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State of Cassandra 2012
1.
State of Cassandra,
2012 Jonathan Ellis Project Chair, Apache Cassandra CTO, DataStax @spyced
2.
Some Cassandra users,
early 2011 ©2012 DataStax
3.
Some Casandra users,
mid 2012 ©2012 DataStax
4.
eBay
Application/Use Case • Social Signals: like/want/own features for eBay product and item pages • Hunch taste graph for eBay users and items • Many time series use cases Why Cassandra? • Multi-datacenter • Scalable • Write performance • Distributed counters • Hadoop support ©2012 DataStax ACE
5.
Time series data ©2012
DataStax
6.
Multi-datacenter support ©2012 DataStax
7.
Distributed counters ©2012 DataStax
8.
Hadoop support ©2012 DataStax
9.
Disney
Application/Use Case • Meet the data management needs of user facing applications across The Walt Disney Company with a single platform Why Cassandra? • DataStax Enterprise can tackle real-time and search functions in the same cluster • Scalability • 24x7 uptime ©2012 DataStax NDI
10.
Multitenancy
1 ©2012 DataStax
11.
Multitenancy
1 2 ©2012 DataStax
12.
Multitenancy
1 2 3 ©2012 DataStax
13.
Multitenancy ©2012 DataStax
14.
Enterprise search ©2012 DataStax
15.
SimpleReach
Application/Use Case • SimpleReach tracks social actions for content creators, from Twitter and Facebook to Pinterest and Reddit, to deliver detailed insights and clear metrics around social behavior. Why Cassandra? • Very high velocity data ingest rate and large data volumes • Workload separation between realtime and batch applications ©2012 DataStax NDE
16.
SourceNinja
Application/Use Case • SourceNinja notifies you to performance, security, and bug fixes for the software you depend on Why Cassandra? • Previous database system could not handle load; HBase has too many points of failure and was too slow • Fast real time capabilities, batch analytics on that data, and enterprise search ©2012 DataStax RDE
17.
Realtime + search
+ analytics = DataStax Enterprise ©2012 DataStax
18.
Netflix
Application/Use Case • General purpose backend for large scale highly available cloud based web services supporting Netflix Streaming Why Cassandra? • Highly available, highly robust and no schema change downtime • Highly scalable, optimized for SSD • Much lower cost than previous Oracle and SimpleDB implementations • Flexible data model • Ability to directly influence/implement OSS feature set • Supports local and wide area distributed operations, spanning US and Europe ©2012 DataStax RCE
19.
Optimized for SSD ©2012
DataStax
20.
Open source ©2012 DataStax
21.
Use case patterns
• Massively scalable • High performance • Reliable/Available ©2012 DataStax
22.
©2012 DataStax
23.
reads/s
writes/s 35000 30000 25000 20000 15000 10000 5000 Cassandra 0.6 0 ©2012 DataStax Cassandra 1.0
24.
©2012 DataStax
25.
Recent Cassandra history
• 0.7 (Jan 2011) • CREATE COLUMN FAMILY • TTL • Secondary (column) indexes • 0.8 (Jun 2011) • Counters • Automatic memtable tuning • 1.0 (Oct 2011) • Compression • Leveled compaction ©2012 DataStax
26.
Present •
1.1 (Apr 2012) • Self-tuning row + key caches • Support for mixed SSD + HDD nodes • Row-level isolation ©2012 DataStax
27.
Self-tuning Row Cache
SSTables Without Cache Client Merge Client Row Cache With Cache ©2012 DataStax 25
28.
Mixed SSD/HDD Support
user_sessions Client Cassandra user_activity Instance user_activity user_sessions HDD SSD Cassandra Node ©2012 DataStax 26
29.
Row Level Isolation
Login Passwd Login Passwd Foo Foo Foo Foo UPDATE Users Bar Foo SET login='bar' Bar Bar AND password='bar' WHERE key='e29b-41d4' Bar Bar SELECT login, password FROM Users Bar, Foo Bar, Bar WHERE key='e29b-41d4' Cassandra 1.0 Cassandra 1.1 ©2012 DataStax 27
30.
ACID ©2012 DataStax
28
31.
