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© 2009 AT&T Intellectual Property. All rights reserved. Multicast Redux: A First Look at Enterprise Multicast Traffic Elliott Karpilovsky 1 , Lee Breslau 2 , Alexandre Gerber 2 , Subhabrata Sen 2 Princeton University 1, AT&T Labs - Research 2
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© 2009 AT&T Intellectual Property. All rights reserved. Multicast Redux: A First Look at Enterprise Multicast Traffic Elliott Karpilovsky 1, Lee Breslau.

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Page 1: © 2009 AT&T Intellectual Property. All rights reserved. Multicast Redux: A First Look at Enterprise Multicast Traffic Elliott Karpilovsky 1, Lee Breslau.

© 2009 AT&T Intellectual Property. All rights reserved.

Multicast Redux: A First Look at Enterprise Multicast Traffic

Elliott Karpilovsky1, Lee Breslau2, Alexandre Gerber2, Subhabrata Sen2

Princeton University1, AT&T Labs - Research2

Page 2: © 2009 AT&T Intellectual Property. All rights reserved. Multicast Redux: A First Look at Enterprise Multicast Traffic Elliott Karpilovsky 1, Lee Breslau.

© 2009 AT&T Intellectual Property. All rights reserved.

A brief history of Multicast

Efficient 1 to many distribution at network layer

Significant interest in the 1990s Experimentally deployed on Mbone

Extensive protocol research (DVMRP, PIM, CBT, MOSPF, etc.)

Failed to achieve significant deployment on the Internet Problems regarding economic incentives, inter-provider

dependencies, security and management

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Page 3: © 2009 AT&T Intellectual Property. All rights reserved. Multicast Redux: A First Look at Enterprise Multicast Traffic Elliott Karpilovsky 1, Lee Breslau.

© 2009 AT&T Intellectual Property. All rights reserved.

Resurgence of Multicast

Seeing deployment two contexts:

IPTV

• Video distribution in a walled garden environment managed by Internet Service Providers.

Enterprise networks

• Billing, dependency, security and management problems are mitigated

• Support multitude of applications (file distribution, conferencing, financial trading, etc.)

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Page 4: © 2009 AT&T Intellectual Property. All rights reserved. Multicast Redux: A First Look at Enterprise Multicast Traffic Elliott Karpilovsky 1, Lee Breslau.

© 2009 AT&T Intellectual Property. All rights reserved.

Our focus: Multicast in VPN Environment!MVPN (Multicast VPN)

Enterprise typically supported by MPLS based VPNs

There is clear demand for service providers to support Multicast within a VPN

But little is currently known about multicast behavior and characteristics in the VPN setting: Nbr. Receivers? Bitrates? Duration? Etc.

Let’s study VPN multicast from vantage point of a large ISP now that it has been deployed:

Pros: Scale, diversity

Cons: Incomplete visibility

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Page 5: © 2009 AT&T Intellectual Property. All rights reserved. Multicast Redux: A First Look at Enterprise Multicast Traffic Elliott Karpilovsky 1, Lee Breslau.

© 2009 AT&T Intellectual Property. All rights reserved. 5

MVPN Introduction:First Challenge: “MPLS Multicast” doesn’t exist

• Customer unicast between sites

• Packet delivered from one PE to another PE

• MPLS used as point-to-point encapsulation mechanism

• Customer multicast between sites (receivers at multiple sites)

• Packets delivered from one PE to one or more other PEs

• MPLS does not currently support one-to-many distribution

• Needed: Encapsulation mechanism across provider backbone

CE4

Unicast VPN

Multicast VPN

PE1CE1

PE2

PE3

PE4CE2

CE3

MPLSSrcRcv

PE1CE1

PE2

PE3

PE4CE2

CE3

CE4

Src

Rcv3

Rcv2

Rcv1

???What kind of

encapsulation for backbone

transport?

Page 6: © 2009 AT&T Intellectual Property. All rights reserved. Multicast Redux: A First Look at Enterprise Multicast Traffic Elliott Karpilovsky 1, Lee Breslau.

