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Developer cheat sheet
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COMPUTE
SCALABLE VMS AND CONTAINERS
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Bare Metal Solution

Hardware for specialized workloads

Shielded VMs

Hardened VMs


STORAGE
LONG AND SHORT TERM STORAGE
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Local SSD

VM locally attached SSDs


DATABASE
RELATIONAL AND NON-RELATIONAL DATABASES
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Cloud Memorystore

Managed Redis and Memcached

Cloud Run

Serverless for containerized applications

VMware Engine

VMware as a service

AlloyDB

Scalable & performant PostgreSQL-compatible DB

Cloud Spanner

Horizontally scaleable relational database

GKE

Managed Kubernetes / containers

Cloud Filestore

Managed NFS server

Cloud Bigtable

Petabyte-scale, low-latency, non-relational

App Engine

Managed app platform

Cloud Functions

Event-driven serverless functions

Compute Engine

VMs, GPUs, TPUs, Disks

BigQuery BI Engine

In-memory analytics engine

BigQuery ML

BigQuery model training / serving

Cloud Storage

Multi-class multi-region object storage

Persistent Disk

Block storage for VMs

AutoML

Custom low-code models

Cloud SQL Insights

SQL Inspector

Cloud Firestore

Serverless NoSQL document DB

Cloud SQL

Managed MySQL, PostgreSQL, SQL Server

Database Migration Service

Migrate to Cloud SQL

Preemptible VMs

Short-lived compute instances

Sole-tenant Nodes

Dedicated physical servers


DATA ANALYTICS
COLLECT, STORE, PROCESS, AND ANALYZE DATA
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Connected Sheets

Spreadsheet interface for (big) data

Looker

Enterprise BI and Analytics


AI/ML
CREATE & USE ML MODELS
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Contact Center AI

AI in your contact center

Vertex AI

Managed platform for ML

Vertex Explainable AI

Understand ML model predictions

Transcoder API

Optimized files for delivery

BigQuery GIS

BigQuery geospatial functions / support

BigQuery

Data warehouse / analytics

Dataflow

Stream / batch data processing

Cloud TPU

Hardware acceleration for ML

Dialogflow

Create conversational interfaces

Vertex AI Feature Store

Managed ML feature repository

Dedicated Interconnect

Dedicated private network connection

Network Intelligence Center

Network monitoring and topology

Cloud Composer

Managed workflow orchestration service

BigQuery DTS

Automated data ingestion service

Dataproc

Managed Spark and Hadoop

Cloud Translation

Language detection and translation

Talent Solutions

Job search with ML

Vertex AI Predictions

Autoscaled model serving

Cloud Domains

Register, transfer, manager domains

Cloud Load Balancing

Multi-region load distribution / balancing

Dataprep by Trifacta

Visual data wrangling

Data Studio

Collaborative data exploration / dashboarding

Cloud Data Fusion

Graphically manage data pipelines

Data Catalog

Metadata management service

Dataplex

Centrally manage / monitor / govern data

Speech-To-Text

Convert audio to text

Deep Learning VM Images

Preconfigured VMs for deep learning

Cloud Vision

Image recognition and classification

Deep Learning Containers

Preconfigured containers for deep learning

Document AI

Analyze, classify, search documents

Vertex AI Matching Engine

Vector similarity searches

Vertex AI Workbench

Jupyter-based environment for Data Science

Carrier Peering

Peer through a carrier

Cloud DNS

Programmable DNS serving

Artifact Registry

Universal package manager

Public Datasets

Hosted data in BigQuery

Datastream

Change data capture / replication service

Pub/Sub

Global real-time messaging

Vertex AI Vizier

Automated hyperparameter tuning

Vertex AI Pipelines

Hosted ML workflows

Vertex AI Edge Manager

Deploy monitor edge inferences

Text-To-Speech

Convert text to audio

Vertex AI Data Labeling

Data labeling by humans

Vertex AI Model Monitoring

Monitor models for skew / drift

Vertex AI Training

Distributed AI training


NETWORKING
MANAGE, CONNECT, SECURE, AND SCALE YOUR NETWORKS
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DEVOPS CI/CD
INTEGRATE AND DELIVER CONTINUOUSLY
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Cloud Deploy

Continuous Delivery for GKE

Access Context Manager

Fine-grained, attribute based access-control

Assured Workloads

Workload compliance controls

Video Intelligence API

Scene-level video annotation

Vertex AI Tensorboard

Managed TensorBoard for ML-experiment Visualization

Vertex ML Metadata

Artifact, lineage, and execution tracking

Cloud CDN

Content delivery network

Anthos Service Mesh

Service-aware network management
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