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Christian Schalk
Google Developer Advocate
profiles.google.com/cschalk
@cschalk




Building Integrated Applications on
Google's Cloud Technologies
DevFest 2011
Jakarta
Agenda

● Introduction

● App Engine Recap

● Google's new Cloud Technologies
   ○ Google Cloud Storage
   ○ Prediction API
   ○ BigQuery
   ○ Google Cloud SQL

● Summary Q&A
Introduction



               Google App Engine
Introduction



                      Google App Engine




  Google BigQuery          Google             Google
                         Cloud SQL         Prediction API



                    Google Cloud Storage
New Google Cloud Technologies


 ● Google Cloud Storage
    ○ Store your data in Google's cloud

 ● Prediction API
    ○ Google's machine learning tech in an API

 ● BigQuery
    ○ Hi-speed data analysis on a massive scale

 ● Cloud SQL
    ○ A relational database in the cloud
Google Cloud Storage
Store your data in Google's cloud
What Is Google Cloud Storage?



 ● Store your data in Google's cloud
    ○ any format, any amount, any time

 ● You control access to your data
    ○ private, shared, or public

 ● Access via Google APIs or 3rd party tools/libraries
Sample Use Cases

 Static content hosting
 e.g. static html, images, music, video

 Backup and recovery
 e.g. personal data, business records

 Sharing
 e.g. share data with your customers

 Data storage for applications
 e.g. used as storage backend for Android, AppEngine, Cloud
 based apps

 Storage for Computation
 e.g. BigQuery, Prediction API
Google Cloud Storage Benefits


             High Performance and Scalability
             Backed by Google infrastructure




               Strong Security and Privacy
               Control access to your data



           Easy to Use
           Get started fast with Google & 3rd party tools
Google Cloud Storage Technical Details
 ● RESTful API
    ○ Verbs: GET, PUT, POST, HEAD, DELETE
    ○ Resources: identified by URI
    ○ Compatible with S3

 ● Buckets
    ○ Flat containers
 ● Objects
    ○ Any type
    ○ Size: 100 GB / object

 ● Access Control for Google Accounts
    ○ For individuals and groups
 ● Two Ways to Authenticate Requests
    ○ Sign request using access keys
    ○ Web browser login
Early Google Cloud Storage Adopters




                              and more...
Simple Google Cloud Storage Demos




                       GS (Web) Manager



     GSutil
Google Prediction API
Google's prediction engine in the cloud
Google Prediction API as a simple example



      Predicts outcomes based on 'learned' patterns
Potentially endless number of applications...


 Customer    Transaction        Species           Message      Diagnostics
 Sentiment      Risk          Identification      Routing




  Churn      Legal Docket      Suspicious        Work Roster   Inappropriate
Prediction   Classification     Activity         Assignment       Content




Recommend      Political         Uplift            Email         Career
 Products       Bias            Marketing         Filtering    Counselling

                              ... and more ...
Prediction API Capabilities
Data
 ● Input Features: numeric or unstructured text
 ● Output: up to hundreds of discrete categories

Training
 ● Many machine learning techniques
 ● Automatically selected
 ● Performed asynchronously

Access from many platforms:
 ● Web app from Google App Engine
 ● Apps Script (e.g. from Google Spreadsheet)
 ● Desktop app
How does it work?

                     "english" The quick brown fox jumped over the
The Prediction API             lazy dog.
finds relevant
                     "english" To err is human, but to really foul things
features in the                up you need a computer.
sample data during   "spanish" No hay mal que por bien no venga.
training.
                     "spanish" La tercera es la vencida.


