mstats command to analyze metrics. This command performs statistics on the
dimension fields in metric indexes. You can use
mstats in historical searches and real-time searches. When you use
mstats in a real-time search with a time window, a historical search runs first to backfill the data.
mstats command provides the best search performance when you use it to search a single
metric_name value or a small number of
The required syntax is in bold.
- | mstats
- [chunk_size=<unsigned int>]
- WHERE [<logical-expression>]...
- [ (BY|GROUPBY) <field-list> ]
- Syntax: <stats-func> | <stats-func-value>
- Description: Provides two options for performing statistical calculations on metrics. Use
<stats-func>to perform statistical calculations on one or more metrics that you name in the argument. Use
<stats-func-value>for cases where a wildcard can be used to represent several metrics. You cannot blend the
<stats-func>syntax and the
<stats-func-valuesyntax in a single
- Use the
<stats-func>syntax for most cases. You only need to use the
<stats-func-value>syntax in cases where a single metric may be represented by several different metric names, such as
cpu.utilization. In these cases you can apply a wildcard to catch all of the permutations of the
- See Stats metric term options for details on the
- Syntax: append=<bool>
- Description: Valid only when
prestats=true. This argument runs the
mstatscommand and adds the results to an existing set of results instead of generating new results.
- Default: false
- Syntax: backfill=<bool>
- Description: Valid only with real-time searches that have a time window. When
mstatscommand runs a search on historical data to backfill events before searching the in-memory real-time data.
- Default: true
- Syntax: chart=<bool>
- Description: When set to
mstatsdata output has a format suitable for charting. The
mstatscharting mode is valid only when
- When a
spanis provided, the
mstatschart mode format resembles that of the
timechartcommand, and can support at most one group-by field, which is used as the series splitting field.
- When no
spanis provided, the chart mode follows a format similar to that of the
timechartcommands. Without a
mstatschart mode requires one or two grouping fields. The first grouping field represents the chart x-axis. The second grouping field represents the y-axis and is a series split field.
- Default: chart=f
- Syntax: chart.limit | chart.agg | chart.usenull | chart.useother | chart.nullstr | chart.otherstr
- Description: Options that you can specify to refine the result. See the Chart options section in this topic.
- Syntax: chunk_size=<unsigned_int>
- Description: Advanced option. This argument controls how many metric time series are retrieved at a time from a single time-series index file (
.tsidxfile) when the Splunk software processes searches. Lower this setting from its default only when you find a particular
mstatssearch is using too much memory, or when it infrequently returns events. This can happen when a search groups by excessively high-cardinality dimensions (dimensions with very large amounts of distinct values). In such situations, a lower
chunk_sizevalue can make
mstatssearches more responsive, but potentially slower to complete. A higher
chunk_size, on the other hand, can help long-running searches to complete faster, with the potential tradeoff of causing the search to be less responsive. For
chunk_sizecannot be set lower than
- Default: 10000000 (10 million)
The default value for the the
chunk_sizeargument is set by the
chunk_sizesetting for the
- Description: This argument sets a user-specified value that the
mstatscommand substitutes for null values for any field within its group-by field list. Null values include field values that are missing from a subset of the returned events as well as field values that are missing from all of the returned events. If you do not provide a
mstatsomits rows for events with one or more null field values from its results.
- Default: empty string
- Syntax: <field>, ...
- Description: Specifies one or more fields to group the results by. Required when using the BY clause.
- Syntax: <time-opts>|<search-modifier>|((NOT)? <logical-expression>)|<search-modifier>|<comparison-expression>|(<logical-expression> (OR)? <logical-expression>)
- Description: An expression describing the filters that are applied to your search. Includes time and search modifiers, and comparison expressions. See the following sections for descriptions of each of these logical expression components.
- Cannot filter on
metric_name. Does not support CASE or TERM directives. You also cannot use the WHERE clause to search for terms or phrases.
- Syntax: prestats=true | false
- Description: Specifies whether to use the prestats format. The prestats format is a Splunk internal format that is designed to be consumed by commands that generate aggregate calculations. When you use the prestats format, you can pipe the data into the
timechartcommands, which are designed to accept the prestats format. When
prestatsis set to
true, instructions with the
ASclause are not relevant. The field names for the aggregates are determined by the command that consumes the prestats format and produces the aggregate output.
