From EC2 to K8s: Zalando's Journey to Large-Scale, Real-Time Feature Serving.

schedule

Tuesday, October 14, 1:40pm - 2:05pm (EDT)

print
south_america expand_more Time shown in-04:00 America, New York
search
close

Time zone

am/pm

24h

  • (GMT-11:00)Pacific, Midway
  • (GMT-11:00)Pacific, Niue
  • (GMT-11:00)Pacific, Pago Pago
  • (GMT-10:00)Pacific, Honolulu
  • (GMT-10:00)Pacific, Rarotonga
  • (GMT-10:00)Pacific, Tahiti
  • (GMT-09:30)Pacific, Marquesas
  • (GMT-09:00)America, Adak
  • (GMT-09:00)Pacific, Gambier
  • (GMT-08:00)America, Anchorage
  • (GMT-08:00)America, Juneau
  • (GMT-08:00)America, Metlakatla
  • (GMT-08:00)America, Nome
  • (GMT-08:00)America, Sitka
  • (GMT-08:00)America, Yakutat
  • (GMT-08:00)Pacific, Pitcairn
  • (GMT-07:00)America, Creston
  • (GMT-07:00)America, Dawson
  • (GMT-07:00)America, Dawson Creek
  • (GMT-07:00)America, Fort Nelson
  • (GMT-07:00)America, Hermosillo
  • (GMT-07:00)America, Los Angeles
  • (GMT-07:00)America, Mazatlan
  • (GMT-07:00)America, Phoenix
  • (GMT-07:00)America, Tijuana
  • (GMT-07:00)America, Vancouver
  • (GMT-07:00)America, Whitehorse
  • (GMT-06:00)America, Bahia Banderas
  • (GMT-06:00)America, Belize
  • (GMT-06:00)America, Boise
  • (GMT-06:00)America, Cambridge Bay
  • (GMT-06:00)America, Chihuahua
  • (GMT-06:00)America, Ciudad Juarez
  • (GMT-06:00)America, Costa Rica
  • (GMT-06:00)America, Denver
  • (GMT-06:00)America, Edmonton
  • (GMT-06:00)America, El Salvador
  • (GMT-06:00)America, Guatemala
  • (GMT-06:00)America, Inuvik
  • (GMT-06:00)America, Managua
  • (GMT-06:00)America, Merida
  • (GMT-06:00)America, Mexico City
  • (GMT-06:00)America, Monterrey
  • (GMT-06:00)America, Regina
  • (GMT-06:00)America, Swift Current
  • (GMT-06:00)America, Tegucigalpa
  • (GMT-06:00)Pacific, Easter
  • (GMT-06:00)Pacific, Galapagos
  • (GMT-05:00)America, Atikokan
  • (GMT-05:00)America, Bogota
  • (GMT-05:00)America, Cancun
  • (GMT-05:00)America, Cayman
  • (GMT-05:00)America, Chicago
  • (GMT-05:00)America, Eirunepe
  • (GMT-05:00)America, Guayaquil
  • (GMT-05:00)America, Indiana, Knox
  • (GMT-05:00)America, Indiana, Tell City
  • (GMT-05:00)America, Jamaica
  • (GMT-05:00)America, Lima
  • (GMT-05:00)America, Matamoros
  • (GMT-05:00)America, Menominee
  • (GMT-05:00)America, North Dakota, Beulah
  • (GMT-05:00)America, North Dakota, Center
  • (GMT-05:00)America, North Dakota, New Salem
  • (GMT-05:00)America, Ojinaga
  • (GMT-05:00)America, Panama
  • (GMT-05:00)America, Rankin Inlet
  • (GMT-05:00)America, Resolute
  • (GMT-05:00)America, Rio Branco
  • (GMT-05:00)America, Winnipeg
  • (GMT-04:00)America, Anguilla
  • (GMT-04:00)America, Antigua
  • (GMT-04:00)America, Aruba
  • (GMT-04:00)America, Barbados
  • (GMT-04:00)America, Blanc-Sablon
  • (GMT-04:00)America, Boa Vista
  • (GMT-04:00)America, Campo Grande
  • (GMT-04:00)America, Caracas
  • (GMT-04:00)America, Cuiaba
  • (GMT-04:00)America, Curacao
  • (GMT-04:00)America, Detroit
  • (GMT-04:00)America, Dominica