The Prediction API
later searches for   ?          To be or not to be, that is the
                                question.
those features
                     ?          La fe mueve montañas.
during prediction.
Using the Prediction API

A simple three step process...
                                       (REST Calls)

                                 Upload your training data to
              1. Upload          Google Storage




                                 Build a model from your data
              2. Train




              3. Predict         Make new predictions
Prediction API - key features



 ● Multi-category prediction
    ○ Tag entry with multiple labels

 ● Multiple Prediction Output
    ○ Finer grained prediction rankings based on multiple labels

 ● Mixed Inputs
    ○ Both numeric and text inputs are now supported


Can combine continuous output with mixed inputs
Prediction Demos


 ● Command line Demos
    ○ Training a model
    ○ Checking training status
    ○ Making predictions


 ● A complete Web application using the JavaScript
   API for Prediction
Google BigQuery
Interactive analysis of large datasets in Google's cloud
Introducing Google BigQuery


 ● Google's large data adhoc analysis technology
    ○ Analyze massive amounts of data in seconds

 ● Simple SQL-like query language

 ● Flexible access
     ○ REST APIs, JSON-RPC, Google Apps Script
Many Use Cases ...




    Interactive                                 Trends
                               Spam
       Tools                                   Detection




                     Web               Network
                  Dashboards          Optimization
Key Capabilities of BigQuery

 ● Scalable: Billions of rows

 ● Fast: Response in seconds

 ● Simple: Queries in SQL

 ● Web Service
    ○ REST
    ○ JSON-RPC
    ○ Google App Scripts
Using BigQuery

Another simple three step process...
                                        (REST Calls)
                                   Upload your raw data to
              1. Upload            Google Storage




                                   Import raw data into
              2. Import
                                   BigQuery table



              3. Query             Perform SQL queries on
                                   table
Writing Queries

Compact subset of SQL
   ○ SELECT ... FROM ...
     WHERE ...
     GROUP BY ... ORDER BY ...
     LIMIT ...;

Common functions
   ○ Math, String, Time, ...

Statistical approximations
     ○ TOP
     ○ COUNT DISTINCT
BigQuery via REST
GET /bigquery/v1/tables/{table name}

GET /bigquery/v1/query?q={query}
Sample JSON Reply:
{
    "results": {
      "fields": { [
       {"id":"COUNT(*)","type":"uint64"}, ... ]
      },
      "rows": [
       {"f":[{"v":"2949"}, ...]},
       {"f":[{"v":"5387"}, ...]}, ... ]
    }
}
Also supports JSON-RPC
BigQuery Security and Privacy

Standard Google Authentication
 ● Client Login
 ● AuthSub
 ● OAuth

HTTPS support
 ● protects your credentials
 ● protects your data

Relies on Google Storage to manage access
New!
What's New in BigQuery V2?


 ● A new REST API
 ● A new web user interface
 ● Support for JOIN statements
 ● Export table or query result to a CSV file in Google
   Cloud Storage
 ● Support for ACLs on collections of tables
 ● A new object architecture describing tables, groups of
   tables, and queries. This new architecture is described
   under Main Concepts below.
BigQuery Demo




        BigQuery Web Browser
Google Cloud SQL
A relational database in the cloud
Google Cloud SQL
 ● Developer console
    ○ Easy to use

 ● Fully managed

 ● High availability
    ○ Synchronous replication to multiple data centers

 ● Integrated with Google App Engine
     ○ Java: JDBC, Python: DB-API
     ○ Use with High Replication Datastore

 ● MySQL Compatible
    ○ Import / export
Cloud SQL Demos!




   ● Cloud SQL Console
   ● SQL via JDBC Access
   ● SQL from PHP!
Recap
 ● Google App Engine
    ○ General purpose application development platform for
      the cloud

 ● Google Cloud Storage
    ○ High speed cloud data storage on Google's
      infrastructure

 ● Prediction API
    ○ Google's machine learning technology

 ● BigQuery
    ○ Interactive analysis of very large data sets

 ● Google SQL
    ○ A relational SQL database in the cloud
Further info available at:
 ● Google App Engine
    ○ http://code.google.com/appengine

 ● Google Cloud Storage
    ○ http://code.google.com/apis/storage

 ● Prediction API
    ○ http://code.google.com/apis/predict

 ● BigQuery
    ○ http://code.google.com/apis/bigquery

 ● Cloud SQL
    ○ http://code.google.com/apis/sql
Thank You!



