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Sascha
Working @Smartsquare
Focusing on Cloud Services
!2
Kota Ezawa “Hand Vote” (2012)
Cloud Spanner
3
And the Atomic Clocks
CAP Revisited
!4
C
A
P
—> Consistency
—> Availability
—> Partition Tolerance
Consistency
!5
…
strict
Consistency
!6
Sequential Consistency
…
strict
Consistency
!7
Sequential Consistency
Linearizability
…
strict
Consistency
!8
Sequential Consistency
Linearizability
Strict (Strong) Consistency
…
strict
Consistency
!9
Sequential Consistency
Linearizability
Strict (Strong) Consistency
External Consistency
…
strict
Availability
!10
100 % uptime
five 9s
surprise box
• Total Availability
• High Availability (HA)
• No Availability Guarantees
Partition Tolerance
!11
Network 1 Network 2
Network 1 Network 2
!12
CAP Theorem
Network partitions are inevitable
on distributed systems
AP vs CP
!13
serve inconsistent state
The Question
or stop working?
But What Is About
Eventual Consistency?
!14
• Consistency model
• Ensure consistency during network partition
• But only eventual!
• Conflict resolution is needed
Most common approach: ‘last write wins’
Is time a good indicator?
Clocks
(In Distributed Systems)
!15
Computer Clocks are
not monotone
even network latency
during NTP sync can
be a problem
can be (a little) slower,
faster
leap seconds
never rely on your
computer clock!
!16
TRAPPED
??
17
Cloud Spanner
!18
Fully managed database service at global scale
Traditional relational semantics: schemas, ACID transactions, SQL
Automatic, synchronous replication within and across regions for availability
Googles mission critical scalable relational Database Service
Battle tested within Google for 5plus years (AdWords, Google Play, GCP)
Promises
!19
Consistent AND High Available
Technical CP (chooses consistence over availability)
Users can expect global consistent reads across the entire database (CA)
Meets the five 9s in production (HA)
How Does Spanner
Achieve That?
20
five 9s
High Availability (HA)
How Does Spanner
Achieve That?
!21
Googles private wide-area network
How Does Spanner
Achieve That?
!22
Consistency
2-Phase-Commits
Custom Paxos
Strong Consistency!
External Consistency?
And The
Atomic Clocks?
!23
TrueTime - highly available, distributed clock
Generate monotonically increasing timestamps
A timestamp is global synchronised with bounded non zero errors
The External Consistency is based on TrueTime
TrueTime is not only about the past
The underlying source of time is a combination of
GPS receivers and atomic clocks
!24
ONE OF HIS KIND
Thanks
!25
https://www.smartsquare.de sascharodekamp https://github.com/SaschaRodekamp
https://www.meetup.com/de-DE/Cloud-Lab-Bielefeld

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