© 2009 AT&T Intellectual Property. All rights reserved. 6

Basic Solution: GRE encapsulation at the PE + IP Multicast in the core

• Src sends mcast packet to customer group 224.5.6.7

• CE2 forwards customer packet to PE2

• PE2 encapsulates customer packet in provider group 239.1.1.1

• PE2 transmits provider packet across backbone multicast tree

• PE1, PE3 and PE4 decapsulate customer packet and forward to CE1, CE3 and CE4, which then forward it to Rcv1, Rcv2 and Rcv4

Rcv1

PE1CE1

PE2

PE3

PE4CE2

CE3

CE4

Src

Rcv3

Rcv2

239.1.1.1

Payload224.5.6.7Customer pkt

Payload224.5.6.7239.1.1.1Provider pkt

Payload224.5.6.7Customer pkt

Encapsulation

Decapsulation

Page 7: © 2009 AT&T Intellectual Property. All rights reserved. Multicast Redux: A First Look at Enterprise Multicast Traffic Elliott Karpilovsky 1, Lee Breslau.

© 2009 AT&T Intellectual Property. All rights reserved. 7

But it gets more complicated:MVPN Design Issue

PE1CE1

PE2

PE3

PE4

CE2

CE3

CE4

Src1

CG1

CG2

CG1CG2

• Customer group CG1 has receivers behind PE1 and PE3• CG2 has receivers behind PE3 and PE4

How many multicast groups should the provider use to encapsulate traffic from CE2 to CG1 and CG2?

=> 1 Provider Group per Customer Group: not scalable=> 1 Provider Group for all Customer Groups:

bandwidth wasted (e.g. CG1, CE4)

Src2

Src1

Src2

Page 8: © 2009 AT&T Intellectual Property. All rights reserved. Multicast Redux: A First Look at Enterprise Multicast Traffic Elliott Karpilovsky 1, Lee Breslau.

© 2009 AT&T Intellectual Property. All rights reserved.

MVPN Solution: Default MDT, Data MDT

Industry practice, initially defined by Cisco

A single default Provider Group per-VPN to carry low bandwidth customer traffic (and inter-PE control traffic)• Referred to as “Default MDT”

• All PEs in a VPN join this group

• “Broadcast” to all VPN PEs

High bandwidth customer traffic carried on special “data” groups in the provider backbone• Referred to as “Data MDTs”

• Only relevant PEs join these groups

• Customer Group moved to Data MDT if exceeds throughput/duration threshold

• N data groups per VPN (configured)

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Page 9: © 2009 AT&T Intellectual Property. All rights reserved. Multicast Redux: A First Look at Enterprise Multicast Traffic Elliott Karpilovsky 1, Lee Breslau.

© 2009 AT&T Intellectual Property. All rights reserved. 9

PE1

CE1

PE2

PE3

PE4CE2

CE3

CE4

Src

CG1

CG2

CG1CG2Default MDT

CG3

Data MDT

CG3

MVPN Example

• CG1 and CG2– Low rate groups– Encapsulated on Default

MDT

• CG3– High data rate group– Encapsulated on Data MDT

• All PEs join Default MDT– Receive traffic for CG1 and CG2– CE1 drops traffic for CG2– CE4 drops traffic for CG1

• PE1 and PE4 join Data MDT– CG3 traffic delivered only to PE1

and PE4

Page 10: © 2009 AT&T Intellectual Property. All rights reserved. Multicast Redux: A First Look at Enterprise Multicast Traffic Elliott Karpilovsky 1, Lee Breslau.

© 2009 AT&T Intellectual Property. All rights reserved.

Data Collection

SNMP poller Approximately 5 minute intervals Contacts PEs for Default, Data MDT byte count MIBs

About the data: Jan. 4, 2009 to Feb. 8, 2009 88M records collected Data MDT sessions ( (S,G),start time, end time, receivers ): 25K

Challenges: We only see the behavior at the backbone level (Provider Groups), Customer

Groups and applications are hidden to this measurement methodology

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Page 11: © 2009 AT&T Intellectual Property. All rights reserved. Multicast Redux: A First Look at Enterprise Multicast Traffic Elliott Karpilovsky 1, Lee Breslau.

