Google Cloud Platform

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Google Cloud Platform (GCP) is a cloud computing service by Google that offers hosting on the same supporting infrastructure that Google uses internally for end-user products like Gmail, Google Search, Maps, and YouTube.

Elements

  • Google Compute Engine – IaaS service providing virtual machines similar to Amazon EC2.
  • Google App Engine – PaaS service for directly hosting applications similar to AWS Elastic Beanstalk.
  • BigTable – IaaS service providing map reduce services. Similar to Hadoop.
  • BigQuery – IaaS service providing Columnar database. Similar to Amazon Redshift.
  • Google Cloud Functions – FaaS service allowing functions to be triggered by events without developer resource management similar to Amazon Lambda or IBM OpenWhisk.

Details

Connecting to a VM
$ gcloud compute --project "my-project-123456" ssh --zone "us-west1-b" "my-vm"

The above command will create SSH keys (stored in ~/.ssh by default). After that, you can use the private key to SSH into your VM: 

$ ssh -i ~/.ssh/google_compute_engine username@x.x.x.x
Compute Engine Metadata
  • The project metadata URL is: http://metadata.google.internal/computeMetadata/v1/project/
  • The instance metadata URL is: http://metadata.google.internal/computeMetadata/v1/instance/

Each URL returns a set of entries that can be appended to the URL. Project settings contain info (e.g., project ID). Instance settings contain info on disks, hostname, machine 

type, etc.

One can also set one's own values so that one can use them in code on the VM. 

$ curl -H "Metadata-Flavor: Google" "http://metadata.google.internal/computeMetadata/v1/instance/service-accounts/default/token"
{"access_token":"aa00...","expires_in":3599,"token_type":"Bearer"}

$ curl -H "Metadata-Flavor: Google" "http://metadata.google.internal/computeMetadata/v1/project/"
attributes/
numeric-project-id
project-id
Preemptible VMs

Preemptible VMs are highly affordable, short-lived compute instances suitable for batch jobs and fault-tolerant workloads. Preemptible VMs offer the same machine types and options as regular compute instances and last for up to 24 hours. If your applications are fault-tolerant and can withstand possible instance preemptions, then preemptible instances can reduce your Google Compute Engine costs significantly.

GCP vs. AWS

Note: All of the following are as of February 2017.

  • Compute
    • Compute Engine vs. EC2
    • App Engine vs. Elastic Beanstalk
    • Container Engine vs. EC2
    • Container Registry vs. ECR
    • Cloud Functions vs. Lambda
  • Identity & Security
    • Cloud IAM vs. IAM
    • Cloud Resource Manager vs. n/a
    • Cloud Security Scanner vs. Inspector
    • Cloud Platform Security vs. n/a
  • Networking
    • Cloud Virtual Network vs. VPC
    • Cloud Load Balancing vs. ELB
    • Cloud CDN vs. CloudFront
    • Cloud Interconnect vs. Direct Connect
    • Cloud DNS vs. Route53
  • Storage and Databases
    • Cloud Storage vs. S3
    • Cloud Bigtable vs. DynamoDB
    • Cloud Datastore vs. SimpleDB
    • Cloud SQL vs. RDS
    • Persistent Disk vs. EBS
  • Big Data
    • BigQuery vs. Redshift
    • Cloud Dataflow vs. EMR
    • Cloud Dataproc vs. EMR
    • Cloud Datalab vs. n/a
    • Cloud Pub/Sub vs. Kinesis
    • Genomics vs. n/a
  • Machine Learning
    • Cloud Machine Learning vs. Machine Learning
    • Vision API vs. Rekognition
    • Speech API vs. Polly
    • Natural Language API vs. Lex
    • Translation API vs. n/a
    • Jobs API vs. n/a
  • Compute Services (GCP vs. AWS):
    • Infrastructure as a Service (IaaS): Compute Engine vs. EC2
    • Platform as a Service (PaaS): App Engine vs. Elastic Beanstalk
    • Containers as a Service: Container Engine vs. EC2
Compute IaaS comparison
Feature Amazon EC2 Compute Engine
Virtual machines Instances Instances
Machine images Amazon Machine Image (AMI) Image
Temporary virtual machines Spot instances Preemptible VMs
Firewall Security groups Compute Engine firewall rules
Automatic instance scaling Auto Scaling Compute Engine autoscaler
Local attached disk Ephemeral disk Local SSD
VM import Supported formats: RAW, OVA, VMDK, VHD Supported formats: AMI, RAW, VirtualBox
Deployment locality Zonal Zonal


