1.
EXTENDED SEOUL
BigQuery DB
driven by AI
Making BQ faster & smarter

2.
EXTENDED SEOUL
Agenda
● What does the next-gen AI DB
look like?
● The good & bad on databases
● Alternative DBs to build an AI
on top of.
● BigQuery best practices &
hacks
● BigQuery AI demo

3.
EXTENDED SEOUL

4.
EXTENDED SEOUL
What is a Managed Database?

5.
EXTENDED SEOUL
The Good
● Maintenance
● Support for large queries
● Support for large tables
● HTTP access
● Simplicity

6.
EXTENDED SEOUL
● Billing
● Response time
● Management tools
● Security / anonymization
The Bad

7.
EXTENDED SEOUL
Alternatives
● SQL Server / Oracle?
● Elastic search
● Athena
● Vertica
● Hadoop

8.
EXTENDED SEOUL
Best practices
● Partitioning
● Clustering
● Limits
● Caching
● Knowledge base

9.
EXTENDED SEOUL
BigQuery AI
Optimization
Engine

10.
EXTENDED SEOUL
It’s time for an AI demo

11.
EXTENDED SEOUL
It’s time for an AI demo

12.
EXTENDED SEOUL
BigQuery
dry-run
by Deep
Learning

13.
EXTENDED SEOUL
Questions?
Making BQ faster, smarter, and
efficient with the superQuery neural
engine
email: avi@superquery.io

14.
EXTENDED SEOUL

15.
EXTENDED SEOUL
What exactly are we predicting?
● The cost of a query
● Avoiding BQ dry-run functionality
Why?
● Speed
● Platform-agnostic

16.
EXTENDED SEOUL
How? → Software architecture

17.
EXTENDED SEOUL
How? → The stack

18.
EXTENDED SEOUL
Data
super
heroes
unite!
BigQuery dry-run by
Deep Learning

19.
EXTENDED SEOUL
Engineering Query Features
● SQL string/code
● Underlying data
● User behaviour for a specific SQL

20.
EXTENDED SEOUL
Optimising queries with AI
● Cost and cost prediction
● Cost savings prediction
● Real-time query optimisation for scanning less data
● Query recommendations
● Smart caching

21.
EXTENDED SEOUL
APIs
/ query → predict cost, query recommendations
/ user → user analytics
/ domain → domain analytics
/ all → business growth

22.
EXTENDED SEOUL
대단히 감사합니다.