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EURO-IX | Bucharest | early 21th century
IXP Traffic and
Major Sports Events
emile.aben@ripe.net
Euro-IX - October 2014
What did we do?
• RIPE NCC and EURO-IX cooperation

• IXP traffic volume during major (sports) events

• Football World Cup 2010 (South Africa)

• Euro 2012 (Poland/Ukraine)

• Football World Cup 2014 (Brasil)

• Traffic volume variations during matches

• Stats from participating IXPs
2
Euro-IX - October 2014
Why do we do it?
• It’s fun :)

• Operational awareness

• Brings IXPs to the attention of whole new audience

!
!
• It’s fun :)
3
Euro-IX - October 2014
Pitfalls
• IXP traffic quite often not a representative sample of
Internet traffic for a location (city,country)

- Makes it harder to grok for my dad

- In-network Caches, PNI

!
• Human behaviour

- Event causes human to generate packets or not?

- Event causes shift in where packets go to:

• streaming-video-of-match-traffic up, rest down?
4
Euro-IX - October 2014
Common Patterns - “Double Dip” 5
500.0 Gbps
1.0 Tbps
1.5 Tbps
2.0 Tbps
2.5 Tbps
3.0 Tbps
20h
00h
04h
08h
12h
16h
20h
00h
04h
tracvolume
time (UTC)
Tra c volume at amsix-nl on 2014-06-13.Fri
CHI
AUS
ESP
NED
MEX
CMR
2014-05-09
2014-05-16
2014-05-23
2014-05-30
2014-06-06
2014-06-13
256 TB “missing”
• “Double dip” even on larger IXPs (AMS-IX, DE-CIX,
LINX,etc.)
Euro-IX - October 2014
Common Patterns - “Twin Peaks” 6
0.0 bps
5.0 Gbps
10.0 Gbps
15.0 Gbps
20.0 Gbps
25.0 Gbps
30.0 Gbps
35.0 Gbps
20h
00h
04h
08h
12h
16h
20h
00h
04h
tracvolume
time (UTC)
Tra c volume at nskix-ru on 2014-06-17.Tue
GHA
USA
BRA
MEX
BEL
ALG
RUS
KOR
2014-05-13
2014-05-20
2014-05-27
2014-06-03
2014-06-10
2014-06-17
Euro-IX - October 2014
Catching the Mood
• Dramatic game, 7 DE goals, correlating to uptick in
traffic in BR
7
200.0 Gbps
250.0 Gbps
300.0 Gbps
350.0 Gbps
400.0 Gbps
450.0 Gbps
500.0 Gbps
18h
19h
20h
21h
22h
23h
00h
tracvolume
time (UTC)
Tra c volume at Sao Paolo IXP during Brazil-Germany
compared to Cameroon-Brazil and non-game day
1st half 2nd half
8 July (BRA-GER)
23 June (BRA-CMR)
27 June (no games)
Euro-IX - October 2014
Many more interesting features
!
• Full report at:

https://labs.ripe.net/Members/emileaben/internet-traffic-during-the-
world-cup-2014
!
• Featuring

- Overtime

- Non IXP data sources

- First RIPE Labs article with picture of a cat
8
Euro-IX - October 2014
High Granularity Data Source
• https://blog.twitter.com/2014/penalty-kicks-as-
seen-through-twitter-data
9
Euro-IX - October 2014
Future?
• Great coop between Euro-IX IXPs and RIPE NCC

- Euro-IX asked for IXP volunteers to provide data

• Many thanks for that!

- Popular content on RIPE Labs

• Keep on going:

- More of the same?

- More direct IXP involvement?

- Finer granularity, 1 minute, 30 second?

• Better correlation to exact event, and structure of
event.

• Other ideas?
10

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IXP Traffic and Major Sports Events

  • 1. EURO-IX | Bucharest | early 21th century IXP Traffic and Major Sports Events emile.aben@ripe.net
  • 2. Euro-IX - October 2014 What did we do? • RIPE NCC and EURO-IX cooperation • IXP traffic volume during major (sports) events • Football World Cup 2010 (South Africa) • Euro 2012 (Poland/Ukraine) • Football World Cup 2014 (Brasil) • Traffic volume variations during matches • Stats from participating IXPs 2
  • 3. Euro-IX - October 2014 Why do we do it? • It’s fun :) • Operational awareness • Brings IXPs to the attention of whole new audience ! ! • It’s fun :) 3
  • 4. Euro-IX - October 2014 Pitfalls • IXP traffic quite often not a representative sample of Internet traffic for a location (city,country) - Makes it harder to grok for my dad - In-network Caches, PNI ! • Human behaviour - Event causes human to generate packets or not? - Event causes shift in where packets go to: • streaming-video-of-match-traffic up, rest down? 4
  • 5. Euro-IX - October 2014 Common Patterns - “Double Dip” 5 500.0 Gbps 1.0 Tbps 1.5 Tbps 2.0 Tbps 2.5 Tbps 3.0 Tbps 20h 00h 04h 08h 12h 16h 20h 00h 04h tracvolume time (UTC) Tra c volume at amsix-nl on 2014-06-13.Fri CHI AUS ESP NED MEX CMR 2014-05-09 2014-05-16 2014-05-23 2014-05-30 2014-06-06 2014-06-13 256 TB “missing” • “Double dip” even on larger IXPs (AMS-IX, DE-CIX, LINX,etc.)
  • 6. Euro-IX - October 2014 Common Patterns - “Twin Peaks” 6 0.0 bps 5.0 Gbps 10.0 Gbps 15.0 Gbps 20.0 Gbps 25.0 Gbps 30.0 Gbps 35.0 Gbps 20h 00h 04h 08h 12h 16h 20h 00h 04h tracvolume time (UTC) Tra c volume at nskix-ru on 2014-06-17.Tue GHA USA BRA MEX BEL ALG RUS KOR 2014-05-13 2014-05-20 2014-05-27 2014-06-03 2014-06-10 2014-06-17
  • 7. Euro-IX - October 2014 Catching the Mood • Dramatic game, 7 DE goals, correlating to uptick in traffic in BR 7 200.0 Gbps 250.0 Gbps 300.0 Gbps 350.0 Gbps 400.0 Gbps 450.0 Gbps 500.0 Gbps 18h 19h 20h 21h 22h 23h 00h tracvolume time (UTC) Tra c volume at Sao Paolo IXP during Brazil-Germany compared to Cameroon-Brazil and non-game day 1st half 2nd half 8 July (BRA-GER) 23 June (BRA-CMR) 27 June (no games)
  • 8. Euro-IX - October 2014 Many more interesting features ! • Full report at: https://labs.ripe.net/Members/emileaben/internet-traffic-during-the- world-cup-2014 ! • Featuring - Overtime - Non IXP data sources - First RIPE Labs article with picture of a cat 8
  • 9. Euro-IX - October 2014 High Granularity Data Source • https://blog.twitter.com/2014/penalty-kicks-as- seen-through-twitter-data 9
  • 10. Euro-IX - October 2014 Future? • Great coop between Euro-IX IXPs and RIPE NCC - Euro-IX asked for IXP volunteers to provide data • Many thanks for that! - Popular content on RIPE Labs • Keep on going: - More of the same? - More direct IXP involvement? - Finer granularity, 1 minute, 30 second? • Better correlation to exact event, and structure of event. • Other ideas? 10