  • (GMT-04:00)America, Grand Turk
  • (GMT-04:00)America, Grenada
  • (GMT-04:00)America, Guadeloupe
  • (GMT-04:00)America, Guyana
  • (GMT-04:00)America, Havana
  • (GMT-04:00)America, Indiana, Indianapolis
  • (GMT-04:00)America, Indiana, Marengo
  • (GMT-04:00)America, Indiana, Petersburg
  • (GMT-04:00)America, Indiana, Vevay
  • (GMT-04:00)America, Indiana, Vincennes
  • (GMT-04:00)America, Indiana, Winamac
  • (GMT-04:00)America, Iqaluit
  • (GMT-04:00)America, Kentucky, Louisville
  • (GMT-04:00)America, Kentucky, Monticello
  • (GMT-04:00)America, Kralendijk
  • (GMT-04:00)America, La Paz
  • (GMT-04:00)America, Lower Princes
  • (GMT-04:00)America, Manaus
  • (GMT-04:00)America, Marigot
  • (GMT-04:00)America, Martinique
  • (GMT-04:00)America, Montserrat
  • (GMT-04:00)America, Nassau
  • (GMT-04:00)America, New York
  • (GMT-04:00)America, Port of Spain
  • (GMT-04:00)America, Port-au-Prince
  • (GMT-04:00)America, Porto Velho
  • (GMT-04:00)America, Puerto Rico
  • (GMT-04:00)America, Santiago
  • (GMT-04:00)America, Santo Domingo
  • (GMT-04:00)America, St Barthelemy
  • (GMT-04:00)America, St Kitts
  • (GMT-04:00)America, St Lucia
  • (GMT-04:00)America, St Thomas
  • (GMT-04:00)America, St Vincent
  • (GMT-04:00)America, Toronto
  • (GMT-04:00)America, Tortola
  • (GMT-03:00)America, Araguaina
  • (GMT-03:00)America, Argentina, Buenos Aires
  • (GMT-03:00)America, Argentina, Catamarca
  • (GMT-03:00)America, Argentina, Cordoba
  • (GMT-03:00)America, Argentina, Jujuy
  • (GMT-03:00)America, Argentina, La Rioja
  • (GMT-03:00)America, Argentina, Mendoza
  • (GMT-03:00)America, Argentina, Rio Gallegos
  • (GMT-03:00)America, Argentina, Salta
  • (GMT-03:00)America, Argentina, San Juan
  • (GMT-03:00)America, Argentina, San Luis
  • (GMT-03:00)America, Argentina, Tucuman
  • (GMT-03:00)America, Argentina, Ushuaia
  • (GMT-03:00)America, Asuncion
  • (GMT-03:00)America, Bahia
  • (GMT-03:00)America, Belem
  • (GMT-03:00)America, Cayenne
  • (GMT-03:00)America, Coyhaique
  • (GMT-03:00)America, Fortaleza
  • (GMT-03:00)America, Glace Bay
  • (GMT-03:00)America, Goose Bay
  • (GMT-03:00)America, Halifax
  • (GMT-03:00)America, Maceio
  • (GMT-03:00)America, Moncton
  • (GMT-03:00)America, Montevideo
  • (GMT-03:00)America, Paramaribo
  • (GMT-03:00)America, Punta Arenas
  • (GMT-03:00)America, Recife
  • (GMT-03:00)America, Santarem
  • (GMT-03:00)America, Sao Paulo
  • (GMT-03:00)America, Thule
  • (GMT-03:00)Antarctica, Palmer
  • (GMT-03:00)Antarctica, Rothera
  • (GMT-03:00)Atlantic, Bermuda
  • (GMT-03:00)Atlantic, Stanley
  • (GMT-02:30)America, St Johns
  • (GMT-02:00)America, Miquelon
  • (GMT-02:00)America, Noronha
  • (GMT-02:00)Atlantic, South Georgia
  • (GMT-01:00)America, Nuuk
  • (GMT-01:00)America, Scoresbysund
  • (GMT-01:00)Atlantic, Cape Verde
  • (GMT+00:00)Africa, Abidjan
  • (GMT+00:00)Africa, Accra
  • (GMT+00:00)Africa, Bamako
  • (GMT+00:00)Africa, Banjul
  • (GMT+00:00)Africa, Bissau
  • (GMT+00:00)Africa, Conakry
  • (GMT+00:00)Africa, Dakar
