engineer needs to grant local administrative tools access to a newly created Google Kubernetes Engine (GKE) cluster named `analytics-prod` located in the `us-central1` region. When attempting to execute `kubectl get nodes`, the command fails with a connection refused error because local context credentials are missing. Which command should the engineer run to populate kubeconfig with the required cluster credentials?
A financial technology company uses the Google Cloud Pricing Calculator to model monthly compute expenses for a batch processing workload running on standard Compute Engine virtual machines. The workload executes for 4 hours each night, totaling 120 hours over a standard 730-hour billing month.
How will the Google Cloud Pricing Calculator apply Sustained Use Discounts (SUDs) to this Compute Engine estimate?
A cloud engineer needs to configure a Google Kubernetes Engine (GKE) Standard cluster to execute fault-tolerant, stateless batch processing workloads while minimizing compute expenditure. The cluster control plane and core system workloads must remain stable, while the batch jobs should run on low-cost compute resources that can be reclaimed at any time. Which TWO actions should the engineer perform to implement this operational strategy?
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