  Christian Schalk
  Google Developer Advocate
  profiles.google.com/cschalk
  @cschalk


                   (Follow me on G+ to get the slides!)

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Building Integrated Applications on Google's Cloud Technologies

  • 1.
  • 2. Christian Schalk Google Developer Advocate profiles.google.com/cschalk @cschalk Building Integrated Applications on Google's Cloud Technologies DevFest 2011 Jakarta
  • 3. Agenda ● Introduction ● App Engine Recap ● Google's new Cloud Technologies ○ Google Cloud Storage ○ Prediction API ○ BigQuery ○ Google Cloud SQL ● Summary Q&A
  • 4. Introduction Google App Engine
  • 5. Introduction Google App Engine Google BigQuery Google Google Cloud SQL Prediction API Google Cloud Storage
  • 6. New Google Cloud Technologies ● Google Cloud Storage ○ Store your data in Google's cloud ● Prediction API ○ Google's machine learning tech in an API ● BigQuery ○ Hi-speed data analysis on a massive scale ● Cloud SQL ○ A relational database in the cloud
  • 7. Google Cloud Storage Store your data in Google's cloud
  • 8. What Is Google Cloud Storage? ● Store your data in Google's cloud ○ any format, any amount, any time ● You control access to your data ○ private, shared, or public ● Access via Google APIs or 3rd party tools/libraries
  • 9. Sample Use Cases Static content hosting e.g. static html, images, music, video Backup and recovery e.g. personal data, business records Sharing e.g. share data with your customers Data storage for applications e.g. used as storage backend for Android, AppEngine, Cloud based apps Storage for Computation e.g. BigQuery, Prediction API
  • 10. Google Cloud Storage Benefits High Performance and Scalability Backed by Google infrastructure Strong Security and Privacy Control access to your data Easy to Use Get started fast with Google & 3rd party tools
  • 11. Google Cloud Storage Technical Details ● RESTful API ○ Verbs: GET, PUT, POST, HEAD, DELETE ○ Resources: identified by URI ○ Compatible with S3 ● Buckets ○ Flat containers ● Objects ○ Any type ○ Size: 100 GB / object ● Access Control for Google Accounts ○ For individuals and groups ● Two Ways to Authenticate Requests ○ Sign request using access keys ○ Web browser login
  • 12. Early Google Cloud Storage Adopters and more...
  • 13. Simple Google Cloud Storage Demos GS (Web) Manager GSutil
  • 14. Google Prediction API Google's prediction engine in the cloud
  • 15. Google Prediction API as a simple example Predicts outcomes based on 'learned' patterns
  • 16. Potentially endless number of applications... Customer Transaction Species Message Diagnostics Sentiment Risk Identification Routing Churn Legal Docket Suspicious Work Roster Inappropriate Prediction Classification Activity Assignment Content Recommend Political Uplift Email Career Products Bias Marketing Filtering Counselling ... and more ...
  • 17. Prediction API Capabilities Data ● Input Features: numeric or unstructured text ● Output: up to hundreds of discrete categories Training ● Many machine learning techniques ● Automatically selected ● Performed asynchronously Access from many platforms: ● Web app from Google App Engine ● Apps Script (e.g. from Google Spreadsheet) ● Desktop app
  • 18. How does it work? "english" The quick brown fox jumped over the The Prediction API lazy dog. finds relevant "english" To err is human, but to really foul things features in the up you need a computer. sample data during "spanish" No hay mal que por bien no venga. training. "spanish" La tercera es la vencida. The Prediction API later searches for ? To be or not to be, that is the question. those features ? La fe mueve montañas. during prediction.
