Using MySQL in Grafana
Starting from Grafana v5.1 you can name the time column time in addition to earlier supported time_sec. Usage of time_sec will eventually be deprecated.
Grafana ships with a built-in MySQL data source plugin that allows you to query and visualize data from a MySQL compatible database.
Adding the data source
- Open the side menu by clicking the Grafana icon in the top header.
- In the side menu under the
Dashboards
link you should find a link namedData Sources
. - Click the
+ Add data source
button in the top header. - Select MySQL from the Type dropdown.
Data source options
Name | Description |
---|---|
Name | The data source name. This is how you refer to the data source in panels and queries. |
Default | Default data source means that it will be pre-selected for new panels. |
Host | The IP address/hostname and optional port of your MySQL instance. |
Database | Name of your MySQL database. |
User | Database user’s login/username |
Password | Database user’s password |
Session Timezone | Specify the time zone used in the database session, such as Europe/Berlin or +02:00 . This is necessary, if the timezone of the database (or the host of the database) is set to something other than UTC. Set the value used in the session with SET time_zone=’…’ . If you leave this field empty, then the time zone is not updated. For more information, refer to the MySQL documentation. |
Max open | The maximum number of open connections to the database, default unlimited (Grafana v5.4+). |
Max idle | The maximum number of connections in the idle connection pool, default 2 (Grafana v5.4+). |
Max lifetime | The maximum amount of time in seconds a connection may be reused, default 14400 /4 hours. This should always be lower than configured wait_timeout in MySQL (Grafana v5.4+). |
Min time interval
A lower limit for the $__interval and $__interval_ms variables. Recommended to be set to write frequency, for example 1m
if your data is written every minute. This option can also be overridden/configured in a dashboard panel under data source options. It’s important to note that this value needs to be formatted as a number followed by a valid time identifier, e.g. 1m
(1 minute) or 30s
(30 seconds). The following time identifiers are supported:
Identifier | Description |
---|---|
y | year |
M | month |
w | week |
d | day |
h | hour |
m | minute |
s | second |
ms | millisecond |
Database User Permissions (Important!)
The database user you specify when you add the data source should only be granted SELECT permissions on the specified database and tables you want to query. Grafana does not validate that the query is safe. The query could include any SQL statement. For example, statements like USE otherdb;
and DROP TABLE user;
would be executed. To protect against this we Highly recommend you create a specific mysql user with restricted permissions.
Example:
CREATE USER 'grafanaReader' IDENTIFIED BY 'password';
GRANT SELECT ON mydatabase.mytable TO 'grafanaReader';
You can use wildcards (*
) in place of database or table if you want to grant access to more databases and tables.
Query Editor
Only available in Grafana v5.4+.
You find the MySQL query editor in the metrics tab in a panel’s edit mode. You enter edit mode by clicking the panel title, then edit.
The query editor has a link named Generated SQL
that shows up after a query has been executed, while in panel edit mode. Click on it and it will expand and show the raw interpolated SQL string that was executed.
Select table, time column and metric column (FROM)
When you enter edit mode for the first time or add a new query Grafana will try to prefill the query builder with the first table that has a timestamp column and a numeric column.
In the FROM field, Grafana will suggest tables that are in the configured database. To select a table or view in another database that your database user has access to you can manually enter a fully qualified name (database.table) like otherDb.metrics
.
The Time column field refers to the name of the column holding your time values. Selecting a value for the Metric column field is optional. If a value is selected, the Metric column field will be used as the series name.
The metric column suggestions will only contain columns with a text datatype (text, tinytext, mediumtext, longtext, varchar, char). If you want to use a column with a different datatype as metric column you may enter the column name with a cast: CAST(numericColumn as CHAR)
. You may also enter arbitrary SQL expressions in the metric column field that evaluate to a text datatype like CONCAT(column1, " ", CAST(numericColumn as CHAR))
.
Columns and Aggregation functions (SELECT)
In the SELECT
row you can specify what columns and functions you want to use. In the column field you may write arbitrary expressions instead of a column name like column1 * column2 / column3
.
