I want to store millions of time series entries (long time, double value) with Java. (Our monitoring system is currently storing every entry in a large mySQL table but performance is very bad.)
Are there time series databases implemented in java out there?
I hope to see additional suggestions in this thread.
The performance was bad because of wrong database design. I am using mysql and the table had this layout:
+-------------+--------------------------------------+------+-----+-------------------+-----------------------------+
| Field | Type | Null | Key | Default | Extra |
+-------------+--------------------------------------+------+-----+-------------------+-----------------------------+
| fk_category | smallint(6) | NO | PRI | NULL | |
| method | enum('min','max','avg','sum','none') | NO | PRI | none | |
| time | timestamp | NO | PRI | CURRENT_TIMESTAMP | on update CURRENT_TIMESTAMP |
| value | float | NO | | NULL | |
| accuracy | tinyint(1) | NO | | 0 | |
+-------------+--------------------------------------+------+-----+-------------------+-----------------------------+
My fault was an inapproriate index. After adding a multi column primary key all my queries are lightning fast:
+-------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
| Table | Non_unique | Key_name | Seq_in_index | Column_name | Collation | Cardinality | Sub_part | Packed | Null | Index_type | Comment | Index_comment |
+-------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
| job | 0 | PRIMARY | 1 | fk_category | A | 18 | NULL | NULL | | BTREE | | |
| job | 0 | PRIMARY | 2 | method | A | 18 | NULL | NULL | | BTREE | | |
| job | 0 | PRIMARY | 3 | time | A | 452509710 | NULL | NULL | | BTREE | | |
+-------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
Thanks for all you answers!
You can take a look at KDB. It's primarily used by financial companies to fetch market time series data.
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