Overloading “consistency”
• ACID consistency = referential integrity • Distributed system consistency • {consistency, availability, partition tolerance} ©2012 DataStax 29
32.
Future •
1.2 (Oct 2012?) • Concurrent schema changes • JBOD support • Virtual nodes • CQL3 • Collections ©2012 DataStax
33.
Concurrent Schema Changes
CREATE TABLE X; ... DROP TABLE X; Client Cassandra Cluster Client CREATE TABLE Y; ... ©2012 DataStax DROP TABLE Y; 31
34.
JBOD support
Cassandra Instance HDD1 HDD2 HDD3 HDD4 ©2012 DataStax
35.
JBOD support
Cassandra Instance HDD1 X HDD2 HDD3 HDD4 ©2012 DataStax
36.
Virtual nodes
A C D B E A F F B P G Ring without Ring with vnodes vnodes O H E C N I M J D L K ©2012 DataStax
37.
Virtual nodes
A C D B E A F F B P G Ring without Ring with vnodes vnodes O H E C N I M J D L K ©2012 DataStax
38.
Virtual nodes
A C D B E A F F B P G Ring without Ring with vnodes vnodes O H E C N I M J D L K ©2012 DataStax
39.
Node Rebuild without
vnodes Node 1 Node 2 Node 3 A B C F E A F B A A F B Ring without vnodes E C D D E F C B D C E D Node 4 Node 5 Node 6 ©2012 DataStax 35
40.
Node Rebuild with
vnodes Node 1 Node 2 Node 3 B E A P K G G K M O C N C D D J D H J F B E A F L A K F P I P Ring with G O VNodes H N I M O E P H C M J L K I H I A B O B L M C N E F D G N J L Node 4 Node 5 Node 6 ©2012 DataStax 36
41.
CQL: You got
SQL in my NoSQL! CREATE TABLE users ( id uuid PRIMARY KEY, name text, state text, birth_date int ); CREATE INDEX ON users(state); SELECT * FROM users WHERE state=‘Texas’ AND birth_date > 1950; ©2012 DataStax
42.
Strictly “realtime” focused
• No joins • No subqueries • No aggregation functions* or GROUP BY • Strictly limited ORDER BY ©2012 DataStax
43.
Example: CFS sblocks
create column family sblocks with comparator = 'UUIDType' and default_validation_class = 'BytesType' and key_validation_class = 'UUIDType' ©2012 DataStax
44.
sblocks in context ©2012
DataStax
45.
sblocks in context ©2012
DataStax
46.
sblocks in CQL3
CREATE TABLE sblocks ( block_id uuid, subblock_id uuid, data blob, block_id subblock_id data PRIMARY KEY (block_id, subblock_id) Block1 subblock A data A ); Block1 subblock B data B ... ... ... Block2 subblock C data C Block2 subblock D data D ... ... ... Block3 subblock E data E Block3 subblock F data F ... ... ... ©2012 DataStax
47.
Collections CREATE TABLE
users ( id uuid PRIMARY KEY, name text, state text, birth_date int ); ©2012 DataStax
48.
Collections CREATE TABLE
users ( id uuid PRIMARY KEY, name text, state text, birth_date int ); CREATE TABLE users_addresses ( user_id uuid REFERENCES users, email text ); SELECT * FROM users NATURAL JOIN users_addresses; ©2012 DataStax
49.
Collections CREATE TABLE
users ( id uuid PRIMARY KEY, name text, state text, X birth_date int ); CREATE TABLE users_addresses ( user_id uuid REFERENCES users, email text ); SELECT * FROM users NATURAL JOIN users_addresses; ©2012 DataStax
50.
Collections CREATE TABLE
users ( id uuid PRIMARY KEY, name text, state text, birth_date int, email_addresses set<text> ); ©2012 DataStax
51.
Collections CREATE TABLE
users ( id uuid PRIMARY KEY, name text, state text, birth_date int, email_addresses set<text> ); UPDATE users SET email_addresses = email_addresses + {‘jbellis@gmail.com’, ‘jbellis@datastax.com’}; ©2012 DataStax
52.
Q&A in the
DataStax Lounge ©2012 DataStax
53.
Introducing the Cassandra
MVPs ©2012 DataStax
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