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SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Nick Harvey, Mike Jones, Stefan Saroiu Stefan Saroiu , Marvin Theimer, Alec Wolman , Marvin Theimer, Alec Wolman Microsoft Research Microsoft Research University of Washington University of Washington
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SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

Mar 26, 2015

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Page 1: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

SkipNet: A Scalable Overlay Network with Practical Locality Properties

SkipNet: A Scalable Overlay Network with Practical Locality Properties

Nick Harvey, Mike Jones, Nick Harvey, Mike Jones, Stefan SaroiuStefan Saroiu, Marvin Theimer, Alec Wolman, Marvin Theimer, Alec Wolman

Microsoft ResearchMicrosoft ResearchUniversity of WashingtonUniversity of Washington

Page 2: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

Overlay NetworksOverlay Networks Overlays have achieved several goals:Overlays have achieved several goals:

Scalable and decentralized infrastructureScalable and decentralized infrastructure Uniform and random load and data distributionUniform and random load and data distribution

But, at the price of data controllabilityBut, at the price of data controllability Data may be stored far from its usersData may be stored far from its users Data may be stored outside its domainData may be stored outside its domain Local accesses leave local organizationLocal accesses leave local organization

Basic Basic trade-offtrade-off: data controllability vs. data uniformity: data controllability vs. data uniformity SkipNet: SkipNet:

Traditional overlay functionalityTraditional overlay functionality Provides an abstraction to control this Provides an abstraction to control this trade-offtrade-off::

Constrained load balancing (CLB)Constrained load balancing (CLB)

Page 3: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

Talk OutlineTalk Outline

Practical data locality requirementsPractical data locality requirements Basic SkipNet designBasic SkipNet design SkipNet locality propertiesSkipNet locality properties Performance evaluationPerformance evaluation ConclusionsConclusions

Page 4: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

Talk OutlineTalk Outline

Practical data locality requirementsPractical data locality requirements Basic SkipNet designBasic SkipNet design SkipNet locality propertiesSkipNet locality properties Performance evaluationPerformance evaluation ConclusionsConclusions

Page 5: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

Key Locality Properties and Key Locality Properties and AbstractionAbstraction In practice, two properties are important:In practice, two properties are important:

Content LocalityContent Locality – ability to explicitly place data – ability to explicitly place data Placement on a single node or on a set of nodesPlacement on a single node or on a set of nodes

Path LocalityPath Locality – ability to – ability to guaranteeguarantee that local that local traffic remains localtraffic remains local

One abstraction is important – CLB:One abstraction is important – CLB: SkipNet abstraction to control the SkipNet abstraction to control the trade-offtrade-off Multiple DHT scopes within one single overlayMultiple DHT scopes within one single overlay

Page 6: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

Practical RequirementsPractical Requirements

Data Controllability:Data Controllability: Organizations want control over their own dataOrganizations want control over their own data Even if local data is globally availableEven if local data is globally available

Manageability:Manageability: Data control allows for data administration, Data control allows for data administration,

provisioning and manageabilityprovisioning and manageability Data center/cluster = constrained set of nodesData center/cluster = constrained set of nodes CLB ensures load balance across data CLB ensures load balance across data

center/clustercenter/cluster

Page 7: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

Practical Requirements (cont’d)Practical Requirements (cont’d)

Security:Security: Content and path locality are key building blocks Content and path locality are key building blocks

for dealing with certain external attacksfor dealing with certain external attacks

Data availabilityData availability Local data survives network partitionsLocal data survives network partitions

PerformancePerformance Data can be stored near clients that use itData can be stored near clients that use it

Page 8: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

Talk OutlineTalk Outline

Practical data locality requirementsPractical data locality requirements Basic SkipNet designBasic SkipNet design SkipNet locality propertiesSkipNet locality properties Performance evaluationPerformance evaluation ConclusionsConclusions

Page 9: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

SkipNetSkipNet

Key property: two address spacesKey property: two address spaces1.1. Name ID space: nodes are sorted by their names (e.g. Name ID space: nodes are sorted by their names (e.g.