  • (GMT+00:00)Africa, Freetown
  • (GMT+00:00)Africa, Lome
  • (GMT+00:00)Africa, Monrovia
  • (GMT+00:00)Africa, Nouakchott
  • (GMT+00:00)Africa, Ouagadougou
  • (GMT+00:00)Africa, Sao Tome
  • (GMT+00:00)America, Danmarkshavn
  • (GMT+00:00)Atlantic, Azores
  • (GMT+00:00)Atlantic, Reykjavik
  • (GMT+00:00)Atlantic, St Helena
  • (GMT+00:00)UTC
  • (GMT+01:00)Africa, Algiers
  • (GMT+01:00)Africa, Bangui
  • (GMT+01:00)Africa, Brazzaville
  • (GMT+01:00)Africa, Casablanca
  • (GMT+01:00)Africa, Douala
  • (GMT+01:00)Africa, El Aaiun
  • (GMT+01:00)Africa, Kinshasa
  • (GMT+01:00)Africa, Lagos
  • (GMT+01:00)Africa, Libreville
  • (GMT+01:00)Africa, Luanda
  • (GMT+01:00)Africa, Malabo
  • (GMT+01:00)Africa, Ndjamena
  • (GMT+01:00)Africa, Niamey
  • (GMT+01:00)Africa, Porto-Novo
  • (GMT+01:00)Africa, Tunis
  • (GMT+01:00)Atlantic, Canary
  • (GMT+01:00)Atlantic, Faroe
  • (GMT+01:00)Atlantic, Madeira
  • (GMT+01:00)Europe, Dublin
  • (GMT+01:00)Europe, Guernsey
  • (GMT+01:00)Europe, Isle of Man
  • (GMT+01:00)Europe, Jersey
  • (GMT+01:00)Europe, Lisbon
  • (GMT+01:00)Europe, London
  • (GMT+02:00)Africa, Blantyre
  • (GMT+02:00)Africa, Bujumbura
  • (GMT+02:00)Africa, Cairo
  • (GMT+02:00)Africa, Ceuta
  • (GMT+02:00)Africa, Gaborone
  • (GMT+02:00)Africa, Harare
  • (GMT+02:00)Africa, Johannesburg
  • (GMT+02:00)Africa, Juba
  • (GMT+02:00)Africa, Khartoum
  • (GMT+02:00)Africa, Kigali
  • (GMT+02:00)Africa, Lubumbashi
  • (GMT+02:00)Africa, Lusaka
  • (GMT+02:00)Africa, Maputo
  • (GMT+02:00)Africa, Maseru
  • (GMT+02:00)Africa, Mbabane
  • (GMT+02:00)Africa, Tripoli
  • (GMT+02:00)Africa, Windhoek
  • (GMT+02:00)Antarctica, Troll
  • (GMT+02:00)Arctic, Longyearbyen
  • (GMT+02:00)Europe, Amsterdam
  • (GMT+02:00)Europe, Andorra
  • (GMT+02:00)Europe, Belgrade
  • (GMT+02:00)Europe, Berlin
  • (GMT+02:00)Europe, Bratislava
  • (GMT+02:00)Europe, Brussels
  • (GMT+02:00)Europe, Budapest
  • (GMT+02:00)Europe, Busingen
  • (GMT+02:00)Europe, Copenhagen
  • (GMT+02:00)Europe, Gibraltar
  • (GMT+02:00)Europe, Kaliningrad
  • (GMT+02:00)Europe, Ljubljana
  • (GMT+02:00)Europe, Luxembourg
  • (GMT+02:00)Europe, Madrid
  • (GMT+02:00)Europe, Malta
  • (GMT+02:00)Europe, Monaco
  • (GMT+02:00)Europe, Oslo
  • (GMT+02:00)Europe, Paris
  • (GMT+02:00)Europe, Podgorica
  • (GMT+02:00)Europe, Prague
  • (GMT+02:00)Europe, Rome
  • (GMT+02:00)Europe, San Marino
  • (GMT+02:00)Europe, Sarajevo
  • (GMT+02:00)Europe, Skopje
  • (GMT+02:00)Europe, Stockholm
  • (GMT+02:00)Europe, Tirane
  • (GMT+02:00)Europe, Vaduz
  • (GMT+02:00)Europe, Vatican
  • (GMT+02:00)Europe, Vienna
  • (GMT+02:00)Europe, Warsaw
  • (GMT+02:00)Europe, Zagreb
  • (GMT+02:00)Europe, Zurich
  • (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, Beirut
  • (GMT+03:00)Asia, Damascus
  • (GMT+03:00)Asia, Famagusta
  • (GMT+03:00)Asia, Gaza
  • (GMT+03:00)Asia, Hebron
  • (GMT+03:00)Asia, Jerusalem
  • (GMT+03:00)Asia, Kuwait
  • (GMT+03:00)Asia, Nicosia
  • (GMT+03:00)Asia, Qatar
