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Life @ Traveloka
Imre Nagi
Data Engineer
Introduction
Imre Nagi (Imre)
● S1 Electrical Engineering, ITB (2010)
● Software Engineering Intern, CERN (2013)
● S2 Software Engineering, CMU (2016)
● Software Engineering Intern, eBay (2017)
● Data Engineer, Traveloka (2018)
● Docker Community Leader
This is what I present
• What Traveloka Is
• Working @ Traveloka
• Tech @Traveloka Data
Outline
Part 1: What Traveloka Is
Yes, we are selling flight ticket,
but we are also more than this
Who we are
What Traveloka Is
Products (March 2018)
What Traveloka Is
Our Story
What Traveloka Is
What we believe
What Traveloka Is
Part 2: Working @ Traveloka
Work Hard, Play Harder
Flexible Working Hour
Working @ Traveloka
Free Breakfast & Lunch
Working @ Traveloka
Diversity
Working @ Traveloka
Working From Home
Working @ Traveloka
Brown Bag
Working @ Traveloka
Part 3: Tech @ Traveloka
Data
We provide data, insight and value to our data user
Tech @ Traveloka
Code Management & Version
Control
Tech @ Traveloka
Scrum @ Traveloka Data
Tech @ Traveloka
Current Architecture
Tech @ Traveloka
Goal
Tech @ Traveloka
Data Science Tools
Expected benefits:
▪ Simplify our footprint on
tools’ variations
▪ Serverless, less things to
worry about
▪ Less operations overhead
▪ Scale easily
▪ Cheaper
WHY USING GOOGLE?
21
Main challenges:
▪ Different animals
▪ Compatibility with our
current workflow
▪ Might redo a lot of things,
especially reports and
enrichments
▪ Huge migrations
Tech @ Traveloka
Deployment Workflow
Code + PR
+
Automated
Test + CR
Manual Trigger
Deploy for Prod
(canary release,
stable release)
Automatic
Deploy to
Stg
Tech @ Traveloka
Jenkins as CI/CD
tools
Tech @ Traveloka
Data Use Case
Realperson: are you real?
Automate Know Your Customer
(KYC) process by leverage
off-the-shelf ML APIs such as
Google Cloud Vision and Azure
Face API.
ml-common: expose in-house ML model as web-service (in
collaboration with NVS team).
Flask-based web-service, with support for ML models from:
- caffe2 , Scikit Learn, Tensorflow Serving, Keras (w/ Tensorflow
Backend)
Hotel Images:
Automate hotel images
selection which improves the
hotel booking and transactions
TRAVELOKA first
then THE WORLD

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