- Default: false
- Syntax: span=<int><timescale> [every=<int><timescale>]
- Description: The span of each time bin. If used with a
<span-length>is treated as a time range. If not, this is an absolute bucket length. If you do not specify a
<span-length>, the default is
auto, which means that the number of time buckets adjusts to produce a reasonable number of results. For example, if seconds are used initially for the
<timescale>and too many results are returned, the
<timescale>is changed to a longer value, such as minutes, to return fewer time buckets.
- To improve the performance of
mstatssearches you can optionally use the
everyargument in conjunction with
spanto cause the search to reduce the amount of data it samples per span. In other words you could design a search where the search head samples a
spanof only ten minutes of data for
everyhour covered by the search. See Span length options.
- Syntax: update_period=<integer>
- Description: Valid only with real-time searches. Specifies how frequently, in milliseconds, the real-time summary for the
mstatscommand is updated. A larger number means less frequent updates to the summary and less impact on index processing.
- Default: 1000 (1 second)
Stats metric term options
- Syntax: <stats-func> | <mstats-specific-func> "("<metric_name")" [AS <string>]...
- Description: Perform statistical calculations on one or more
metric_namefields. You can rename the result of each function using the
prestatsis set to
metric_namemust be enclosed in parenthesis.
- When you use the
WHEREclause cannot filter on
rate_avg | rate_sum
- Description: Two functions that are specific to
rate_avgcomputes the per metric time series rates for an accumulating counter metric and then returns the average of those rates.
rate_sumdoes the same thing as
rate_avgexcept that it returns the sum of the rates. For more about counter metrics and these functions see Investigate counter metrics in Metrics.
- Syntax: count(_value) | <function>(_value) [AS <string>] WHERE metric_name=<metric_name>
- Description: Specify a basic count of the
_valuefield or a function on the
_valuefield uses a specific format to store the numeric value of the metric. You can specify one or more functions. You can rename the result of the function using AS unless
- When you use the
<stats-func-value>syntax, the WHERE clause must filter on the
metric_name. Wildcards are okay.
The stats-func-value syntax does not support real-time searches. If you must run a real-time search, use the stats-func syntax instead.
- The following table lists the supported functions for the
mstatscommand by type of function. Use the links in the table to see descriptions and examples for each function.
Type of function Supported functions and syntax Aggregate functions
For an overview of using functions with commands, see Statistical and charting functions.
- Syntax: chart.limit=(top | bottom)<int>
- Description: Only valid when a column-split is specified. Use the
chart.limitoption to specify the number of results that should appear in the output. When you set
chart.limit=Nthe top or bottom N values are retained, based on the sum of each series and the prefix you have selected. If
chart.limit=0, all results are returned. If you opt not to provide a
bottomprefix before the
chart.limitvalue, the Splunk software provides the top N results. For example, if you set
chart.limit=10the Splunk software defaults to providing the top 10 results.
- This argument is identical to the
limitargument of the
- Default: top10
- Syntax:chart.agg=( <stats-func> ( <evaled-field> | <wc-field> ) [AS <wc-field>] )
- Description: A statistical aggregation function. See the table of supported functions in Stats metric term options. The function can be applied to an eval expression, or to a field or set of fields. Use the AS clause to place the result into a new field with a name that you specify. You can use wild card characters in field names. This argument is identical to the
aggargument of the
- Default: sum
- Syntax: chart.nullstr=<string>
- Description: If
chart.usenullis true, this series is labeled by the value of the
chart.nullstroption, and defaults to NULL. This argument is identical to the
nullstrargument of the
- Syntax: chart.otherstr=<string>
- Description: If
chart.useotheris true, this series is labeled by the value of the
code.otherstroption, and defaults to OTHER. This argument is identical to the
otherstrargument of the
- Syntax: chart.usenull=<bool>
- Description: Determines whether a series is created for events that do not contain the split-by field. This argument is identical to the
usenullargument of the
- Syntax: chart.useother=<bool>
- Description: Specifies whether a series should be added for data series not included in the graph because they did not meet the criteria of the WHERE clause. This argument is identical to the
useotherargument of the
Logical expression options
- Syntax: <field><comparison-operator><value> | <field> IN (<value-list>)
- Description: Compares a field to a literal value or provides a list of values that can appear in the field.