Networking services comparison
Networking Load Balancing CDN On-premises connection DNS
AWS VPC ELB CloudFront Direct Connect Route53
GCP Cloud VirtualNetwork1 Cloud LoadBalancing2 Cloud CDN Cloud InterConnect Cloud DNS

1GCP allows for 802.1q tagging (aka VLAN taggin). AWS does not.
2GCP allows for cross-region load balancing. AWS does not.


Storage services comparison
Object Block Cold File
AWS S3 EBS1 Glacier EFS
GCP Cloud Storage Compute Engine Persistent Disks2 Cloud Storage Nearline ZFS/Avere


1An EBS volume can be attached to only one EC2 instance at a time. Can attach up to 40 disk volumes to a Linux instance. Available in only one region by default.
2GCP Persistent Disks in read-only mode can be attached to multiple instances simultaneously. Can attach up to 128 disk volumes. Snapshots are global and can be used in any region without additional operations or charges.


Database services comparison
RDMS NoSQL (key-value) NoSQL (indexed)
AWS RDS DynamoDB DynamoDB
GCP Cloud SQL1 Cloud Bigtable2 Cloud Datastore


1MySQL only.
2100 MB maximum item size. Does not support secondary indexes.


Big Data services comparison
Streaming data ingestion Streaming data processing Batch data processing Analytics
AWS Kinesis Kinesis EMR Redshift
GCP Cloud Pub/Sub Cloud Dataflow Cloud Dataflow / Cloud Dataproc BigQuery


Cloud Pub/Sub 
GCPs offering for data streaming and message queue. It allows for secure communication between applications and can also serve as a de-coupling method (a good way to scale).
Dataflow 
GCPs managed service offering for batch and streaming data processing. Apache Beam under-the-hood.
Dataproc 
GCPs offering for data processing using Apache Hadoop and Apache Spark. It is a massively parallel data processing and transformation engine.
Supported services: MapReduce, Apache Hive, Apache Pig, Apache Spark, Spark SQL, PySpark, and support for parallel jobs with YARN.
BigQuery 
GCPs offering for a fully managed, massive data warehousing and analytics engine, allowing for data analytics using SQL.
Application services comparison
Messaging
AWS SNS
GCP Cloud Pub/Sub


Cloud Pub/Sub (publisher/subscriber)
Management services comparison
Monitoring Deployment
AWS CloudWatch CloudFormation
GCP Stackdriver Deployment Manager


Command Line Interface (CLI)

The Google Cloud SDK is a set of tools that you can use to manage resources and applications hosted on the Google Cloud Platform (GCP). These include the gcloud, gsutil, and bq command line tools. The gcloud command-line tool is downloaded along with the Cloud SDK. 