DNS names)DNS names)

2.2. Numeric ID space: nodes are randomly distributedNumeric ID space: nodes are randomly distributed

Combining both spaces achievesCombining both spaces achieves Content + Path localityContent + Path locality Other uses could emerge: range queries [AS ’03]Other uses could emerge: range queries [AS ’03]

Scalable peer-to-peer overlay networkScalable peer-to-peer overlay network O(log N) routing performance in both spacesO(log N) routing performance in both spaces O(log N) routing state per nodeO(log N) routing state per node

Page 10: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

SkipNet RingSkipNet Ring

Pointers at level Pointers at level hh skip over 2 skip over 2hh nodes nodes Nodes are ordered by namesNodes are ordered by names

A

DM

V

T

XZ

O

Page 11: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

SkipNet RingSkipNet Ring

Pointers at level Pointers at level hh skip over 2 skip over 2hh nodes nodes Nodes are ordered by namesNodes are ordered by names

A

DM

V

T

XZ

O

Page 12: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

SkipNet RingSkipNet Ring

Pointers at level Pointers at level hh skip over 2 skip over 2hh nodes nodes Nodes are ordered by namesNodes are ordered by names

A

E F

M

H

S

Z

G

Page 13: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

SkipNet Global ViewSkipNet Global View

A Level: L = 0

L = 1

L = 3

L = 2

Root RingRoot Ring

Ring 0Ring 0 Ring 1Ring 1

Ring 00Ring 00 Ring 01Ring 01 Ring 10Ring 10 Ring 11Ring 11

Ring000Ring000

Ring001Ring001

Ring010Ring010

Ring011Ring011

Ring100Ring100

Ring101Ring101

Ring110Ring110

Ring111Ring111

D M OT

VXZ

O

ZA T

M

X

DV

A T

M

X

D

VZ

O

O

ZA T

M

X

D

V

Page 14: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

SkipNet Global ViewSkipNet Global View

A Level: L = 0

L = 1

L = 3

L = 2

Root RingRoot Ring

Ring 0Ring 0 Ring 1Ring 1

Ring 00Ring 00 Ring 01Ring 01 Ring 10Ring 10 Ring 11Ring 11

Ring000Ring000

Ring001Ring001

Ring010Ring010

Ring011Ring011

Ring100Ring100

Ring101Ring101

Ring110Ring110

Ring111Ring111

D M OT

VXZ

O

ZA T

M

X

DV

A T

M

X

D

VZ

O

O

ZA T

M

X

D

V

Page 15: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

Two Address SpacesTwo Address Spaces

SkipNet can route efficiently in both SkipNet can route efficiently in both address spaces:address spaces: Name ID space (e.g. DNS names)Name ID space (e.g. DNS names) Numeric ID spaceNumeric ID space

Page 16: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

Routing by Name IDRouting by Name ID

Level: L = 0

L = 1

L = 2

Example: route from A to VExample: route from A to V Simple Rule: Forward the message to node that is closest to Simple Rule: Forward the message to node that is closest to

dest, without going too far.dest, without going too far.

Ring 00Ring 00 Ring 01Ring 01 Ring 10Ring 10 Ring 11Ring 11

Ring000Ring000

Ring001Ring001

Ring010Ring010

Ring011Ring011

Ring100Ring100

Ring101Ring101

Ring110Ring110

Ring111Ring111

A Root RingRoot RingD M O

TVXZ

Ring 0Ring 0A

M

T

X

Ring 1Ring 1D

Z V

O

OZA T

M

X

D

V

A TM

X

DV Z

O L = 3

Node A’sRoutingTable

Node A’sRoutingTable

Page 17: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

Routing by Name IDRouting by Name ID

Level: L = 0

L = 1

L = 2

Example: route from A to VExample: route from A to V Simple Rule: Forward the message to node that is closest to Simple Rule: Forward the message to node that is closest to

dest, without going too far.dest, without going too far.

Ring 00Ring 00 Ring 01Ring 01 Ring 10Ring 10 Ring 11Ring 11

Ring000Ring000

Ring001Ring001

Ring010Ring010

Ring011Ring011

Ring100Ring100

Ring101Ring101

Ring110Ring110

Ring111Ring111

A Root RingRoot RingD M O

TVXZ

Ring 0Ring 0A

M

T

X

Ring 1Ring 1D

Z V

O

OZA T

M

X

D

V

A TM

X

DV Z

O L = 3

Page 18: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

Routing by Name IDRouting by Name ID

Level: L = 0

L = 1

L = 2

Example: route from A to VExample: route from A to V Simple Rule: Forward the message to node that is closest to Simple Rule: Forward the message to node that is closest to

dest, without going too far.dest, without going too far.

Ring 00Ring 00 Ring 01Ring 01 Ring 10Ring 10 Ring 11Ring 11

Ring000Ring000

Ring001Ring001

Ring010Ring010

Ring011Ring011

Ring100Ring100

Ring101Ring101

Ring110Ring110

Ring111Ring111

A Root RingRoot RingD M O

TVXZ

Ring 0Ring 0A

M

T

X

Ring 1Ring 1D

Z V

O

OZA T

M

X

D

V

A TM

X

DV Z

O L = 3

Node T’sRoutingTable

Node T’sRoutingTable

Page 19: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

Routing by Name IDRouting by Name ID

Level: L = 0

L = 1

L = 2

Example: route from A to VExample: route from A to V Simple Rule: Forward the message to node that is closest to Simple Rule: Forward the message to node that is closest to

dest, without going too far.dest, without going too far.