© 2009 AT&T Intellectual Property. All rights reserved.

Results – Data MDT

Wide variations but some initial observations:

• 70% of sessions send less than 5 kbps

• 70% of sessions last less than 10 minutes

• 50% of sessions have only 1 receiver (PE)

Wide variations but some initial observations:

• 70% of sessions send less than 5 kbps

• 70% of sessions last less than 10 minutes

• 50% of sessions have only 1 receiver (PE)

Page 12: © 2009 AT&T Intellectual Property. All rights reserved. Multicast Redux: A First Look at Enterprise Multicast Traffic Elliott Karpilovsky 1, Lee Breslau.

© 2009 AT&T Intellectual Property. All rights reserved.

12

Let’s correlate some of these variables!K-mean Clustering

Cluster based on: Duration Throughput Peak rate Maximum number of receivers Average number of receivers

Normalize to z-scores Use k-means with simulated annealing / local search

heuristic Pick a small k such that significant variance is explained

Page 13: © 2009 AT&T Intellectual Property. All rights reserved. Multicast Redux: A First Look at Enterprise Multicast Traffic Elliott Karpilovsky 1, Lee Breslau.

© 2009 AT&T Intellectual Property. All rights reserved.

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Clustering

(We pick k=4)

K=4 seems to be the right number of clusters

Page 14: © 2009 AT&T Intellectual Property. All rights reserved. Multicast Redux: A First Look at Enterprise Multicast Traffic Elliott Karpilovsky 1, Lee Breslau.

© 2009 AT&T Intellectual Property. All rights reserved.

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Clustering results: the 4 categories

(Some variables removed)

Short Name Duration ThroughputAvg. Receivers

Flows in Cluster

Unicast like 29 hours 12mbits/sec 1.2 0.1%

Limited receivers

72 minutes 40kbits/sec 2.1 86.5%

Long lived 28 days 605kbits/sec 3.1 0.05%

Well-fitted 60 minutes 21kbits/sec 19.6 13.3%

Page 15: © 2009 AT&T Intellectual Property. All rights reserved. Multicast Redux: A First Look at Enterprise Multicast Traffic Elliott Karpilovsky 1, Lee Breslau.

© 2009 AT&T Intellectual Property. All rights reserved.

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Conclusion

First study of Enterprise multicast traffic in the wild: Variety of traffic types Significant number of flows have very few receivers Moreover, some of these flows have moderate throughput

This raises more questions! Why are there such different Multicast sessions? What are the customer applications behind these Multicast sessions? What are the Multicast Customer Groups behind these Multicast

Provider Groups?

Future work will drill down into these Multicast sessions By actively joining groups and/or by using DPI monitoring

Page 16: © 2009 AT&T Intellectual Property. All rights reserved. Multicast Redux: A First Look at Enterprise Multicast Traffic Elliott Karpilovsky 1, Lee Breslau.

© 2009 AT&T Intellectual Property. All rights reserved.

Questions?

Alexandre [email protected]

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Page 17: © 2009 AT&T Intellectual Property. All rights reserved. Multicast Redux: A First Look at Enterprise Multicast Traffic Elliott Karpilovsky 1, Lee Breslau.

© 2009 AT&T Intellectual Property. All rights reserved.

Backup

Page 17

Page 18: © 2009 AT&T Intellectual Property. All rights reserved. Multicast Redux: A First Look at Enterprise Multicast Traffic Elliott Karpilovsky 1, Lee Breslau.

© 2009 AT&T Intellectual Property. All rights reserved. 18

MVPN Strategy

Observation• Need to transport customer packets from a single ingress PE to one or more

egress PEs

• We already have a mechanism to do this: IP Multicast

Solution• Compute multicast distribution trees between PEs

• Use GRE to encapsulate customer multicast packet in a multicast packet for transport across the provider backbone– GRE: Generic Routing Encapsulation (think IP-in-IP)

• Receiving PE decapsulates packet and forwards it to CE

Basic idea is simple!

