1. Cassandra is quicker than postgre and have lower change to lose data. Cassandra doesn't have foreign keys, locking mechanism and etcs, so that it's quicker on writes.

2. Everything in cassandra is a write. Insert/update/delete is also write.

3. Setting a column to null/ deleting a column will create a tomestone; Deleting a row/primary key/partitio will create a single row tomestone

4. Could adjust tombstone_warn_threshold and tombstone_failure_threshold in cassandra.yaml.

5. Could adjust gc_grace_seconds when creating table

6. Hitting tombstone limit only happens per query.

Related Attributes

Delete will create tombstones

  • tombstone_warn_threshold: 1000 (default), could be found in cassandra.yaml

  • tombstone_failure_threshold: 100000 (default), could be found in cassandra.yaml

  • tombstone_compaction_interval: table attribute

  • min_compaction_threshold: table attribute    #Compaction will only be eligible after min_compaction_threshold SSTables exist, by default it’s 4.

  • gc_grace_seconds: table attribute

  • snapshot_before_compaction: false

Check table attributes here http://docs.datastax.com/en/cassandra/2.1/cassandra/reference/referenceTableAttributes.html

Could consider using DateTieredCompactionStrategy instead of the default SizeTieredCompactionStrategy.

Cassandra MBean

Use Jconsole to remotely connect to:

hostname:7199

e.g. localhost:7199

Check/change the TombstoneFailureThreshold attribute inside StorageService MBean.

Force a flush and compaction

sudo nodetool -h localhost -p 7199 -u OC_APP_RAINBOWDBA -pw a3c224d4b89192d2ea3ea943dd7e9648 flush rainbowdba undeliveredmessage

sudo nodetool -h localhost -p 7199 -u OC_APP_RAINBOWDBA -pw a3c224d4b89192d2ea3ea943dd7e9648 compact rainbowdba undeliveredmessage

Deleted rows will only disappear when gc_grace_seconds time passed and a flush and compaction has been forced

Truncating Table

Truncating a table is an immediate operation and won’t leave any tomestones.

Don’t insert Null into columns

Inserting a null value to the column will leave a cell tomestone. Deleting a partition/row will also create a single row tombstone.

Deleting a partition will create a partition tomestone and override the existing cell tomestones. This only happens in memory table not on the disk. Not sure whether creating a partition tomestone will cause a compaction of the cell tomestones on disk.

Using TTL

insert into undeliveredmessage("id", "message","type") values('1','message','RAVEN') using ttl 5;

This query will result in 3 tomestone cells and one row tombstone.

Cassandra partition size limitation

In Cassandra, the maximum number of cells (rows x columns) in a single partition is 2 billion.

Additionally, a single column value may not be larger than 2GB. Partitions greater than 100Mb can cause significant pressure on the heap.

Performance Test

Test script TestCassandraPerformance.java could be found in

Cassandra version: 2.2.3, cqlsh 5.0.1

1. TombstoneFailureThreshold = 500

Seems persist 102000 rows and then delete them won’t hit the limit of the tomestone.

2. TombstoneFailureThreshold = 1

insert into undeliveredmessage("id","message","sent","type") values('3', 'message3', True, null);

and then select * from undeliveredmessage is fine

2. TombstoneFailureThreshold = 1

insert into undeliveredmessage("id","message","sent","type") values('3', 'message3', null, null);

and then select * from undeliveredmessage will hit the tomestone limit

deleted rows number

existing rows number

locally recovery time

vector 2

recovery time

 

150_000 * 9

Operation Timed Out

Operation Timed Out

 

150_000 * 5

9_072 ms

10_152 ms

 

150_000 * 3

5_679 ms

7_957 ms

 

150_000 * 2

3_025 ms

5_218 ms

 

150_000

1_326 ms

1_879 ms

150_000

 

158 ms

333 ms

150_000 *2

 

562 ms

1_963 ms

150_000 *3

 

2_223 ms

3_833 ms

150_000 *5

 

3_476 ms

9_726 ms

150_000 *10

 

Operation Timed Out

Operation Timed Out

150_000

150_000

1_321 ms

3_735 ms

150_000 *2

150_000

1_893 ms

4_939 ms

Note that we will hit timeout issue when having 150_000 *10 deleted rows in the table.

Hitting tombstone limit

For Dash you should see

com.datastax.driver.core.exceptions.NoHostAvailableException: All host(s) tried for query failed (tried: localhost/127.0.0.1:9042 (com.datastax.driver.core.exceptions.ReadTimeoutException: Cassandra timeout during read query at consistency ONE (1 responses were required but only 0 replica responded)))

at com.datastax.driver.core.ControlConnection.reconnectInternal(ControlConnection.java:223)

For query in command line, you should see something like:

Traceback (most recent call last):

File "/usr/bin/cqlsh.py", line 1172, in perform_simple_statement

rows = future.result(self.session.default_timeout)

File "/usr/share/cassandra/lib/cassandra-driver-internal-only-2.7.2.zip/cassandra-driver-2.7.2/cassandra/cluster.py", line 3347, in result

raise self._final_exception

ReadFailure: code=1300 [Replica(s) failed to execute read] message="Operation failed - received 0 responses and 1 failures" info={'failures': 1, 'received_responses': 0, 'required_responses': 1, 'consistency': 'ONE'}

Cassandra Issue with Tombstone的更多相关文章

  1. Cassandra issue - "The clustering keys ordering is wrong for @EmbeddedId"

    在Java连接Cassandra的情况下, 当使用组合主键时, 默认第一个是Partition Key, 后续的均为Clustering Key. 如果有多个Clustering Key, 在Java ...