Ring 00Ring 00 Ring 01Ring 01 Ring 10Ring 10 Ring 11Ring 11

Ring000Ring000

Ring001Ring001

Ring010Ring010

Ring011Ring011

Ring100Ring100

Ring101Ring101

Ring110Ring110

Ring111Ring111

A Root RingRoot RingD M O

TVXZ

Ring 0Ring 0A

M

T

X

Ring 1Ring 1D

Z V

O

OZA T

M

X

D

V

A TM

X

DV Z

O L = 3

Node T’sRoutingTable

Node T’sRoutingTable

Page 20: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

Routing by Name IDRouting by Name ID

Level: L = 0

L = 1

L = 2

Example: route from A to VExample: route from A to V Simple Rule: Forward the message to node that is closest to Simple Rule: Forward the message to node that is closest to

dest, without going too far.dest, without going too far.

Ring 00Ring 00 Ring 01Ring 01 Ring 10Ring 10 Ring 11Ring 11

Ring000Ring000

Ring001Ring001

Ring010Ring010

Ring011Ring011

Ring100Ring100

Ring101Ring101

Ring110Ring110

Ring111Ring111

A Root RingRoot RingD M O

TVXZ

Ring 0Ring 0A

M

T

X

Ring 1Ring 1D

Z V

O

OZA T

M

X

D

V

A TM

X

DV Z

O L = 3

Node T’sRoutingTable

Node T’sRoutingTable

Page 21: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

Routing by Name IDRouting by Name ID

Level: L = 0

L = 1

L = 2

Example: route from A to VExample: route from A to V Simple Rule: Forward the message to node that is closest to Simple Rule: Forward the message to node that is closest to

dest, without going too far.dest, without going too far.

Ring 00Ring 00 Ring 01Ring 01 Ring 10Ring 10 Ring 11Ring 11

Ring000Ring000

Ring001Ring001

Ring010Ring010

Ring011Ring011

Ring100Ring100

Ring101Ring101

Ring110Ring110

Ring111Ring111

A Root RingRoot RingD M O

TVXZ

Ring 0Ring 0A

M

T

X

Ring 1Ring 1D

Z V

O

OZA T

M

X

D

V

A TM

X

DV Z

O L = 3

Page 22: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

Routing by Numeric IDRouting by Numeric ID

Provides the basic DHT primitiveProvides the basic DHT primitive To store file “Foo.c”To store file “Foo.c”

Hash(“Foo.c”) Hash(“Foo.c”) a random numeric ID a random numeric ID Find highest ring matching that numeric IDFind highest ring matching that numeric ID Store file on node in that ringStore file on node in that ring

Log N routing efficiencyLog N routing efficiency

Page 23: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

DHT ExampleDHT Example

Store file “Foo.c” from node AStore file “Foo.c” from node A Hash(“Foo.c”) = 101…Hash(“Foo.c”) = 101…

Route from A to V in Route from A to V in numeric numeric spacespace

Level: L = 0

L = 1

L = 2Ring 00Ring 00 Ring 01Ring 01 Ring 10Ring 10 Ring 11Ring 11

Ring000Ring000

Ring001Ring001

Ring010Ring010

Ring011Ring011

Ring100Ring100

Ring101Ring101

Ring110Ring110

Ring111Ring111

A Root RingRoot RingD M O

TVXZ

Ring 0Ring 0A

M

T

X

Ring 1Ring 1D

Z V

O

OZA T

M

X

D

V

A TM

X

DV Z

O L = 3

Foo.c

Page 24: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

Talk OutlineTalk Outline

Practical data locality requirementsPractical data locality requirements Basic SkipNet designBasic SkipNet design SkipNet locality propertiesSkipNet locality properties Performance evaluationPerformance evaluation ConclusionsConclusions

Page 25: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

Constrained Load Balancing Constrained Load Balancing (CLB)(CLB)

Multiple DHTs with differing scopes using a single Multiple DHTs with differing scopes using a single SkipNet structureSkipNet structure

A result of the ability to route in both address A result of the ability to route in both address spacesspaces

Divide data object names into 2 partsDivide data object names into 2 partsusing the ‘!’ special character using the ‘!’ special character CLB DomainCLB Domain CLB SuffixCLB Suffix

microsoft.commicrosoft.com!!skipnet.htmlskipnet.htmlNumeric RoutingName Routing

Page 26: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

CLB ExampleCLB Example

To read file “com.microsoftTo read file “com.microsoft!!skipnet.html”skipnet.html” Route by name ID to “com.microsoft”Route by name ID to “com.microsoft” Route by numeric ID to Hash(“skipnet.html”)Route by numeric ID to Hash(“skipnet.html”)

within the “com.microsoft” constraintwithin the “com.microsoft” constraint

com.sun

edu.ucbgov.irs

com.microsoft

skipnet.html

Page 27: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

SkipNet Path LocalitySkipNet Path Locality

Organizations correspond to contiguous SkipNet Organizations correspond to contiguous SkipNet segmentssegments Internal routing by NameID remains internalInternal routing by NameID remains internal

