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. Vue.js 学习笔记 一

    本文的Demo和源代码已放到GitHub,如果您觉得本篇内容不错,请点个赞,或在GitHub上加个星星! https://github.com/zwl-jasmine95/Vue_test 以下所有知 ...

  2. com.android.ide.common.process.PrecessException:org.gradle.process....finished with non-zero exit value 1

    1.问题描述: 如图,在生成apk文件时出现如下错误, 2.原因分析: 我在网上搜了很多类似的问题,但试了又试也没有解决.然后我想上次编译时都没有出错,应该是最近的操作导致的错误. 3.解决办法: 把 ...

  3. spring+mybatis事务不起作用的原因

    一.场景再现 @Override @Transactional public void updateById(String userId,String username) throws Excepti ...

  4. 爬虫入门系列(一):快速理解HTTP协议

    4月份给自己挖一个爬虫系列的坑,主要涉及HTTP 协议.正则表达式.爬虫框架 Scrapy.消息队列.数据库等内容. 爬虫的基本原理是模拟浏览器进行 HTTP 请求,理解 HTTP 协议是写爬虫的必备 ...

  5. seo从业者发展方向

    对于很多朋友来说,seo就是一项比较简单的技能,内容+外链,就可以基本囊括seo的基本内容了.可能很多朋友对此不屑一顾,会说seo可是包含万象, 你需要懂网页设计.标签设计,分词优化.企业建站等等方面 ...

  6. html 压缩工具 html-minifier

    https://github.com/kangax/html-minifier#options-quick-reference 1.参数列表 option Description Default re ...

  7. lua metatable(元表)

    lua metatable (元表) 概述 普通 table 类型的表仅能够做一些单表操作, 无法进行一些特殊的以及两个表的操作, 比如 table1 + table2, print(table3) ...

  8. Android SQLite与ListView的简单使用

    2017-04-25 初写博客有很多地方都有不足,希望各位大神给点建议. 回归主题,这次简单的给大家介绍一下Android SQLite与ListView的简单使用sqlite在上节中有介绍,所以在这 ...

  9. Java设计模式之(建造者模式)

    建造者模式:是将一个复杂的对象的构建与它的表示分离,使得同样的构建过程可以创建不同的表示. 建造者模式通常包括下面几个角色: 1. builder:抽象建造者,给出一个抽象接口,以规范产品对象的各个组 ...

  10. IOC容器的依赖注入

    1.依赖注入发生的时间 当Spring IoC容器完成了Bean定义资源的定位.载入和解析注册以后,IoC容器中已经管理类Bean定义的相关数据,但是此时IoC容器还没有对所管理的Bean进行依赖注入 ...