If you use aggregate functions you need to group your resultset. The editor will automatically add a GROUP BY time
if you add an aggregate function.
You may add further value columns by clicking the plus button and selecting Column
from the menu. Multiple value columns will be plotted as separate series in the graph panel.
Filter data (WHERE)
To add a filter click the plus icon to the right of the WHERE
condition. You can remove filters by clicking on the filter and selecting Remove
. A filter for the current selected timerange is automatically added to new queries.
Group By
To group by time or any other columns click the plus icon at the end of the GROUP BY row. The suggestion dropdown will only show text columns of your currently selected table but you may manually enter any column. You can remove the group by clicking on the item and then selecting Remove
.
If you add any grouping, all selected columns need to have an aggregate function applied. The query builder will automatically add aggregate functions to all columns without aggregate functions when you add groupings.
Gap Filling
Grafana can fill in missing values when you group by time. The time function accepts two arguments. The first argument is the time window that you would like to group by, and the second argument is the value you want Grafana to fill missing items with.
Text Editor Mode (RAW)
You can switch to the raw query editor mode by clicking the hamburger icon and selecting Switch editor mode
or by clicking Edit SQL
below the query.
If you use the raw query editor, be sure your query at minimum has
ORDER BY time
and a filter on the returned time range.
Macros
To simplify syntax and to allow for dynamic parts, like date range filters, the query can contain macros.
Macro example | Description |
---|---|
$time(dateColumn) | Will be replaced by an expression to convert to a UNIX timestamp and rename the column to time_sec . For example, UNIX_TIMESTAMP(dateColumn) as time_sec |
$timeEpoch(dateColumn) | Will be replaced by an expression to convert to a UNIX timestamp and rename the column to time_sec . For example, UNIX_TIMESTAMP(dateColumn) as time_sec |
$timeFilter(dateColumn) | Will be replaced by a time range filter using the specified column name. For example, dateColumn BETWEEN FROM_UNIXTIME(1494410783) AND FROM_UNIXTIME(1494410983) |
$timeFrom() | Will be replaced by the start of the currently active time selection. For example, FROM_UNIXTIME(1494410783) |
$timeTo() | Will be replaced by the end of the currently active time selection. For example, FROM_UNIXTIME(1494410983) |
$timeGroup(dateColumn,’5m’) | Will be replaced by an expression usable in GROUP BY clause. For example, *cast(cast(UNIX_TIMESTAMP(dateColumn)/(300) as signed)300 as signed), |
$timeGroup(dateColumn,’5m’, 0) | Same as above but with a fill parameter so missing points in that series will be added by grafana and 0 will be used as value. |
$timeGroup(dateColumn,’5m’, NULL) | Same as above but NULL will be used as value for missing points. |
$timeGroup(dateColumn,’5m’, previous) | Same as above but the previous value in that series will be used as fill value if no value has been seen yet NULL will be used (only available in Grafana 5.3+). |
$timeGroupAlias(dateColumn,’5m’) | Will be replaced identical to $timeGroup but with an added column alias (only available in Grafana 5.3+). |
$unixEpochFilter(dateColumn) | Will be replaced by a time range filter using the specified column name with times represented as Unix timestamp. For example, dateColumn > 1494410783 AND dateColumn < 1494497183 |
$unixEpochFrom() | Will be replaced by the start of the currently active time selection as Unix timestamp. For example, 1494410783 |
$unixEpochTo() | Will be replaced by the end of the currently active time selection as Unix timestamp. For example, 1494497183 |
$unixEpochNanoFilter(dateColumn) | Will be replaced by a time range filter using the specified column name with times represented as nanosecond timestamp. For example, dateColumn > 1494410783152415214 AND dateColumn < 1494497183142514872 |
$unixEpochNanoFrom() | Will be replaced by the start of the currently active time selection as nanosecond timestamp. For example, 1494410783152415214 |
$unixEpochNanoTo() | Will be replaced by the end of the currently active time selection as nanosecond timestamp. For example, 1494497183142514872 |
$unixEpochGroup(dateColumn,’5m’, [fillmode]) | Same as $timeGroup but for times stored as Unix timestamp (only available in Grafana 5.3+). |
$unixEpochGroupAlias(dateColumn,’5m’, [fillmode]) | Same as above but also adds a column alias (only available in Grafana 5.3+). |
We plan to add many more macros. If you have suggestions for what macros you would like to see, please open an issue in our GitHub repo.
