Megastore - ID2220 Presentation

Megastore

Providing Scalable, Highly Available Storage for Interactive Services

Paper by Jason Barker et al. Presented by Arinto Murdopo

arinto@kth.se

7/11/2012 1

Outline

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Motivation Megastore:

Features Scalability Availabilty Putting them all together

Observation Conclusions

Motivation

Conflicting requirements • RDBMS – easy to use, but not scale • NoSQL – scale, but not easy to use

Interactive online services • Highly available and fast response time

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Here comes Megastore

easy to use • ACID semantics

scalable • data partitioning

highly available • synchronous replication through modified

Paxos

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Easy to use - Features

cost-transparent APIs • No API for joins • Joins are implemented in application code

data model • schema, table (entity), property • entity clustering • indexes: local, global • Bigtable column name == Megastore table

name and property name, i.e User.name

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Easy to use - Features

transactions and concurrency control • Bigtable for concurrency control • transaction lifecycle: read, application logic,

commit, apply, clean up

others • backup system of transaction logs • encryption

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Scalable

Scale the replication scheme Data partitioning

• Entity group concept

Data locality

• Entity group locality • Bigtable instances locality

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Entity Groups

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Entity is like instance of table. Entity group is group of entities. i.e

Email Application • Email account

Blog Application • User Profile • Blog post + metadata • Blog unique name

Entity Groups

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Highly Available

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Replicate mutations of write-ahead log inside entity groups using modified Paxos, but let’s revisit original Paxos…

Modified Paxos – Fast Reads

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Read in original Paxos

Modified Paxos – Fast Reads

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Contact Coordinator and read locally if possible

Modified Paxos – Fast Writes

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Skip “prepare” stage in subsequent write of same leader, provided no write from other writers

Modified Paxos – New Replica Types

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Full Replicas all replicas that we have seen until now

Witness Replicas

are able to vote store but do not apply write-ahead logs do not store entity data

Read-only Replicas

are not able to vote snapshots of entity data

Putting them all together

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Megastore Architecture

Reads

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Query Local

Find Position

Catchup

Validate

Query Data

Writes

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Accept Leader

Prepare

Accept

Invalidate

Apply

Observation - Availability

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Observation – Latency

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Conclusion

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Megastore and its motivation

Features of megastore • It has ACID semantics • But need to define entity groups • Need to handle inter-group updates

Scalability and Availability

More experiments are needed