  • 19. Using the Prediction API A simple three step process... (REST Calls) Upload your training data to 1. Upload Google Storage Build a model from your data 2. Train 3. Predict Make new predictions
  • 20. Prediction API - key features ● Multi-category prediction ○ Tag entry with multiple labels ● Multiple Prediction Output ○ Finer grained prediction rankings based on multiple labels ● Mixed Inputs ○ Both numeric and text inputs are now supported Can combine continuous output with mixed inputs
  • 21. Prediction Demos ● Command line Demos ○ Training a model ○ Checking training status ○ Making predictions ● A complete Web application using the JavaScript API for Prediction
  • 22. Google BigQuery Interactive analysis of large datasets in Google's cloud
  • 23. Introducing Google BigQuery ● Google's large data adhoc analysis technology ○ Analyze massive amounts of data in seconds ● Simple SQL-like query language ● Flexible access ○ REST APIs, JSON-RPC, Google Apps Script
  • 24. Many Use Cases ... Interactive Trends Spam Tools Detection Web Network Dashboards Optimization
  • 25. Key Capabilities of BigQuery ● Scalable: Billions of rows ● Fast: Response in seconds ● Simple: Queries in SQL ● Web Service ○ REST ○ JSON-RPC ○ Google App Scripts
  • 26. Using BigQuery Another simple three step process... (REST Calls) Upload your raw data to 1. Upload Google Storage Import raw data into 2. Import BigQuery table 3. Query Perform SQL queries on table
  • 27. Writing Queries Compact subset of SQL ○ SELECT ... FROM ... WHERE ... GROUP BY ... ORDER BY ... LIMIT ...; Common functions ○ Math, String, Time, ... Statistical approximations ○ TOP ○ COUNT DISTINCT
  • 28. BigQuery via REST GET /bigquery/v1/tables/{table name} GET /bigquery/v1/query?q={query} Sample JSON Reply: { "results": { "fields": { [ {"id":"COUNT(*)","type":"uint64"}, ... ] }, "rows": [ {"f":[{"v":"2949"}, ...]}, {"f":[{"v":"5387"}, ...]}, ... ] } } Also supports JSON-RPC
  • 29. BigQuery Security and Privacy Standard Google Authentication ● Client Login ● AuthSub ● OAuth HTTPS support ● protects your credentials ● protects your data Relies on Google Storage to manage access
  • 30. New! What's New in BigQuery V2? ● A new REST API ● A new web user interface ● Support for JOIN statements ● Export table or query result to a CSV file in Google Cloud Storage ● Support for ACLs on collections of tables ● A new object architecture describing tables, groups of tables, and queries. This new architecture is described under Main Concepts below.
  • 31. BigQuery Demo BigQuery Web Browser
  • 32. Google Cloud SQL A relational database in the cloud
  • 33. Google Cloud SQL ● Developer console ○ Easy to use ● Fully managed ● High availability ○ Synchronous replication to multiple data centers ● Integrated with Google App Engine ○ Java: JDBC, Python: DB-API ○ Use with High Replication Datastore ● MySQL Compatible ○ Import / export
  • 34. Cloud SQL Demos! ● Cloud SQL Console ● SQL via JDBC Access ● SQL from PHP!
  • 35. Recap ● Google App Engine ○ General purpose application development platform for the cloud ● Google Cloud Storage ○ High speed cloud data storage on Google's infrastructure ● Prediction API ○ Google's machine learning technology ● BigQuery ○ Interactive analysis of very large data sets ● Google SQL ○ A relational SQL database in the cloud
  • 36. Further info available at: ● Google App Engine ○ http://code.google.com/appengine ● Google Cloud Storage ○ http://code.google.com/apis/storage ● Prediction API ○ http://code.google.com/apis/predict ● BigQuery ○ http://code.google.com/apis/bigquery ● Cloud SQL ○ http://code.google.com/apis/sql
  • 37. Thank You! Christian Schalk Google Developer Advocate profiles.google.com/cschalk @cschalk (Follow me on G+ to get the slides!)