Cabs, Cassandra and Hailo

The story of Cassandra use and adoption at Hailo, from development, operational and management perspective.

Transcript

1. #CASSANDRA13 Cassandra at Hailo David Gardner | Architect @ Hailo CASSANDRASUMMIT2013
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3. #CASSANDRA13 CASSANDRASUMMIT2013 What is this talk about?
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6. #CASSANDRA13 CASSANDRASUMMIT2013 •  1,352 changed files with 235,413 additions and 47,487 deletions •  7,429 commits •  1,653 tickets completed https://github.com/apache/cassandra/compare/cassandra-0.6.0...cassandra-1.2 https://github.com/apache/cassandra/blob/trunk/CHANGES.txt 0.6 to 1.2
7. #CASSANDRA13 CASSANDRASUMMIT2013 Cassandra adoption at Hailo from three perspectives: 1.  Development 2.  Operational 3.  Management What this talk is about
8. #CASSANDRA13 CASSANDRASUMMIT2013 What is Hailo? Hailo is The Taxi Magnet. Use Hailo to get a cab wherever you are, whenever you want.
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10. #CASSANDRA13 CASSANDRASUMMIT2013 •  The world’s highest-rated taxi app – over 10,000 five-star reviews •  Over 500,000 registered passengers •  A Hailo e-hail is accepted by a driver every four seconds around the world •  Hailo operates in ten cities from Tokyo to Toronto in just over eighteen months of operation What is Hailo?
11. #CASSANDRA13 CASSANDRASUMMIT2013 •  Hailo is a marketplace that facilitates over $100M in run-rate transactions and is making the world a better place for passengers and drivers •  Hailo has raised over $50M in financing from the world's best investors including Union Square Ventures, Accel, the founder of Skype (via Atomico), Wellington Partners (Spotify), Sir Richard Branson, and our CEO's mother, Janice Hailo is growing
12. #CASSANDRA13 CASSANDRASUMMIT2013 The history The story behind Cassandra adoption at Hailo
13. #CASSANDRA13 CASSANDRASUMMIT2013 Hailo launched in London in November 2011 •  Launched on AWS •  Two PHP/MySQL web apps plus a Java backend •  Mostly built by a team of 3 or 4 backend engineers •  MySQL multi-master for single AZ resilience
14. #CASSANDRA13 CASSANDRASUMMIT2013 Why Cassandra? •  A desire for greater resilience – “become a utility” Cassandra is designed for high availability •  Plans for international expansion around a single consumer app Cassandra is good at global replication •  Expected growth Cassandra scales linearly for both reads and writes •  Prior experience I had experience with Cassandra and could recommend it
15. #CASSANDRA13 CASSANDRASUMMIT2013 The path to adoption •  Largely unilateral decision by developers – a result of a startup culture •  Replacement of key consumer app functionality, splitting up the PHP/MySQL web app into a mixture of global PHP/Java services backed by a Cassandra data store •  Launched into production in September 2012 – originally just powering North American expansion, before gradually switching over Dublin and London
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17. #CASSANDRA13 CASSANDRASUMMIT2013 “Cassandra just works” Dom W, Senior Engineer
18. #CASSANDRA13 CASSANDRASUMMIT2013 Use cases 1.  Entity storage 2.  Time series data
19. #CASSANDRA13 CASSANDRASUMMIT2013 CF = customers 126007613634425612: createdTimestamp: 1370465412 email: dave@cruft.co givenName: Dave familyName: Gardner locale: en_GB phone: +447911111111
20. #CASSANDRA13 CASSANDRASUMMIT2013 Considerations for entity storage •  Do not read the entire entity, update one property and then write back a mutation containing every column •  Only mutate columns that have been set •  This avoids read-before-write race conditions
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22. #CASSANDRA13 CASSANDRASUMMIT2013 CF = comms 2013-06-01: 55374fa0-ce2b-11e2-8b8b-0800200c9a66: {“to”:”dave@c… a48bd800-ce2b-11e2-8b8b-0800200c9a66: {“to”:”foo@ex… b0e15850-ce2b-11e2-8b8b-0800200c9a66: {“to”:”bar@ho … bfac6c80-ce2b-11e2-8b8b-0800200c9a66: {“to”:”baz@fo…
23. #CASSANDRA13 CASSANDRASUMMIT2013 CF = comms dave@cruft.co: 13b247f0-ce2c-11e2-8b8b-0800200c9a66: {“to”:”dave@c… 20f70a40-ce2c-11e2-8b8b-0800200c9a66: {“to”:”dave@c… 2b44d3b0-ce2c-11e2-8b8b-0800200c9a66: {“to”:”dave@c… 338a22f0-ce2c-11e2-8b8b-0800200c9a66: {“to”:”dave@c…
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26. #CASSANDRA13 CASSANDRASUMMIT2013 Considerations for time series storage •  Choose row key carefully, since this partitions the records •  Think about how many records you want in a single row •  Denormalise on write into many indexes
27. #CASSANDRA13 CASSANDRASUMMIT2013 Client libraries •  Astyanax (Java) •  phpcassa (PHP) •  github.com/carloscm/gossie (Go)
28. #CASSANDRA13 CASSANDRASUMMIT2013 Analytics •  With Cassandra we lost the ability to carry out analytics eg: COUNT, SUM, AVG, GROUP BY •  We use Acunu Analytics to give us this abilty in real time, for pre- planned query templates •  It is backed by Cassandra and therefore highly available, resilient and globally distributed •  Integration is straightforward
29. #CASSANDRA13 CASSANDRASUMMIT2013 AQL SELECT SUM(accepted), SUM(ignored), SUM(declined), SUM(withdrawn) FROM Allocations WHERE timestamp BETWEEN '1 week ago' AND 'now’ AND driver='LON123456789’ GROUP BY timestamp(day)
