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© 2018 Bloomberg Finance L.P. All rights reserved.
Closer to the Wire:

Real-time News Alerting @Bloomberg

Katerina Domenikou
Senior Software Engineer
@kat_in_gloves
InfoQ.com: News & Community Site
• 750,000 unique visitors/month
• Published in 4 languages (English, Chinese, Japanese and Brazilian
Portuguese)
• Post content from our QCon conferences
• News 15-20 / week
• Articles 3-4 / week
• Presentations (videos) 12-15 / week
• Interviews 2-3 / week
• Books 1 / month
Watch the video with slide
synchronization on InfoQ.com!
https://www.infoq.com/presentations/
news-alerting-bloomberg
Presented at QCon New York
www.qconnewyork.com
Purpose of QCon
- to empower software development by facilitating the spread of
knowledge and innovation
Strategy
- practitioner-driven conference designed for YOU: influencers of
change and innovation in your teams
- speakers and topics driving the evolution and innovation
- connecting and catalyzing the influencers and innovators
Highlights
- attended by more than 12,000 delegates since 2007
- held in 9 cities worldwide
Source: instagram/@elonmusk
NEWS MOVES MARKETS
Bloomberg
Bloomberg
Source: www.pinkcakebox.com
Agenda
• System Requirements
• Architecture Overview #birdseye
• Matcher Application #deepdive
Agenda
• System Requirements
• Architecture Overview #birdseye
• Matcher Application #deepdive
News Search Ecosystem
Suggest
Understand
Search Sort
Alert Expose facetsRecommend
Deliver
The Document
Elon Musk
Tesla Inc
Lyft Inc
Technology
Automobile Industry
United States (US)
Transportation
Gaby Toledano
NEWS ON..
The Query
Key Statistics
Flexibility A.K.A Complexity
125K+ sources 40 languages
Queries with
1000s of companies
Agenda
• System Requirements
• Architecture Overview #birdseye
• Matcher Application #deepdive
System Overview
Pipeline
Enrichment
Pipeline
Deliveries
Pipeline
Even Faster Alerts
Agenda
• System Requirements
• Architecture Overview #birdseye
• Matcher Application #deepdive
Matcher
Matcher
Search
Streaming Search
Streaming Search
(Not efficient) Streaming Search
Luwak
“ ”
Matching
AND
AND
Q1:
Q2:
ORQ3:
Stored Queries
“ ”
“ ”
Incoming News Stories
Query Pre-Processing
AND
AND
Q1:
Q2:
ORQ3: ,
Stored Queries
Term-frequency analysis
Query Pre-Processing
AND
AND
Q1:
Q2:
ORQ3: ,
Q3
Q1
Q2
Q3
Stored Queries Stored Query Index
Document Disjunction
“ ” “ ” “ ”“ ”
Q3
Q1
Q2
Q3
OR OR
Candidate Queries
Stored Query Index
Can’t match
Query Matching
“ ” “ ” “ ”OR OR
AND
AND
Q1:
Q2:
ORQ3:
Matcher Application
Query Shard
Document
Query Updates
Sharding
QC: Mirror System
Agenda
• System Requirements
• Architecture Overview #birdseye
• Matcher Application #deepdive
References
• Real-time full-text search with Luwak and Samza http://www.flax.co.uk/
blog/2015/08/26/real-time-full-text-search-with-luwak-and-samza/
• Turning search upside down: search for queries with documents
https://berlinbuzzwords.de/14/session/turning-search-upside-down-search-
queries-documents
© 2018 Bloomberg Finance L.P. All rights reserved.
Katerina Domenikou
Senior Software Engineer, Bloomberg
@kat_in_gloves
Thank you
Watch the video with slide synchronization on
InfoQ.com!
https://www.infoq.com/presentations/news-
alerting-bloomberg

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Closer to the Wire: Real-Time News Alerting @Bloomberg