Benchmarks

Benchmarks results and discussions

Improving OLAP Workload Performance for PostgreSQL with ClickHouse Database

Improving OLAP Workload Performance for PostgreSQL

Every database management system is not optimized for every workload. Database systems are designed for specific loads, and thereby give better performance for that workload. Similarly, some kinds of queries work better on some database systems and worse on others. This is the era of specialization, where a product is designed for a specific […]

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Benchmark ClickHouse Database and clickhousedb_fdw

postgres clickhouse fdw

In this research,  I wanted to see what kind of performance improvements could be gained by using a ClickHouse data source rather than PostgreSQL. Assuming that I would see performance advantages with using ClickHouse, would those advantages be retained if I access ClickHouse from within postgres using a foreign data wrapper (FDW)? The FDW […]

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Creating Custom Sysbench Scripts

sysbench-lua for benchmark tooling

Sysbench has long been established as the de facto standard when it comes to benchmarking MySQL performance. Percona relies on it daily, and even Oracle uses it when blogging about new features in MySQL 8. Sysbench comes with several pre-defined benchmarking tests. These tests are written in an easy-to-understand scripting language called Lua. Some […]

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Settling the Myth of Transparent HugePages for Databases

The concept of Linux HugePages has existed for quite a while: for more than 10 years, introduced to Debian in 2007 with kernel version 2.6.23. Whilst a smaller page size is useful for general use, some memory intensive applications may gain performance by using bigger memory pages. By having bigger memory chunks available to […]

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MySQL Challenge: 100k Connections

thread pools MySQL 100k connections

In this post, I want to explore a way to establish 100,000 connections to MySQL. Not just idle connections, but executing queries.
100,000 connections. Is that really needed for MySQL, you may ask? Although it may seem excessive, I have seen a lot of different setups in customer deployments. Some deploy an application connection pool, […]

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Measuring Percona Server for MySQL On-Disk Decryption Overhead

benchmark heavy IO percona server for mysql 8 encryption

Percona Server for MySQL 8.0 comes with enterprise grade total data encryption features. However, there is always the question of how much overhead – or performance penalty – comes with the data decryption. As we saw in my networking performance post, SSL under high concurrency might be problematic. Is this the case for data […]

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MySQL 8 is not always faster than MySQL 5.7

mysql 8 slower than mysql 5.7 sysbench

MySQL 8.0.15 performs worse in sysbench oltp_read_write than MySQL 5.7.25
Initially I was testing group replication performance and was puzzled why MySQL 8.0.15 performs consistently worse than MySQL 5.7.25.
It appears that a single server instance is affected by a performance degradation.
My testing setup
Hardware details:
Bare metal server provided by packet.net, instance size: c2.medium.x86
24 Physical Cores @ […]

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ClickHouse Performance Uint32 vs Uint64 vs Float32 vs Float64

Q1 least compression

While implementing ClickHouse for query executions statistics storage in Percona Monitoring and Management (PMM),  we were faced with a question of choosing the data type for metrics we store. It came down to this question: what is the difference in performance and space usage between Uint32, Uint64, Float32, and Float64 column types?
To test this, […]

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