Nodes have left / right pointersNodes have left / right pointers

com.sun

edu.ucbgov.irs

com.microsoft

com.microsoft.research

Page 28: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

Fault ToleranceFault Tolerance

Many failures occur along organizational Many failures occur along organizational boundaries:boundaries: Gateway/firewall failure, BGP misconfig, physical Gateway/firewall failure, BGP misconfig, physical

network cut, …network cut, …

SkipNet handles organizational disconnect SkipNet handles organizational disconnect gracefullygracefully Results in two well-connected, partitioned SkipNetsResults in two well-connected, partitioned SkipNets Efficient remerging algorithmsEfficient remerging algorithms

Node independent failuresNode independent failures Same resiliency as systems such as Chord and PastrySame resiliency as systems such as Chord and Pastry Similar approach to repair (Leaf Set)Similar approach to repair (Leaf Set)

Page 29: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

Primary Security Benefit & Primary Security Benefit & WeaknessWeakness+ SkipNet + name access control SkipNet + name access control

mechanism:mechanism: Content locality ensures that content stays Content locality ensures that content stays

within organizationwithin organization Path locality prevents: Path locality prevents:

malicious forwarders malicious forwarders analysis of internal trafficanalysis of internal traffic external tampering external tampering

- Easier to target organizations:Easier to target organizations: Someone creates one million nodes with Someone creates one million nodes with

name prefixes name prefixes microsofa.com microsofa.com and and microsort.commicrosort.com

Most traffic to/from Microsoft will go through Most traffic to/from Microsoft will go through a microsofa / microsort intermediate nodea microsofa / microsort intermediate node

Page 30: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

Talk OutlineTalk Outline

Practical data locality requirementsPractical data locality requirements Basic SkipNet designBasic SkipNet design SkipNet locality propertiesSkipNet locality properties Performance evaluationPerformance evaluation ConclusionsConclusions

Page 31: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

MethodologyMethodology

Packet-level, event-driven simulator:Packet-level, event-driven simulator: SkipNet implementationSkipNet implementation

Basic SkipNetBasic SkipNet Full SkipNet = Basic SkipNet + network proximityFull SkipNet = Basic SkipNet + network proximity

Pastry and Chord implementationPastry and Chord implementation

Uses Mercator and GT-ITM network Uses Mercator and GT-ITM network topologiestopologies

Experimentally evaluated:Experimentally evaluated: Name ID routing performanceName ID routing performance Tolerance to organizational disconnectTolerance to organizational disconnect

Page 32: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

MethodologyMethodology

Packet-level, event-driven simulator:Packet-level, event-driven simulator: SkipNet implementationSkipNet implementation

Basic SkipNetBasic SkipNet Full SkipNet = Basic SkipNet + network proximityFull SkipNet = Basic SkipNet + network proximity

Pastry and Chord implementationPastry and Chord implementation

Uses Mercator and GT-ITM network Uses Mercator and GT-ITM network topologiestopologies

Experimentally evaluated:Experimentally evaluated: Name ID routing performanceName ID routing performance Tolerance to organizational disconnectTolerance to organizational disconnect Numeric ID routing performanceNumeric ID routing performance Effectiveness of network proximity Effectiveness of network proximity

optimizationsoptimizations Effectiveness of CLB routing optimizationsEffectiveness of CLB routing optimizations

Page 33: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

Routing by Name ID PerformanceRouting by Name ID Performance

Benefits come at no extra costBenefits come at no extra cost

Page 34: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

Surviving Organizational Surviving Organizational DisconnectDisconnect

Disconnected Org Size = 15% of all Disconnected Org Size = 15% of all nodesnodes

Page 35: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

ConclusionsConclusions

SkipNetSkipNet: : Traditional overlay functionalityTraditional overlay functionality Explicit control of data placementExplicit control of data placement

Constrained load balancingConstrained load balancing Content + Path Locality are basic Content + Path Locality are basic

ingredients to:ingredients to: Data controllability Data controllability ManageabilityManageability SecuritySecurity Data availabilityData availability PerformancePerformance

Page 36: SkipNet: A Scalable Overlay Network with Practical Locality Properties Nick Harvey, Mike Jones, Stefan Saroiu, Marvin Theimer, Alec Wolman Microsoft Research.

Questions?Questions?

http://research.microsoft.com/sn/http://research.microsoft.com/sn/Herald/Herald/