  • (GMT+03:00)Asia, Riyadh
  • (GMT+03:00)Europe, Athens
  • (GMT+03:00)Europe, Bucharest
  • (GMT+03:00)Europe, Chisinau
  • (GMT+03:00)Europe, Helsinki
  • (GMT+03:00)Europe, Istanbul
  • (GMT+03:00)Europe, Kirov
  • (GMT+03:00)Europe, Kyiv
  • (GMT+03:00)Europe, Mariehamn
  • (GMT+03:00)Europe, Minsk
  • (GMT+03:00)Europe, Moscow
  • (GMT+03:00)Europe, Riga
  • (GMT+03:00)Europe, Simferopol
  • (GMT+03:00)Europe, Sofia
  • (GMT+03:00)Europe, Tallinn
  • (GMT+03:00)Europe, Vilnius
  • (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
  • (GMT+04:00)Asia, Baku
  • (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
  • (GMT+05:00)Asia, Ashgabat
  • (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
  • (GMT+07:00)Asia, Pontianak
  • (GMT+07:00)Asia, Tomsk
  • (GMT+07:00)Asia, Vientiane
  • (GMT+07:00)Indian, Christmas
  • (GMT+08:00)Antarctica, Casey
  • (GMT+08:00)Asia, Brunei
  • (GMT+08:00)Asia, Hong Kong
  • (GMT+08:00)Asia, Irkutsk
  • (GMT+08:00)Asia, Kuala Lumpur
  • (GMT+08:00)Asia, Kuching
  • (GMT+08:00)Asia, Macau
  • (GMT+08:00)Asia, Makassar
  • (GMT+08:00)Asia, Manila
  • (GMT+08:00)Asia, Shanghai
  • (GMT+08:00)Asia, Singapore
  • (GMT+08:00)Asia, Taipei
  • (GMT+08:00)Asia, Ulaanbaatar
  • (GMT+08:00)Australia, Perth
  • (GMT+08:45)Australia, Eucla
  • (GMT+09:00)Asia, Chita
  • (GMT+09:00)Asia, Dili
  • (GMT+09:00)Asia, Jayapura
  • (GMT+09:00)Asia, Khandyga
  • (GMT+09:00)Asia, Pyongyang
  • (GMT+09:00)Asia, Seoul
  • (GMT+09:00)Asia, Tokyo
  • (GMT+09:00)Asia, Yakutsk
  • (GMT+09:00)Pacific, Palau
  • (GMT+09:30)Australia, Adelaide
  • (GMT+09:30)Australia, Broken Hill
  • (GMT+09:30)Australia, Darwin
  • (GMT+10:00)Antarctica, DumontDUrville
  • (GMT+10:00)Antarctica, Macquarie
  • (GMT+10:00)Asia, Ust-Nera
  • (GMT+10:00)Asia, Vladivostok
  • (GMT+10:00)Australia, Brisbane
  • (GMT+10:00)Australia, Hobart
  • (GMT+10:00)Australia, Lindeman
  • (GMT+10:00)Australia, Melbourne
  • (GMT+10:00)Australia, Sydney
  • (GMT+10:00)Pacific, Chuuk
  • (GMT+10:00)Pacific, Guam
  • (GMT+10:00)Pacific, Port Moresby
  • (GMT+10:00)Pacific, Saipan
  • (GMT+10:30)Australia, Lord Howe
  • (GMT+11:00)Asia, Magadan
  • (GMT+11:00)Asia, Sakhalin
  • (GMT+11:00)Asia, Srednekolymsk
  • (GMT+11:00)Pacific, Bougainville
  • (GMT+11:00)Pacific, Efate
  • (GMT+11:00)Pacific, Guadalcanal
  • (GMT+11:00)Pacific, Kosrae
  • (GMT+11:00)Pacific, Norfolk
  • (GMT+11:00)Pacific, Noumea
  • (GMT+11:00)Pacific, Pohnpei
  • (GMT+12:00)Antarctica, McMurdo
  • (GMT+12:00)Asia, Anadyr
  • (GMT+12:00)Asia, Kamchatka
  • (GMT+12:00)Pacific, Auckland
  • (GMT+12:00)Pacific, Fiji
  • (GMT+12:00)Pacific, Funafuti
  • (GMT+12:00)Pacific, Kwajalein
  • (GMT+12:00)Pacific, Majuro
  • (GMT+12:00)Pacific, Nauru
  • (GMT+12:00)Pacific, Tarawa
  • (GMT+12:00)Pacific, Wake
  • (GMT+12:00)Pacific, Wallis
  • (GMT+12:45)Pacific, Chatham
  • (GMT+13:00)Pacific, Apia
  • (GMT+13:00)Pacific, Fakaofo
  • (GMT+13:00)Pacific, Kanton
  • (GMT+13:00)Pacific, Tongatapu
  • (GMT+14:00)Pacific, Kiritimati