  2. akka-typed(10) - event-sourcing, CQRS实战

    在前面的的讨论里已经介绍了CQRS读写分离模式的一些原理和在akka-typed应用中的实现方式.通过一段时间akka-typed的具体使用对一些经典akka应用的迁移升级,感觉最深的是EvenSou ...

  3. Cassandra简介

    在前面的一篇文章<图形数据库Neo4J简介>中,我们介绍了一种非常流行的图形数据库Neo4J的使用方法.而在本文中,我们将对另外一种类型的NoSQL数据库——Cassandra进行简单地介 ...

  4. Cassandra 计数器counter类型和它的限制

    文档基础 Cassandra 2.* CQL3.1 翻译多数来自这个文档 更新于2015年9月7日,最后有参考资料 作为Cassandra的一种类型之一,Counter类型算是限制最多的一个.Coun ...

  5. 闲聊cassandra

    原创,转载请注明出处 今天聊聊cassandra,里面用了不少分布式系统设计的经典算法比如consistent hashing, bloom filter, merkle tree, sstable, ...

  6. 开源软件:NoSql数据库 - 图数据库 Cassandra

    转载原文:http://www.cnblogs.com/loveis715/p/5299495.html Cassandra简介 在前面的一篇文章<图形数据库Neo4J简介>中,我们介绍了 ...

  7. Cassandra User 问题汇总(1)------------repair

    Cassandra Repair 问题 问1: 文档建议每周或者每月跑一次full repair.那么如果我是使用partition rangerepair,是否还有必要在cluster的每个节点上定 ...

  8. 从Stage角度看cassandra write

    声明 文章发布于CSDN cassandra concurrent 具体实现 cassandra并发技术文中介绍了java的concurrent实现,这里介绍cassandra如何基于java实现ca ...

  9. Cassandra 原理介绍

    Cassandra最初源自Facebook,结合了Google BigTable面向列的特性和[Amazon Dynamo](http://en.wikipedia.org/wiki/Dynamo(s ...

随机推荐

  1. 现代3D图形编程学习-你好,三角形(译)

    你好,三角形 传统的入门教程在介绍编程语言的时候,通常从"Hello,World!"的程序开始.这样的程序拥有最简单的能够直接输出"Hello, World!" ...

  2. AVL树的旋转操作详解

    [0]README 0.0) 本文部分idea 转自:http://blog.csdn.net/collonn/article/details/20128205 0.1) 本文仅针对性地分析AVL树的 ...

  3. Zookeeper的安装和初步使用

    1. Zookeeper集群角色 Zookeeper集群的角色:  Leader 和  follower  (Observer) zk集群最好配成奇数个节点 只要集群中有半数以上节点存活,集群就能提供 ...

  4. 如何通过 HSB 颜色模式构建夜间模式

    中国睡眠研究会发布的<2017 年中国青年睡眠现状报告>显示,大约 90% 的人在睡前离不开电子产品. 不知道大家有没有感觉到普通的亮色界面会让我们在夜间使用的时侯感到刺眼,长时间使用会感 ...

  5. C#中string和byte[]相互转换问题解决

    本来想讲string转换为byte数组,通过在VS上打 ‘str. “来找,结果半天没发现跳出来的函数中有想要的,哭瞎 /(ㄒoㄒ)/~~ 这回将两种情况都记下来了.... string ---> ...

  6. List去除重复的元素

         有两种方法,一种是去重不带顺序的,一种是去重带顺序的. /* * 方法1: 无顺序 * Hastset根据hashcode判断是否重复,数据不会重复 */ public static Lis ...

  7. jQuery animate()动画效果

    1.jQuery动画效果 jQuery animate()方法用于创建自定义动画 $(selector).animate({params},speed,callback); //必需的 params ...

  8. Apache设置404页面

    使用版本:Apache 2.2 1.添加404页面 在所配置网站的根目录添加编辑好的 404.html (页面名字无所谓 比如也可以叫missing.html) 如C:\Program Files\A ...

  9. Node.js系列:Buffer类的使用

    客户端JavaScript中没有对二进制数据提供很好的支持.但是在处理TCP流或文件流时,必须要处理二进制数据.Node.js定义了一个Buffer类,用来创建一个专门存放二进制数据的缓存区. Buf ...

  10. Linux--管道pipe

    管道是一种最基本的IPC机制,由pipe函数创建:#include <unistd.h>
int pipe(int filedes[2]); 调用pipe函数时在内核中开辟一块缓冲区(称为 ...