At Twitter, hundreds of thousands of microservices emit important events triggered by user interactions on the platform. The Data Platform team has the requirement to aggregate these events by service type and generate consolidated datasets. These datasets are made available at different storage destinations for data processing jobs or analytical queries. In this presentation we discuss the architecture behind supporting event log pipelines which can handle billions of events per minute with data volumes of tens of petabytes of data every day. We discuss our challenges at scale and lay out our solution using both open source and in house software stack. This presentation describes our resource utilization and optimizations we had to do at scale. Towards the end we also introduce our improvements to move our event log pipeline to event stream pipelines. We show a use case which uses these event streams for real time analytics.
- WATCH NOW
- VIEW EVENTS
- 2023
- JANUARY
- No Events
- FEBRUARY
- no events
- MARCH
- RTC @Scale 2023
- April
- no events
- May
- AI Infra @Scale
- June
- no events
- July
- Systems @Scale Summer 2023
- August
- Product @Scale 2023
- September
- Networking @Scale 2023
- Reliability @Scale 2023
- October
- Mobile @Scale 2023
- November
- Video @Scale 2023
- December
- Systems @Scale Winter 2023
- 2022
- January
- no events
- February
- RTC @Scale 2022
- March
- Systems @Scale Spring 2022
- April
- Product @Scale Spring 2022
- May
- Data @Scale Spring 2022
- June
- Systems @Scale Summer 2022
- Networking @Scale Summer 2022
- July
- no events
- August
- Reliability @Scale Summer 2022
- September
- AI @Scale 2022
- October
- no events
- November
- Networking @Scale Fall 2022
- Video @Scale Fall 2022
- December
- Systems @Scale Winter 2022
- 2021
- 2020
- January
- no events
- February
- no events
- March
- no events
- April
- no events
- May
- no events
- June
- no events
- July
- no events
- August
- Systems @Scale Remote Edition — Summer 2020
- September
- no events
- October
- no events
- November
- Performance @Scale NY 2020
- Keeping the Lights On @Scale
- AI @Scale 2020
- December
- no events
- 2019
- January
- no events
- February
- no events
- March
- no events
- April
- no events
- May
- no events
- June
- Performance @Scale 2019
- Systems @Scale Summer 2019
- July
- no events
- August
- no events
- September
- Networking @Scale California 2019
- Systems @Scale Fall 2019
- Video @Scale 2019
- October
- The @Scale Conference 2019
- November
- Fighting Abuse @Scale 2019
- Systems @Scale Tel Aviv Fall 2019
- Networking @Scale Boston 2019
- December
- no events
- 2018
- January
- Android @Scale 2018
- February
- no events
- March
- Performance @Scale 2018
- April
- Video @Scale 2018
- Fighting Abuse @Scale 2018
- May
- Networking @Scale 2018
- June
- no events
- July
- Systems @Scale Summer 2018
- August
- no events
- September
- The @Scale Conference 2018
- October
- Data @Scale Boston 2018
- November
- Mobile @Scale Tel Aviv 2018
- December
- no events
- 2017
- January
- no events
- February
- Machine Learning @Scale 2017
- Video @Scale 2017
- March
- no events
- April
- no events
- May
- Dev Tools @Scale 2017
- Networking @Scale 2017
- June
- Data @Scale 2017
- July
- no events
- August
- The @Scale Conference 2017
- September
- no events
- October
- Mobile @Scale Boston 2017
- November
- no events
- December
- no events
- 2016
- January
- Video @Scale 2016
- February
- Performance @Scale 2016
- March
- Mobile @Scale 2016
- April
- no events
- May
- Networking @Scale 2016
- June
- Data @Scale 2016
- July
- no events
- August
- The @Scale Conference 2016
- September
- no events
- October
- Boston Networking @Scale 2016
- November
- Spam Fighting 2016
- December
- no events
- 2015
- 2023
- DIVIDER
- EXPLORE TOPICS
- MACHINE LEARNING AND AI
- Data, Systems, and Networking
- MOBILE, VIDEO, AND WEB
- DEV TOOLS AND OPS, PRIVACY, SUSTAINABILITY, AND PERFORMANCE
- Fighting Abuse and Security
- DIVIDER
- Annual @Scale Conference
- Blog
- Community Forum
- Speaker Submissions
- About @Scale