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| Section | Weight | Objectives |
|---|
| Topic 1: Building and testing applications | 23% | - Setting up development environments
- 1. Emulating Google Cloud services locally
- 2. Using Cloud SDK, Cloud Code, Cloud Shell, and Cloud Workstations
- Testing applications
- 1. Automating testing in CI/CD workflows
- 2. Writing unit, integration, and end-to-end tests
- 3. Using AI-assisted development tools
- Building applications and containers
- 1. Implementing containerization best practices
- 2. Configuring build pipelines and provenance
- 3. Using Cloud Build and Artifact Registry
|
| Topic 2: Integrating applications with Google Cloud services | 21% | - Consuming Google Cloud APIs and services
- 1. Enabling and managing APIs
- 2. Integrating with AI/ML and generative AI services
- 3. Using client libraries, REST, and gRPC
- Implementing application performance monitoring
- 1. Using operations suite tools
- 2. Instrumenting code for metrics and traces
- Integrating with data and storage services
- 1. Using object storage and file storage solutions
- 2. Working with relational, NoSQL, and in-memory databases
- 3. Implementing messaging and event streaming
|
| Topic 3: Configuring cloud-native applications for deployment | 24% | - Deploying applications to Cloud Run
- 1. Deploying from source code or containers
- 2. Integrating with event-driven services
- 3. Configuring scaling, networking, and security
- Deploying applications to Google Kubernetes Engine
- 1. Managing configurations and secrets
- 2. Creating and managing workloads and services
- 3. Configuring scaling, auto-scaling, and updates
- Deploying to App Engine or Cloud Functions
- 1. Managing versions and traffic splitting
- 2. Configuring serverless deployments
|
| Topic 4: Designing highly scalable, secure, and reliable cloud-native applications | 32% | - Designing secure applications
- 1. Applying security best practices and compliance requirements
- 2. Implementing authentication and authorization mechanisms
- 3. Securing data in transit and at rest
- Designing high-performing applications and APIs
- 1. Designing for high availability and fault tolerance
- 2. Optimizing for latency and throughput
- 3. Selecting appropriate compute and deployment platforms
- Designing for observability and monitoring
- 1. Designing for debugging and troubleshooting
- 2. Planning logging, metrics, and tracing strategies
|
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Google Certified Professional - Cloud Developer Sample Questions (Q249-Q254):
NEW QUESTION # 249
Your team is developing a new application using a PostgreSQL database and Cloud Run. You are responsible for ensuring that all traffic is kept private on Google Cloud. You want to use managed services and follow Google-recommended best practices. What should you do?
- A. 1. Install PostgreSQL on a Compute Engine VM, and enable Cloud Run in different projects.
2. Configure a private IP address for the VM. Enable private services access.
3. Create a Serverless VPC Access connector.
4. Set up a VPN connection between the two projects. Configure Cloud Run to use the connector to access the VM hosting PostgreSQL - B. 1. Enable Cloud SQL and Cloud Run in the same project.
2. Configure a private IP address for Cloud SQL. Enable private services access.
3. Create a Serverless VPC Access connector.
4. Configure Cloud Run to use the connector to connect to Cloud SQL. - C. 1. Use Cloud SQL and Cloud Run in different projects.
2. Configure a private IP address for Cloud SQL. Enable private services access.
3. Create a Serverless VPC Access connector.
4. Set up a VPN connection between the two projects. Configure Cloud Run to use the connector to connect to Cloud SQL. - D. 1. Install PostgreSQL on a Compute Engine virtual machine (VM), and enable Cloud Run in the same project.
2. Configure a private IP address for the VM. Enable private services access.
3. Create a Serverless VPC Access connector.
4. Configure Cloud Run to use the connector to connect to the VM hosting PostgreSQL.
Answer: B
Explanation:
Explanation
https://cloud.google.com/sql/docs/postgres/connect-run#private-ip
NEW QUESTION # 250
You are building an application that will store frequently accessed data in a Memorystore for Redis Cluster instance. You would like to make the application resilient to network issues. You need to ensure that the application handles client disconnections from a Redis instance gracefully to minimize disruption and ensure stability of the application. What should you do?
- A. Configure the Redis client to reconnect after a fixed delay of 60 seconds.
- B. Immediately terminate the application instance upon detecting a Redis disconnection to force a restart, and wait for clients to reconnect to the cache as soon as the application becomes available.
- C. Implement exponential backoff with a jitter when reconnecting after a disconnection. Configure client-side caching to serve data during brief outages.
- D. Use Memorystore's automatic failover mechanisms to make the Redis cache available in a secondary zone.
Answer: C
Explanation:
Implementing exponential backoff with jitter when reconnecting reduces connection storms and gracefully handles transient network issues. Client-side caching ensures the application remains stable and responsive during brief Redis outages.
NEW QUESTION # 251
You are designing a schema for a table that will be moved from MySQL to Cloud Bigtable. The MySQL table is as follows:

How should you design a row key for Cloud Bigtable for this table?
- A. Set Event_timestampas a key.
- B. Set Account_idas a key.
- C. Set Event_timestamp_Account_idas a key.
- D. Set Account_id_Event_timestampas a key.
Answer: C
NEW QUESTION # 252
You are deploying your application to a Compute Engine virtual machine instance with the Stackdriver Monitoring Agent installed. Your application is a unix process on the instance. You want to be alerted if the unix process has not run for at least 5 minutes. You are not able to change the application to generate metrics or logs.
Which alert condition should you configure?
- A. Metric absence
- B. Uptime check
- C. Process health
- D. Metric threshold
Answer: C
NEW QUESTION # 253
You work for an environmental agency in a large city. You are developing a new monitoring platform that will capture air quality readings from thousands of locations in the city. You want the air quality reading devices to send and receive their data payload to the newly created RESTful backend systems every minute by using a curl command. The backend systems are running in a single cloud region and are using Premium Tier networking. You need to connect the devices to the backend while minimizing the daily average latency, measured by using Time to First Byte (TTFB). How should you build this service?
- A. 1 Run the air quality devices' backends in a managed instance group.
2. Create an external Application Load Balancer, and connect it to the managed instance group.
3. Configure a connection between the air quality devices and the Application Load Balancer. - B. 1. Run the air quality devices' backends on Compute Engine VMs.
2. Create a round robin routing policy on Cloud DNS for these Compute Engine VMs.
3. Configure the air quality devices to connect by using this DNS. - C. 1. Run the air quality devices' backends in a managed instance group.
2. Create an external passthrough Network Load Balancer to connect to the managed instance group.
3. Configure a connection between the air quality devices and the Network Load Balancer. - D. 1. Run the air quality devices' backends on Compute Engine VMs.
2. Create a weighted round robin routing policy on Cloud DNS.
3. Configure the air quality devices to connect by using this DNS.
Answer: A
Explanation:
https://web.dev/articles/optimize-ttfb
NEW QUESTION # 254
......
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