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Building a
Skyscraper with
Legos:
The
Anatomy
of a Distributed
System
InfoQ.com: News & Community Site
• Over 1,000,000 software developers, architects and CTOs read the site world-
wide every month
• 250,000 senior developers subscribe to our weekly newsletter
• Published in 4 languages (English, Chinese, Japanese and Brazilian
Portuguese)
• Post content from our QCon conferences
• 2 dedicated podcast channels: The InfoQ Podcast, with a focus on
Architecture and The Engineering Culture Podcast, with a focus on building
• 96 deep dives on innovative topics packed as downloadable emags and
minibooks
• Over 40 new content items per week
Watch the video with slide
synchronization on InfoQ.com!
https://www.infoq.com/presentations/
health-distributed-system
Purpose of QCon
- to empower software development by facilitating the spread of
knowledge and innovation
Strategy
- practitioner-driven conference designed for YOU: influencers of
change and innovation in your teams
- speakers and topics driving the evolution and innovation
- connecting and catalyzing the influencers and innovators
Highlights
- attended by more than 12,000 delegates since 2007
- held in 9 cities worldwide
Presented at QCon San Francisco
www.qconsf.com
Tyler McMullen
@tbmcmullen
ok, what’s up?
Let’s build a
distributed system!
The Project
50+ Datacenters
Thousands of bare metal servers
up to 64 Servers per Datacenter
Ten of Thousands of Origin Servers
Recap
Still with me?
One
Possible
Solution
(Too) Strong Consistency
Eventual Consistency
Forward Progress
Ownership
Rendezvous Hashing
h(Sn,O) = Wn
hash function we decided upon
set of live servers
origin server we’re
deciding on the owner of
the weight or priority
priorities(O1) = [S2,
S3,
S1,
S4,
…]
priorities(O2) = [S4,
S2,
S3,
S1,
…]
Failure Detection
u up?
1 2
3
4
5
✅
1 2
3
4
5
✅
1 2
3
4
5
❌
Memberlist
Gossip
Push and Pull
Convergence
Causality
Burgers happened-before Calzone
Burgers happened-before Daal
Jack
Jill
Arugula
Burgers
Calzone
Daal
Arugula happened-before Burgers
Calzone is-concurrent-with Daal
Lattices
Causality
Version Vectors
S1
S2
S3
[1,0,0]
[1,0,0]
[0,0,1]
[1,1,0] [1,2,1][1,1,1]
[0,0,0]
[1,0,0] [0,1,0] [0,0,1]
[1,1,0]
[1,1,1]
[1,1,2][2,1,1]
Coordination-free
Distributed
Map
Version DeltaMerge
Δ-CRDT Map
type SharedMap struct {
storage map[Key]SharedMapRecord
v clock.VersionVector
}
type SharedMapRecord struct {
value Value
dot clock.VVDot
}
Send_Version:
Send our Version Vector.
Received_Version(V):
For each record(R) in our map:
If (V happened-before R.Dot) OR
(V is-concurrent-with R.Dot):
Add R to Delta.
Send Delta.
Received_Delta(D):
V = Our Version Vector
For each record(R) in D:
If R.Dot happened-before V:
Skip it.
R’ = Local Record
If R’.Dot happened-before D.Version:
Merge it.
R and R’ are concurrent: ✨
✨ = Rendesvous
Delta-state
CRDT Map
Ok, why?
Edge Compute
Coordination-free
Distributed
Systems
Single System Image
We posit that striving for distributed
systems that provide “single system
image” semantics is fundamentally
flawed and at odds with how systems
operate in the physical world.
We need new
metaphors.
We need new
intuition.
Thank You.
@tbmcmullen
Watch the video with slide
synchronization on InfoQ.com!
https://www.infoq.com/presentations/
health-distributed-system

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The Anatomy of a Distributed System