Shepherd: High-Scale, Low-Latency Machine Learning with Flink at Stripe
schedule
Tuesday, October 15, 1:10pm - 1:30pm (EDT)
south_america expand_more Time shown in-05:00 America, New York
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- (GMT-04:00)America, La Paz
- (GMT-04:00)America, Lower Princes
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- (GMT-04:00)America, Santo Domingo
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- (GMT-04:00)Atlantic, Bermuda
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- (GMT-03:00)America, Argentina, Buenos Aires
- (GMT-03:00)America, Argentina, Catamarca
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- (GMT-03:00)Antarctica, Palmer
- (GMT-03:00)Antarctica, Rothera
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- (GMT-02:00)America, Scoresbysund
- (GMT-02:00)Atlantic, South Georgia
- (GMT-01:00)Atlantic, Azores
- (GMT-01:00)Atlantic, Cape Verde
- (GMT+00:00)Africa, Abidjan
- (GMT+00:00)Africa, Accra
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- (GMT+00:00)Africa, Dakar
- (GMT+00:00)Africa, Freetown
- (GMT+00:00)Africa, Lome
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- (GMT+00:00)Antarctica, Troll
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- (GMT+00:00)UTC
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- (GMT+02:00)Africa, Mbabane
- (GMT+02:00)Africa, Tripoli
- (GMT+02:00)Africa, Windhoek
- (GMT+02:00)Asia, Beirut
- (GMT+02:00)Asia, Famagusta
- (GMT+02:00)Asia, Gaza
- (GMT+02:00)Asia, Hebron
- (GMT+02:00)Asia, Jerusalem
- (GMT+02:00)Asia, Nicosia
- (GMT+02:00)Europe, Athens
- (GMT+02:00)Europe, Bucharest
- (GMT+02:00)Europe, Chisinau
- (GMT+02:00)Europe, Helsinki
- (GMT+02:00)Europe, Kaliningrad
- (GMT+02:00)Europe, Kyiv
- (GMT+02:00)Europe, Mariehamn
- (GMT+02:00)Europe, Riga
- (GMT+02:00)Europe, Sofia
- (GMT+02:00)Europe, Tallinn
- (GMT+02:00)Europe, Vilnius
- (GMT+03:00)Africa, Addis Ababa
- (GMT+03:00)Africa, Asmara
- (GMT+03:00)Africa, Dar es Salaam
- (GMT+03:00)Africa, Djibouti
- (GMT+03:00)Africa, Kampala
- (GMT+03:00)Africa, Mogadishu
- (GMT+03:00)Africa, Nairobi
- (GMT+03:00)Antarctica, Syowa
- (GMT+03:00)Asia, Aden
- (GMT+03:00)Asia, Amman
- (GMT+03:00)Asia, Baghdad
- (GMT+03:00)Asia, Bahrain
- (GMT+03:00)Asia, Damascus
- (GMT+03:00)Asia, Kuwait
- (GMT+03:00)Asia, Qatar
- (GMT+03:00)Asia, Riyadh
- (GMT+03:00)Europe, Istanbul
- (GMT+03:00)Europe, Kirov
- (GMT+03:00)Europe, Minsk
- (GMT+03:00)Europe, Moscow
- (GMT+03:00)Europe, Simferopol
- (GMT+03:00)Europe, Volgograd
- (GMT+03:00)Indian, Antananarivo
- (GMT+03:00)Indian, Comoro
- (GMT+03:00)Indian, Mayotte
- (GMT+03:30)Asia, Tehran
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- (GMT+04:00)Asia, Dubai
- (GMT+04:00)Asia, Muscat
- (GMT+04:00)Asia, Tbilisi
- (GMT+04:00)Asia, Yerevan
- (GMT+04:00)Europe, Astrakhan
- (GMT+04:00)Europe, Samara
- (GMT+04:00)Europe, Saratov
- (GMT+04:00)Europe, Ulyanovsk
- (GMT+04:00)Indian, Mahe
- (GMT+04:00)Indian, Mauritius
- (GMT+04:00)Indian, Reunion
- (GMT+04:30)Asia, Kabul
- (GMT+05:00)Antarctica, Mawson
- (GMT+05:00)Antarctica, Vostok
- (GMT+05:00)Asia, Almaty
- (GMT+05:00)Asia, Aqtau
- (GMT+05:00)Asia, Aqtobe
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- (GMT+05:00)Asia, Atyrau
- (GMT+05:00)Asia, Dushanbe
- (GMT+05:00)Asia, Karachi
- (GMT+05:00)Asia, Oral
- (GMT+05:00)Asia, Qostanay
- (GMT+05:00)Asia, Qyzylorda
- (GMT+05:00)Asia, Samarkand
- (GMT+05:00)Asia, Tashkent
- (GMT+05:00)Asia, Yekaterinburg
- (GMT+05:00)Indian, Kerguelen
- (GMT+05:00)Indian, Maldives
- (GMT+05:30)Asia, Colombo
- (GMT+05:30)Asia, Kolkata
- (GMT+05:45)Asia, Kathmandu
- (GMT+06:00)Asia, Bishkek
- (GMT+06:00)Asia, Dhaka
- (GMT+06:00)Asia, Omsk
- (GMT+06:00)Asia, Thimphu
- (GMT+06:00)Asia, Urumqi
- (GMT+06:00)Indian, Chagos
- (GMT+06:30)Asia, Yangon
- (GMT+06:30)Indian, Cocos
- (GMT+07:00)Antarctica, Davis
- (GMT+07:00)Asia, Bangkok
- (GMT+07:00)Asia, Barnaul
- (GMT+07:00)Asia, Ho Chi Minh
- (GMT+07:00)Asia, Hovd
- (GMT+07:00)Asia, Jakarta
- (GMT+07:00)Asia, Krasnoyarsk
- (GMT+07:00)Asia, Novokuznetsk
- (GMT+07:00)Asia, Novosibirsk
- (GMT+07:00)Asia, Phnom Penh
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- (GMT+08:00)Asia, Kuching
- (GMT+08:00)Asia, Macau
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- (GMT+10:00)Asia, Ust-Nera
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- (GMT+10:00)Australia, Brisbane
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- (GMT+11:00)Antarctica, Macquarie
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- (GMT+13:00)Pacific, Apia
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- (GMT+13:45)Pacific, Chatham
- (GMT+14:00)Pacific, Kiritimati
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Speakers: Caio Camatta, Divya Manohar
Stripe, a leading financial infrastructure platform, extensively utilizes ML in its products for use cases such as fraud prevention and Radar. To support ML engineering, we developed Shepherd, a low-latency, real-time ML feature computation and serving platform built on the open-source Chronon project. Shepherd processes 10,000s of events per second in <150ms at p99, serves feature values in <30ms (p95), and has an uptime of >99.9%. This talk will delve into Shepherd's online architecture, including its usage of Flink, its tiled data storage strategy, and the control plane built to automate infrastructure provisioning and accelerate feature development.
person
Feature Store Summit 2024