Suggestions

Your search did not return any results.

    Morteza Ghasempour

    Zalando is Europe’s largest online fashion platform, operating in over 25 countries and serving over 50 million customers. It uses the Hopsworks feature store to support real-time AI use cases, such as personalized recommendations. In this talk, we will look at systems aspects of operating a feature store at scale. In particular, we will explore challenges such as:

    • High availability through replicated data across availability zones.
    • Resilience by federating online feature stores to reduce the blast radius
    • The pros and cons of a Kubernetes (4.x) environment over an EC2 deployment (3.9), and why this migration to Kubernetes was necessary.
    • Auto-scaling to optimize resource utilization for daily and seasonal workload changes.
    • Implementation of Infrastructure as Code utilizing the Hopsworks Managed Clusters API.
    Zoom Link for the Summit: https://us02web.zoom.us/j/85069036571
    Add to Calendar 2025/10/14 10:40:00 2025/10/14 11:05:00 America/Los_Angeles From EC2 to K8s: Zalando's Journey to Large-Scale, Real-Time Feature Serving. Morteza Ghasempour

    Zalando is Europe’s largest online fashion platform, operating in over 25 countries and serving over 50 million customers. It uses the Hopsworks feature store to support real-time AI use cases, such as personalized recommendations. In this talk, we will look at systems aspects of operating a feature store at scale. In particular, we will explore challenges such as:
    • High availability through replicated data across availability zones.
    • Resilience by federating online feature stores to reduce the blast radius
    • The pros and cons of a Kubernetes (4.x) environment over an EC2 deployment (3.9), and why this migration to Kubernetes was necessary.
    • Auto-scaling to optimize resource utilization for daily and seasonal workload changes.
    • Implementation of Infrastructure as Code utilizing the Hopsworks Managed Clusters API.
    Zoom Link for the Summit: https://us02web.zoom.us/j/85069036571
    https://us02web.zoom.us/j/85069036571 false MM/DD/YYYY 30 OPAQUE apQfLtmRnzOiFbgoNmal132273
    location_on

    https://us02web.zoom.us/j/85069036571

    person

    Feature Store Summit 2025

    close