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32. #CASSANDRA13 CASSANDRASUMMIT2013 Challenges
33. #CASSANDRA13 CASSANDRASUMMIT2013 10 Average years experience per team member MySQL Cassandra
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35. #CASSANDRA13 CASSANDRASUMMIT2013 Lessons learned
36. #CASSANDRA13 CASSANDRASUMMIT2013 Have an advocate •  Get someone who will sell the vision internally •  Make an effort to get everyone on board
37. #CASSANDRA13 CASSANDRASUMMIT2013 Learn the theory •  Teach each team member the fundamentals •  CQL can encourage an SQL mindset, but it’s important to understand the underlying data model •  Make a real effort to share knowledge – keep in mind the gulf in experience for most team members between their old world and the new world (SQL vs NoSQL) •  Peer review data models
38. #CASSANDRA13 CASSANDRASUMMIT2013 Operational perspective
39. #CASSANDRA13 CASSANDRASUMMIT2013 “Allows a team of 2 to achieve things they wouldn’t have considered before Cassandra existed” Chris H, Operations Engineer
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41. #CASSANDRA13 CASSANDRASUMMIT2013 2 clusters 6 machines per region 3 regions (stats cluster pending addition of third DC) Operational Cluster Stats Cluster ap-southeast-1 us-east-1 eu-west-1 us-east-1 eu-west-1
42. #CASSANDRA13 CASSANDRASUMMIT2013 AWS VPCs with Open VPN links 3 AZs per region m1.large machines Provisoned IOPS EBS Operational Cluster Stats Cluster ~ 600GB/node ~ 100GB/node
43. #CASSANDRA13 CASSANDRASUMMIT2013 Backups •  SSTable snapshot •  Used to upload to S3, but this was taking >6 hours and consuming all our network bandwidth •  Now take EBS snapshot of the SSTable snapshots
44. #CASSANDRA13 CASSANDRASUMMIT2013 Encryption •  Requirement for NYC launch •  We use dmcrypt to encrypt the entire EBS volume •  Chose dmcrypt because it is uncomplicated •  Our tests show a 1% performance hit in disk performance, which concurs with what Amazon suggest
45. #CASSANDRA13 CASSANDRASUMMIT2013 Datastax Ops Centre •  We run the free version •  Offers up easily accessible “one screen” overviews of the activity of the entire cluster •  Big fans – an easy win
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47. #CASSANDRA13 CASSANDRASUMMIT2013 Multi DC •  Something that Cassandra makes trivial •  Would have been very difficult to accomplish active-active inter-DC replication with a team of 2 without Cassandra •  Rolling repair needed to make it safe (we use LOCAL_QUORUM) •  We schedule “narrow repairs” on different nodes in our cluster each night
48. #CASSANDRA13 CASSANDRASUMMIT2013 Compression •  Our stats cluster was running at ~1.5TB per node •  We didn’t want to add more nodes •  With compression, we are now back to ~600GB •  Easy to accomplish •  `nodetool upgradesstables` on a rolling schedule
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52. #CASSANDRA13 CASSANDRASUMMIT2013 “The days of the quick and dirty are over” Simon V, EVP Operations
53. #CASSANDRA13 CASSANDRASUMMIT2013 Technically, everything is fine… •  Our COO feels that C* is “technically good and beautiful”, a “perfectly good option” •  Our EVPO says that C* reminds him of a time series database in use at Goldman Sachs that had “very good performance” …but there are concerns
54. #CASSANDRA13 CASSANDRASUMMIT2013 People who can attempt to query MySQL People who can attempt to query Cassandra
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56. #CASSANDRA13 CASSANDRASUMMIT2013 Lessons learned
57. #CASSANDRA13 CASSANDRASUMMIT2013 Keep the business informed •  Pre-launch, we were tasked with increasing resiliency •  Cassandra addressed immediate business needs, but the trade offs involved should have been communicated more clearly
58. #CASSANDRA13 CASSANDRASUMMIT2013 Sing from the same hymn sheet •  A senior founding engineer had doubts about the adoption of Cassandra until very recently •  In the presence of business doubt, this lack of consistency amongst developers exacerbated the concerns •  We should have made more effort to make bilateral decisions on adoption – I don’t think this would have been hard to achieve
59. #CASSANDRA13 CASSANDRASUMMIT2013 Provide solutions •  There are many options for ad-hoc querying of Cassandra •  We underestimated the impact of not having a good solution for this from the very beginning
60. #CASSANDRA13 CASSANDRASUMMIT2013 People who can attempt to query MySQL People who can attempt to query Cassandra
61. #CASSANDRA13 CASSANDRASUMMIT2013 Conclusions
62. #CASSANDRA13 CASSANDRASUMMIT2013 We like Cassandra •  Solid design •  HA characteristics •  Easy multi-DC setup •  Simplicity of operation
63. #CASSANDRA13 CASSANDRASUMMIT2013 Lessons for successful adoption •  Have an advocate, sell the dream •  Learn the fundamentals, get the best out of Cassandra •  Invest in tools to make life easier •  Keep management in the loop, explain the trade offs
64. #CASSANDRA13 CASSANDRASUMMIT2013 The future •  We will continue to invest in Cassandra as we expand globally •  We will hire people with experience running Cassandra •  We will focus on expanding our reporting facilities •  We aspire to extend our network (1M consumer installs, wallet) beyond cabs •  We will continue to hire the best engineers in London, NYC and Asia
65. #CASSANDRA13 Thank you CASSANDRASUMMIT2013