- Syntax: <sourcetype-specifier> | <host-specifier> | <source-specifier> | <splunk_server-specifier>
- Description: Search for events from specified fields. For example, search for one or a combination of hosts, sources, and source types. See searching with default fields in the Knowledge Manager manual.
- Syntax: [<timeformat>] (<time-modifier>)*
- Description: Describes the format of the
<endtime>terms of the search.
Comparison expression options
- Syntax: = | != | < | <= | > | >=
- Description: You can use comparison operators when searching field-value pairs. Comparison expressions with the
equal ( = )or
not equal ( != )operator compare string values. For example, "1" does not match "1.0". Comparison expressions with greater than or less than operators
< > <= >=numerically compare two numbers and lexicographically compare other values. See Usage.
- Syntax: <string>
- Description: The name of a field.
- Syntax: <literal-value>
- Description: In comparison expressions, this is the literal number or string value of a field.
- Syntax: (<literal-value>, <literal-value>, ...)
- Description: Used with the IN operator to specify two or more values. For example use
error IN (400, 402, 404, 406)instead of
error=400 OR error=402 OR error=404 OR error=406
Search modifier options
- Syntax: sourcetype=<string>
- Description: Search for events from the specified sourcetype field.
- Syntax: host=<string>
- Description: Search for events from the specified host field.
- Syntax: source=<string>
- Description: Search for events from the specified source field.
- Syntax: splunk_server=<string>
- Description: Search for events from a specific server. Use "local" to refer to the search head.
Span length options
- Syntax: every=<int><timescale>
- Description: Use in conjunction with
spanto search data in discrete time intervals over the full timespan of a search. The
everyargument is valid only when
spanis set to a valid value other than
auto. Set the
everytimespan to a value that is greater than the
- This method of "downsampling" the search data improves search performance at the expense of data granularity. For example, this search returns an average of the
active_loginsmeasurement for the first ten seconds of every twenty seconds covered by the time range of the search:
| mstats avg(active_logins) span=10s every=20s
Month intervals for every are exactly 30 days long. Year intervals for every are exactly 365 days long.
- Syntax: <sec> | <min> | <hr> | <day> | <month> | <subseconds>
- Description: Time scale units.
- Default: sec
Time scale Syntax Description <sec> s | sec | secs | second | seconds Time scale in seconds. <min> m | min | mins | minute | minutes Time scale in minutes. <hr> h | hr | hrs | hour | hours Time scale in hours. <day> d | day | days Time scale in days. <month> mon | month | months Time scale in months. <subseconds> us | ms | cs | ds Time scale in microseconds (us), milliseconds (ms), centiseconds (cs), or deciseconds (ds)
mstatsonly supports subsecond timescales such as
mswhen it is searching metric indexes that are configured for millisecond timestamp resolution.
- For more information about enabling metrics indexes to index metric data points with millisecond timestamp precision, see:
- Manage Splunk Cloud Platform indexes in the Splunk Cloud Platform Admin Manual if you use Splunk Cloud Platform.
- Create custom indexes in Managing indexers and clusters of indexers if you use Splunk Enterprise.
- Syntax: timeformat=<string>
- Description: Set the time format for
- Default: timeformat=%m/%d/%Y:%H:%M:%S.
- For more about setting exact times with the available
timeformatoptions, see Date and time format variables.
- Subsecond options are only available if you are searching over a metrics index with millisecond timestamp resolution.
- Syntax: starttime=<string> | endtime=<string> | earliest=<time_modifier> | latest=<time_modifier>
- Description: Specify start and end times using relative or absolute time.
You can also use the
latestarguments to specify absolute and relative time ranges for your search.
- For more about the relative
<time_modifier>syntax, see Time modifiers.
- For more information about setting absolute time ranges see Date and time format variables. Subsecond options are only available if you are searching over a metrics index with millisecond timestamp resolution.
