Using PostgreSQL in Grafana
Grafana ships with a built-in PostgreSQL data source plugin that allows you to query and visualize data from a PostgreSQL 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
Dashboardslink you should find a link named
- Click the
+ Add data sourcebutton in the top header.
- Select PostgreSQL from the Type dropdown.
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 & 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
DELETE FROM user; and
DROP TABLE user; would be executed. To protect against this we Highly recommmend you create a specific postgresql user with restricted permissions.
CREATE USER grafanareader WITH PASSWORD 'password'; GRANT USAGE ON SCHEMA schema TO grafanareader; GRANT SELECT ON schema.table TO grafanareader;
Make sure the user does not get any unwanted privileges from the public role.
To simplify syntax and to allow for dynamic parts, like date range filters, the query can contain macros.
|$__time(dateColumn)||Will be replaced by an expression to rename the column to |
|$__timeSec(dateColumn)||Will be replaced by an expression to rename the column to |
|$__timeFilter(dateColumn)||Will be replaced by a time range filter using the specified column name. For example, extract(epoch from dateColumn) BETWEEN 1494410783 AND 1494497183|
|$__timeFrom()||Will be replaced by the start of the currently active time selection. For example, to_timestamp(1494410783)|
|$__timeTo()||Will be replaced by the end of the currently active time selection. For example, to_timestamp(1494497183)|
|$__timeGroup(dateColumn,‘5m’)||Will be replaced by an expression usable in GROUP BY clause. For example, *(extract(epoch from dateColumn)/300)::bigint300 AS time|
|$__unixEpochFilter(dateColumn)||Will be replaced by a time range filter using the specified column name with times represented as unix timestamp. For example, dateColumn > 1494410783 AND dateColumn < 1494497183|
|$__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|
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 as been executed, while in panel edit mode. Click on it and it will expand and show the raw interpolated SQL string that was executed.
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 & rows your query returns.
Query editor with example 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 in seconds. Any column except
metric is treated as a value column. You may return a column named
metric that is used as metric name for the value 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 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
Instead of hard-coding things like server, application and sensor name in you metric queries you can use variables in their place. Variables are shown as dropdown select boxes at the top of the dashboard. These dropdowns makes it easy to change the data being displayed in your dashboard.
Checkout the Templating documentation for an introduction to the templating feature and the different types of template variables.
If you add a template variable of the type
Query, you can write a PostgreSQL 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 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
SELECT host.hostname, other_host.hostname2 FROM host JOIN other_host ON host.city = 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 $__timeFilter(time_column)
Another option is a query that can create a key/value variable. The query should return two columns that are named
__text column value should be unique (if it is not unique then the first value is used). The options in the dropdown will have a text and value that allows you to have a friendly name as text and an id as the value. An example query with
hostname as the text and
id as the value:
SELECT hostname AS __text, id AS __value FROM host
You can also create nested variables. For example if you had another variable named
region. Then you could have the hosts variable only show hosts from the current selected region with a query like this (if
region is a multi-value variable then use the
IN comparison operator rather than
= to match against multiple values):
SELECT hostname FROM host WHERE region IN($region)
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
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
SELECT atimestamp as time, aint as value FROM table WHERE $__timeFilter(atimestamp) and hostname in($hostname) ORDER BY atimestamp ASC
[[varname]] Example with a template variable named
SELECT atimestamp as time, aint as value FROM table WHERE $__timeFilter(atimestamp) and hostname in([[hostname]]) ORDER BY atimestamp ASC
Annotations allow you to overlay rich event information on top of graphs. You add annotation queries via the Dashboard menu / Annotations view.
An example query:
SELECT extract(epoch from time_date_time) AS time, metric1 as text, concat_ws(', ', metric1::text, metric2::text) as tags FROM public.test_data WHERE $__timeFilter(time_date_time)
|time||The name of the date/time field.|
|text||Event description field.|
|tags||Optional field name to use for event tags as a comma separated string.|
Time series queries should work in alerting conditions. Table formatted queries is not yet supported in alert rule conditions.