The query editor has a link named Generated SQL
that shows up after a query has been executed, while in panel edit mode. Click on it and it will expand and show the raw interpolated SQL string that was executed.
Table queries
If the Format as
query option is set to Table
then you can basically do any type of SQL query. The table panel will automatically show the results of whatever columns and rows your query returns.
Query editor with example query:
The query:
SELECT
title as 'Title',
user.login as 'Created By' ,
dashboard.created as 'Created On'
FROM dashboard
INNER JOIN user on user.id = dashboard.created_by
WHERE $__timeFilter(dashboard.created)
You can control the name of the Table panel columns by using regular as
SQL column selection syntax.
The resulting table panel:
Time series queries
If you set Format as
to Time series
, for use in Graph panel for example, then the query must return a column named time
that returns either a SQL datetime or any numeric datatype representing Unix epoch. Any column except time
and metric
is treated as a value column. You may return a column named metric
that is used as metric name for the value column. If you return multiple value columns and a column named metric
then this column is used as prefix for the series name (only available in Grafana 5.3+).
Resultsets of time series queries need to be sorted by time.
Example with metric
column:
SELECT
$__timeGroup(time_date_time,'5m'),
min(value_double),
'min' as metric
FROM test_data
WHERE $__timeFilter(time_date_time)
GROUP BY time
ORDER BY time
Example using the fill parameter in the $__timeGroup macro to convert null values to be zero instead:
SELECT
$__timeGroup(createdAt,'5m',0),
sum(value_double) as value,
measurement
FROM test_data
WHERE
$__timeFilter(createdAt)
GROUP BY time, measurement
ORDER BY time
Example with multiple columns:
SELECT
$__timeGroup(time_date_time,'5m'),
min(value_double) as min_value,
max(value_double) as max_value
FROM test_data
WHERE $__timeFilter(time_date_time)
GROUP BY time
ORDER BY time
Currently, there is no support for a dynamic group by time based on time range and panel width. This is something we plan to add.
Templating
This feature is currently available in the nightly builds and will be included in the 5.0.0 release.
Instead of hard-coding things like server, application and sensor name in your metric queries you can use variables in their place. Variables are shown as dropdown select boxes at the top of the dashboard. These dropdowns make it easy to change the data being displayed in your dashboard.
Check out the Templating documentation for an introduction to the templating feature and the different types of template variables.
Query Variable
If you add a template variable of the type Query
, you can write a MySQL query that can return things like measurement names, key names or key values that are shown as a dropdown select box.
For example, you can have a variable that contains all values for the hostname
column in a table if you specify a query like this in the templating variable Query setting.
SELECT hostname FROM my_host
A query can return multiple columns and Grafana will automatically create a list from them. For example, the query below will return a list with values from hostname
and hostname2
.
SELECT my_host.hostname, my_other_host.hostname2 FROM my_host JOIN my_other_host ON my_host.city = my_other_host.city
To use time range dependent macros like $__timeFilter(column)
in your query the refresh mode of the template variable needs to be set to On Time Range Change.