- Syntax: starttime=<string>
- Description: Events must be later or equal to this time. The
starttimemust match the
- Syntax: endtime=<string>
- Description: All events must be earlier or equal to this time.
Generating commands use a leading pipe character and should be the first command in a search, except when
append=true is specified with the command.
mstats command to search metrics data. The metrics data uses a specific format for the metrics fields. See Metrics data format in Metrics.
All metrics search commands are case sensitive. This means, for example, that
mstats treats as the following as three distinct values of
mstats searches cannot return results for metric data points with
metric_name fields that are empty or which contain blank spaces.
Append mstats searches together
mstats command does not support subsearches. You can use the
append argument to add the results of an
mstats search to the results of a preceding
mstats search. See the topic on the
tstats command for an
append usage example.
If you are using the
<stats-func> syntax, numeric aggregations are only allowed on specific values of the
metric_name field. The metric name must be enclosed in parenthesis. If there is no data for the specified
metric_name in parenthesis, the search is still valid.
If you are using the
<stats-func-value> syntax, numeric aggregations are only allowed on the
Aggregations are not allowed for values of any other field, including the
prestats = true and you run an
mstats search that uses the
count aggregation functions without an aggregation field, the Splunk software processes them as if they are actually
count(_value). In addition, any statistical functions that follow in the search string must reference the
_value field. For example:
| mstats count | timechart count(_value)
mstats command supports wildcard characters in any search filter, with the following exceptions:
- You cannot use wildcard characters in the GROUP BY clause.
- If you are using the
<stats_func_value>syntax, you cannot use wildcard characters in the
- If you are using wildcard characters in your aggregations and you are renaming them, your rename must have matching wildcards.
- For example, this search is invalid:
| mstats sum(*.free) as FreeSum
- This search is valid:
| mstats sum(*.free) as *FreeSum
mstatssearches cannot utilize wildcarded metric aggregations when you use the
- For example, this search is invalid, when you set it up as a real-time search:
| mstats avg(cpu.*) max(cpu.*) where index=sysmetrics
- This real-time search is valid:
| mstats avg(cpu.sys) max(cpu.usr) where index=sysmetrics
Use the WHERE clause to filter by any of the supported dimensions.
If you are using the
<stats-func> syntax, the WHERE clause cannot filter by
metric_name. Filtering by
metric_name is performed based on the
metric_name fields specified with the
If you are using the
<stats-func-value> syntax, the WHERE clause must filter by
If you do not specify an index name in the WHERE clause, the
mstats command returns results from the default metrics indexes associated with your role. If you do not specify an index name and you have no default metrics indexes associated with your role,
mstats returns no results. To search against all metrics indexes use
The WHERE clause must come before the BY or GROUPBY clause, if they are both used in conjunction with
For more information about defining default metrics indexes for a role, see Add and edit roles with Splunk Web in Securing Splunk Enterprise.
Group results by metric name and dimension
You can group results by the
You can also group by time. You must specify a timespan using the
<span-length> argument to group by time buckets. For example,
<span-length> argument is separate from the BY clause and can be placed at any point in the search between clauses.
Grouping by the
_time fields is not allowed.
Group by metric time series
You can group results by metric time series. A metric time series is a set of metric data points that share the same metrics and the same dimension field-value pairs. Grouping by metric time series ensures that you are not mixing up data points from different metric data sources when you perform statistical calculations on them.
BY _timeseries to group by metric time series. The
_timeseries field is internal and won't display in your results. If you want to display the
_timeseries values in your search, add
| rename _timeseries AS timeseries to the search.
For a detailed overview of the
_timeseries field with examples, see Perform statistical calculations on metric time series in Metrics.
mstats command does not recognize the following time-related dimensions.
Subsecond bin time spans
You can only use subsecond
span timescales—time spans that are made up of deciseconds (ds), centiseconds (cs), milliseconds (ms), or microseconds (us)—for
mstats searches over metrics indexes that have been configured to have millisecond timestamp resolution.
span timescales should be numbers that divide evenly into a second. For example, 1s = 1000ms. This means that valid millisecond
span values are 1, 2, 4, 5, 8, 10, 20, 25, 40, 50, 100, 125, 200, 250, or 500ms. In addition,
span = 1000ms is not allowed. Use
span = 1s instead.
