Dan Sullivan

Google Cloud Certified Professional Cloud Architect Study Guide


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Metadata management service Dataflow Data management Stream and batch processing Cloud Spanner Database Global relational database Cloud SQL Database Regional relational database Cloud Deployment Manager Development Infrastructure-as-code service Cloud Pub/Sub Messaging Messaging service Cloud Composer Orchestration Data workflow orchestration service Bigtable Storage Wide column, NoSQL database Cloud Data Transfer Storage Bulk data transfer service Cloud Memorystore Storage Managed cache service using Redis or memcached Cloud Storage Storage Managed object storage service

      

      

This table is provided to show the breadth of Google Cloud Platform managed services. The services offered change over time. Managed services may be generally available, or they can be in beta. For a list of current services, see the Google Platform Services Summary at cloud.google.com/terms/services.

      Reduced Levels of Services

      One way to reduce costs is to accept lower levels of service in exchange for lower costs. In GCP there are a number of opportunities to reduce cost in exchange for lower levels of service, including the following:

       Using preemptible virtual machines instead of standard virtual machines

       Using standard tier networking instead of Premium tier

       Using Pub/Sub Lite instead of Pub/Sub

       Using Durable Reduced Availability Storage

      These examples are representative of the kinds of trade-offs we make when opting for a lower-cost service.

      Preemptible Virtual Machines

      One way to minimize computing costs is to use preemptible virtual machines, which are short-lived VMs that cost about 80 percent less than their nonpreemptible counterparts. Here are some things to keep in mind about preemptible VMs when considering business and technical requirements:

       Preemptible VMs may be shut down at any time by Google. They will be shut down after running for 24 hours.

       GCP will signal a VM before shutting down. The VM will have 30 seconds to stop processes gracefully.

       Preemptible VMs can have local SSDs and GPUs if additional storage and compute resources are needed.

       If you want to replace a preempted VM automatically, you can create a managed instance group for preemptible VMs. If resources are available, the managed instance group will replace the preempted VM.

       Preemptible VMs can be used with some managed services, such as Cloud Dataproc, to reduce the overall cost of the service.

      Preemptible VMs are well suited for batch jobs or other workloads that can be disrupted and restarted. They are not suitable for running services that need high availability, such as a database or user-facing service, like a web server.

      Preemptible VMs are also not suitable for applications that manage state in memory or on the local SSD. Preemptible VMs cannot be configured to live migrate; when they are shut down, locally persisted data and data in memory are lost. If you want to use preemptible VMs with stateful applications, consider using Cloud Memorystore, a managed Redis or memcached service for caching data, or a database to store state.

      

Google Cloud offers Spot VMs, which are similar to preemptible VMs but do not necessarily shut down within the first 24 hours of running. At the time of writing, Spot VMs are in Pre-GA, may have limited support, and may not be feature complete. Throughout this book, we will use the term Preemptible VMs to refer to low-cost instances that may be provisioned as traditional Preemptible VMs or as Spot VMs.

      Standard vs. Premium Tier Networking

      Google Cloud offers two levels or tiers of networking, Standard and Premium.

      Standard Tier networking is the lower-performance option. Performance and availability are typically like other cloud providers that depend on the public internet. There are no global SLAs, and Cloud Load Balancing is limited to regional load balancing.

      With Premium Tier networking, you experience high performance and reliability, low latency, and a global SLA. You can also use global load balancers that can distribute load across regions. Network traffic is carried on Google's network, not the public internet.

      Pub/Sub Lite vs. Pub/Sub

      Pub/Sub is a highly scalable messaging service in Google Cloud. Pub/Sub Lite is also horizontally scalable but costs less and provides lower levels of service than Pub/Sub.

      Pub/Sub provides for per-message parallelism, automatic scaling, and global routing. Service endpoints are global and regional.

      Pub/Sub Lite offers lower availability and durability than Pub/Sub. Messages replication is limited to a single zone unlike Pub/Sub, which provides multizone replication in a single region. Pub/Sub Lite service endpoints are regional, not global. The Lite service also requires users of the service to manage resource capacity.

      Durable Reduced Availability Storage

      Durable Reduced Availability (DRA) Storage is like Standard Storage but with lower performance and availability. DRA Storage has a 99 percent availability, while Standard Storage has greater than 99.99 percent availability in dual-regions and multiregions and 99.99 percent in regions.

      

The documentation for Durable Reduced Ability Storage, Multi-Regional Storage, and Regional Storage states that “[u]nless you already are using one of these additional classes, you should use Standard Storage instead.” (Source: cloud.google.com/storage/docs/storage-classes)

      Data Lifecycle Management

      When assessing the application design and cost implications of business requirements, consider how to manage storage costs. Storage options lie on a spectrum from short-term to archival storage.

       Memorystore is a cache, and data should be kept in cache only if it is likely to be used by an