$ gcloud components list

┌─────────────────────────────────────────────────────────────────────────────────────────────────────────────┐
│                                                  Components                                                 │
├───────────────┬──────────────────────────────────────────────────────┬──────────────────────────┬───────────┤
│     Status    │                         Name                         │            ID            │    Size   │
├───────────────┼──────────────────────────────────────────────────────┼──────────────────────────┼───────────┤
│ Not Installed │ App Engine Go Extensions                             │ app-engine-go            │  56.6 MiB │
│ Not Installed │ Cloud Bigtable Command Line Tool                     │ cbt                      │   6.4 MiB │
│ Not Installed │ Cloud Bigtable Emulator                              │ bigtable                 │   5.6 MiB │
│ Not Installed │ Cloud Datalab Command Line Tool                      │ datalab                  │   < 1 MiB │
│ Not Installed │ Cloud Datastore Emulator                             │ cloud-datastore-emulator │  17.7 MiB │
│ Not Installed │ Cloud Datastore Emulator (Legacy)                    │ gcd-emulator             │  38.1 MiB │
│ Not Installed │ Cloud Firestore Emulator                             │ cloud-firestore-emulator │  27.5 MiB │
│ Not Installed │ Cloud Pub/Sub Emulator                               │ pubsub-emulator          │  33.4 MiB │
│ Not Installed │ Cloud SQL Proxy                                      │ cloud_sql_proxy          │   3.8 MiB │
│ Not Installed │ Emulator Reverse Proxy                               │ emulator-reverse-proxy   │  14.5 MiB │
│ Not Installed │ Google Cloud Build Local Builder                     │ cloud-build-local        │   6.0 MiB │
│ Not Installed │ Google Container Registry's Docker credential helper │ docker-credential-gcr    │   1.8 MiB │
│ Not Installed │ gcloud Alpha Commands                                │ alpha                    │   < 1 MiB │
│ Not Installed │ gcloud Beta Commands                                 │ beta                     │   < 1 MiB │
│ Not Installed │ gcloud app Java Extensions                           │ app-engine-java          │ 107.5 MiB │
│ Not Installed │ gcloud app PHP Extensions                            │ app-engine-php           │           │
│ Not Installed │ gcloud app Python Extensions                         │ app-engine-python        │   6.2 MiB │
│ Not Installed │ gcloud app Python Extensions (Extra Libraries)       │ app-engine-python-extras │  28.5 MiB │
│ Not Installed │ kubectl                                              │ kubectl                  │   < 1 MiB │
│ Installed     │ BigQuery Command Line Tool                           │ bq                       │   < 1 MiB │
│ Installed     │ Cloud SDK Core Libraries                             │ core                     │   9.1 MiB │
│ Installed     │ Cloud Storage Command Line Tool                      │ gsutil                   │   3.5 MiB │
└───────────────┴──────────────────────────────────────────────────────┴──────────────────────────┴───────────┘
  • To install or remove components at your current SDK version [228.0.0], run:
$ gcloud components install COMPONENT_ID
$ gcloud components remove COMPONENT_ID
  • To update your SDK installation to the latest version [228.0.0], run:
$ gcloud components update
  • Initialize gcloud:
$ gcloud init
  • Get current gcloud configuration:
$ gcloud config list

[compute]
region = us-west1
zone = us-west1-a
[core]
account = someone@somewhere.com
disable_usage_reporting = True
project = my-project-223521

Your active configuration is: [default]
  • Get a list of all configurations:
$ gcloud config configurations list

NAME     IS_ACTIVE  ACCOUNT                PROJECT            DEFAULT_ZONE  DEFAULT_REGION
default  True       someone@somewhere.com  my-project-223521  us-west1-a    us-west1
  • Get a list of all (enabled) services:
$ $ gcloud services list

NAME                                    TITLE
bigquery-json.googleapis.com            BigQuery API
cloudapis.googleapis.com                Google Cloud APIs
clouddebugger.googleapis.com            Stackdriver Debugger API
cloudtrace.googleapis.com               Stackdriver Trace API
compute.googleapis.com                  Compute Engine API
container.googleapis.com                Kubernetes Engine API
containerregistry.googleapis.com        Container Registry API
datastore.googleapis.com                Cloud Datastore API
dns.googleapis.com                      Google Cloud DNS API
logging.googleapis.com                  Stackdriver Logging API
monitoring.googleapis.com               Stackdriver Monitoring API
oslogin.googleapis.com                  Cloud OS Login API
pubsub.googleapis.com                   Cloud Pub/Sub API
servicemanagement.googleapis.com        Service Management API
serviceusage.googleapis.com             Service Usage API
sql-component.googleapis.com            Cloud SQL
stackdriver.googleapis.com              Stackdriver API
stackdriverprovisioning.googleapis.com  Stackdriver Provisioning Service
storage-api.googleapis.com              Google Cloud Storage JSON API
storage-component.googleapis.com        Google Cloud Storage