Many design details and engineering tradeoffs to actually pull this off

Page 19: © 2009 AT&T Intellectual Property. All rights reserved. Multicast Redux: A First Look at Enterprise Multicast Traffic Elliott Karpilovsky 1, Lee Breslau.

© 2009 AT&T Intellectual Property. All rights reserved. 19

MVPN Example

Src sends mcast packet to customer group 224.5.6.7

CE2 forwards customer packet to PE2

PE2 encapsulates customer packet in provider group 239.1.1.1

PE2 transmits provider packet across backbone multicast tree

PE1, PE3 and PE4 decapsulate customer packet and forward to CE1, CE3 and CE4, which then forward it to Rcv1, Rcv2 and Rcv4

Rcv1

PE1CE1

PE2

PE3

PE4CE2

CE3

CE4

Src

Rcv3

Rcv2

239.1.1.1

Payload224.5.6.7Customer pkt

Payload224.5.6.7239.1.1.1Provider pkt

Payload224.5.6.7Customer pkt

Encapsulation

Decapsulation

Page 20: © 2009 AT&T Intellectual Property. All rights reserved. Multicast Redux: A First Look at Enterprise Multicast Traffic Elliott Karpilovsky 1, Lee Breslau.

© 2009 AT&T Intellectual Property. All rights reserved. 20

MVPN Strawman Solution #1

Dedicated provider group per customer group

CG1 is encapsulated in PG1; CG2 is encapsulated in PG2

PE1 and PE3 join PG1; PE3 and PE4 join PG2

Multicast routing trees reach the appropriate PEs

PE1CE1

PE2

PE3

PE4CE2

CE3

CE4

Src

CG1

CG2

CG1CG2

PG2PG1

• Advantage: Customer multicast is only delivered to PEs that have interested

receivers behind attached CEs• Disadvantage: Per-customer group state in

the backbone violates scalability requirement

Page 21: © 2009 AT&T Intellectual Property. All rights reserved. Multicast Redux: A First Look at Enterprise Multicast Traffic Elliott Karpilovsky 1, Lee Breslau.

© 2009 AT&T Intellectual Property. All rights reserved. 21

MVPN Strawman Solution #2

Single provider group per VPN

CG1 and CG2 are both encapsulated in PG1

PE2, PE3 and PE4 all join PG1

Both customer groups delivered to all PEs

PEs with no interested receivers behind attached CEs will drop the packets

PE1CE1

PE2

PE3

PE4CE2

CE3

CE4

Src

CG1

CG2

CG1CG2PG1

• Advantage: Only a single multicast routing table entry per VPN in the

backbone

• Disadvantage: Inefficient use of bandwidth since some traffic is dropped at the PE

– E.g., CE4 drops CG1 pkts; CE1 drops CG2

Page 22: © 2009 AT&T Intellectual Property. All rights reserved. Multicast Redux: A First Look at Enterprise Multicast Traffic Elliott Karpilovsky 1, Lee Breslau.

© 2009 AT&T Intellectual Property. All rights reserved.

MVPN Scalability and Performance Issue

High bandwidth customer data groups are encapsulated in non-default provider groups (data MDTs)• N groups per VPN

What happens when there are more than N high bandwidth customer groups in a VPN?

Solution: map multiple high bandwidth groups onto a single provider data group• E.g., CGx and CGy are both encapsulated in PGa

Implication: if CGx and CGy cover a different set of PEs (which is likely), some high bandwidth traffic reaches PEs where it is unwanted (and dropped)• Wastes bandwidth

Open question: to what degree will this be a problem?• Unknown; potentially big; will depend on usage patterns; will need data

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Page 23: © 2009 AT&T Intellectual Property. All rights reserved. Multicast Redux: A First Look at Enterprise Multicast Traffic Elliott Karpilovsky 1, Lee Breslau.

© 2009 AT&T Intellectual Property. All rights reserved. 23

MVPN Characteristics

Isolation• Each customer VPN is assigned its own set of Provider Groups,

isolating traffic from different customers

Scalability• Backbone multicast routing state is a function of the number of

VPNs, not the number of customer groups– N data groups +1 default group per VPN

Flexibility• No constraints on customer use of multicast applications or

group addresses