SELECT event_name FROM event_log WHERE $__timeFilter(time_column)
Another option is a query that can create a key/value variable. The query should return two columns that are named __text
and __value
. The __text
column value should be unique (if it is not unique then the first value is used). The options in the dropdown will have a text and value that allows you to have a friendly name as text and an id as the value. An example query with hostname
as the text and id
as the value:
SELECT hostname AS __text, id AS __value FROM my_host
You can also create nested variables. For example if you had another variable named region
. Then you could have the hosts variable only show hosts from the current selected region with a query like this (if region
is a multi-value variable then use the IN
comparison operator rather than =
to match against multiple values):
SELECT hostname FROM my_host WHERE region IN($region)
Using __searchFilter
to filter results in Query Variable
Available from Grafana 6.5 and above
Using __searchFilter
in the query field will filter the query result based on what the user types in the dropdown select box. When nothing has been entered by the user the default value for __searchFilter
is %
.
Important that you surround the
__searchFilter
expression with quotes as Grafana does not do this for you.
The example below shows how to use __searchFilter
as part of the query field to enable searching for hostname
while the user types in the dropdown select box.
Query
SELECT hostname FROM my_host WHERE hostname LIKE '$__searchFilter'
Using Variables in Queries
From Grafana 4.3.0 to 4.6.0, template variables are always quoted automatically so if it is a string value do not wrap them in quotes in where clauses.
From Grafana 4.7.0, template variable values are only quoted when the template variable is a multi-value
.
If the variable is a multi-value variable then use the IN
comparison operator rather than =
to match against multiple values.
There are two syntaxes:
$<varname>
Example with a template variable named hostname
:
SELECT
UNIX_TIMESTAMP(atimestamp) as time,
aint as value,
avarchar as metric
FROM my_table
WHERE $__timeFilter(atimestamp) and hostname in($hostname)
ORDER BY atimestamp ASC
[[varname]]
Example with a template variable named hostname
:
SELECT
UNIX_TIMESTAMP(atimestamp) as time,
aint as value,
avarchar as metric
FROM my_table
WHERE $__timeFilter(atimestamp) and hostname in([[hostname]])
ORDER BY atimestamp ASC
Disabling Quoting for Multi-value Variables
Grafana automatically creates a quoted, comma-separated string for multi-value variables. For example: if server01
and server02
are selected then it will be formatted as: 'server01', 'server02'
. Do disable quoting, use the csv formatting option for variables:
${servers:csv}
Read more about variable formatting options in the Variables documentation.
Annotations
Annotations allow you to overlay rich event information on top of graphs. You add annotation queries via the Dashboard menu / Annotations view.
Example query using time column with epoch values:
SELECT
epoch_time as time,
metric1 as text,
CONCAT(tag1, ',', tag2) as tags
FROM
public.test_data
WHERE
$__unixEpochFilter(epoch_time)
Example region query using time and timeend columns with epoch values:
Only available in Grafana v6.6+.
SELECT
epoch_time as time,
epoch_timeend as timeend,
metric1 as text,
CONCAT(tag1, ',', tag2) as tags
FROM
public.test_data
WHERE
$__unixEpochFilter(epoch_time)
Example query using time column of native SQL date/time data type:
SELECT
native_date_time as time,
metric1 as text,
CONCAT(tag1, ',', tag2) as tags
FROM
public.test_data
WHERE
$__timeFilter(native_date_time)
Name | Description |
---|---|
time | The name of the date/time field. Could be a column with a native SQL date/time data type or epoch value. |
timeend | Optional name of the end date/time field. Could be a column with a native SQL date/time data type or epoch value. (Grafana v6.6+) |
text | Event description field. |
tags | Optional field name to use for event tags as a comma separated string. |
Alerting
Time series queries should work in alerting conditions. Table formatted queries are not yet supported in alert rule conditions.
Configure the data source with provisioning
It’s now possible to configure data sources using config files with Grafana’s provisioning system. You can read more about how it works and all the settings you can set for data sources on the provisioning docs page
Here are some provisioning examples for this data source.
apiVersion: 1
datasources:
- name: MySQL
type: mysql
url: localhost:3306
database: grafana
user: grafana
password: password
jsonData:
maxOpenConns: 0 # Grafana v5.4+
maxIdleConns: 2 # Grafana v5.4+
connMaxLifetime: 14400 # Grafana v5.4+