$ gcloud services list --enabled --sort-by="NAME"
$ gcloud services list --available --sort-by="NAME"
Create a GKE cluster
  • Create the Kubernetes cluster:
$ gcloud beta container --project "gcp-k8s-223521" clusters create "xtof-gcp-k8s" \
   --zone "us-west1-a" \
   --username "admin" \
   --cluster-version "1.11.5-gke.5" \
   --machine-type "n1-standard-1" \
   --image-type "COS" \
   --disk-type "pd-standard" \
   --disk-size "100" \
   --scopes \
     "https://www.googleapis.com/auth/devstorage.read_only",
     "https://www.googleapis.com/auth/logging.write",
     "https://www.googleapis.com/auth/monitoring",
     "https://www.googleapis.com/auth/servicecontrol",
     "https://www.googleapis.com/auth/service.management.readonly",
     "https://www.googleapis.com/auth/trace.append" \
   --num-nodes "3" \
   --enable-stackdriver-kubernetes \
   --no-enable-ip-alias \
   --network "projects/gcp-k8s-223521/global/networks/default" \
   --subnetwork "projects/gcp-k8s-223521/regions/us-west1/subnetworks/default" \
   --addons HorizontalPodAutoscaling,HttpLoadBalancing,KubernetesDashboard,Istio \
   --istio-config auth=NONE \
   --enable-autoupgrade \
   --enable-autorepair
  • Get the Kubernetes credentials:
$ gcloud container clusters get-credentials xtof-gcp-k8s --zone us-west1-a --project gcp-k8s-223521
  • Delete the cluster:
$ gcloud container clusters delete --project "gcp-k8s-223521" "xtof-gcp-k8s" --zone "us-west1-a"
Miscellaneous
$ gcloud config set project <project-name>
$ gcloud config set compute/zone us-west1
$ gcloud config unset compute/zone
$ gcloud iam service-accounts list \
    --filter='displayName:"Compute Engine default service account"' \
    --format='value(email)'

$ gcloud compute networks subnets list

NAME     REGION                   NETWORK  RANGE
default  us-west2                 default  10.168.0.0/20
default  asia-northeast1          default  10.146.0.0/20
default  us-west1                 default  10.138.0.0/20
default  southamerica-east1       default  10.158.0.0/20
default  europe-west4             default  10.164.0.0/20
default  asia-east1               default  10.140.0.0/20
default  europe-north1            default  10.166.0.0/20
default  asia-southeast1          default  10.148.0.0/20
default  us-east4                 default  10.150.0.0/20
default  europe-west1             default  10.132.0.0/20
default  europe-west2             default  10.154.0.0/20
default  europe-west3             default  10.156.0.0/20
default  australia-southeast1     default  10.152.0.0/20
default  asia-south1              default  10.160.0.0/20
default  us-east1                 default  10.142.0.0/20
default  us-central1              default  10.128.0.0/20
default  asia-east2               default  10.170.0.0/20
default  northamerica-northeast1  default  10.162.0.0/20
Cloud Storage
  • Create a bucket in the current project:
$ gsutil mb -l us-west1 gs://${BUCKET_NAME}
$ gsutil mb -p ${PROJECT_NAME} -c regional -l ${PROJECT_REGION} gs://${BUCKET_NAME}
  • Upload an object to the above bucket:
$ gsutil cp Pictures/foobar.jpg gs://${BUCKET_NAME}
  • List the contents of a bucket:
$ gsutil ls gs://${BUCKET_NAME} # basic
$ gsutil ls -l gs://${BUCKET_NAME} # extended
  • Get the IAM roles and rules for a given bucket (note: these are the default ones):
$ gsutil iam get gs://${BUCKET_NAME}

{
  "bindings": [
    {
      "members": [
        "projectEditor:my-project-123456", 
        "projectOwner:my-project-123456"
      ], 
      "role": "roles/storage.legacyBucketOwner"
    }, 
    {
      "members": [
        "projectViewer:my-project-123456"
      ], 
      "role": "roles/storage.legacyBucketReader"
    }
  ], 
  "etag": "CAE="
}

See also

External links

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