For more information about giving indexes millisecond timestamp resolution:
- For Splunk Cloud Platform: See Manage Splunk Cloud Platform indexes in the Splunk Cloud Platform Admin Manual.
- For Splunk Enterprise: See Create custom indexes in Managing indexes and clusters of indexes.
Search over a set of indexes with varying levels of timestamp resolution
If you run an
mstats search over multiple metrics indexes with varying levels of timestamp resolution, the results of the search may contain results with timestamps of different resolutions.
For example, say you have two metrics indexes. Your "metrics-second" metrics index has a second timestamp resolution. Your "metrics-ms" metrics index has a millisecond timestamp resolution. You run the following search over both indexes:
| mstats count(*) WHERE index=metric* span=100ms.
The search produces the following results:
11549496110 row counts results from both indexes. The count from "metric-ms" includes only metric data points with timestamps from
1549496110.099. The "metric-ms" metric data points with timestamps from
1549496110.199 appear in the
Meanwhile, the metric data points in the "metric-second" index do not have millisecond timestamp precision. The
1549496110 row only counts those "metric-second" metric data points with the
11549496110 timestamp, and no metric data points from "metric-second" are counted in the
Time bin limits for mstats search jobs
Splunk software regulates
mstats search jobs that use
span or a similar method to group results by time. When Splunk software processes these jobs, it limits the number of "time bins" that can be allocated within a single
For metrics indexes with second timestamp resolution, this only affects searches with large time ranges and very small time spans, such as a search over a year with
span = 1s. If you are searching on a metrics index with millisecond timestamp resolution, you might encounter this limit over shorter ranges, such as a search over an hour with
span = 1ms.
This limit is set by
limits.conf, which is set to 1 million bins by default. If you need to run these kinds of
mstats search jobs, lower this value if they are using too much memory per search. Raise this value if these kinds of search jobs are returning errors.
The Splunk platform estimates the number of time bins that a search requires by dividing the search time range by its group-by span. If this produces a number that is larger than the
time_bin_limit, the Splunk platform returns an error.
The search time range is determined by the
latest values of the search. Some kinds of searches—such as all-time searches—do not have
latest. In such cases the Splunk platform checks within each single TSIDX file to derive a time range for the search.
Metrics indexes have second timestamp resolution by default. You can give a metrics index a millisecond timestamp resolution when you create it, or you can edit an existing metrics index to switch it to millisecond timestamp resolution.
If you use Splunk Cloud, see Manage Splunk Cloud Platform indexes in the Splunk Cloud Platform Admin Manual. If you use Splunk Enterprise, see Create custom indexes in Managing indexes and clusters of indexes.
Memory and mstats search performance
A pair of
limits.conf settings strike a balance between the performance of
mstats searches and the amount of memory they use during the search process, in RAM and on disk. If your
mstats searches are consistently slow to complete you can adjust these settings to improve their performance, but at the cost of increased search-time memory usage, which can lead to search failures.
If you use Splunk Cloud Platform, you will need to file a Support ticket to change these settings.
For more information, see Memory and stats search performance in the Search Manual.
Lexicographical order sorts items based on the values used to encode the items in computer memory. In Splunk software, this is almost always UTF-8 encoding, which is a superset of ASCII.
- Numbers are sorted before letters. Numbers are sorted based on the first digit. For example, the numbers 10, 9, 70, 100 are sorted lexicographically as 10, 100, 70, 9.
- Uppercase letters are sorted before lowercase letters.
- Symbols are not standard. Some symbols are sorted before numeric values. Other symbols are sorted before or after letters.
You can specify a custom sort order that overrides the lexicographical order. See the blog Order Up! Custom Sort Orders.
1. Calculate a single metric grouped by time
Return the average value of the
aws.ec2.CPUUtilization metric in the
mymetricdata metric index. Bucket the results into 30 second time spans.
| mstats avg(aws.ec2.CPUUtilization) WHERE index=mymetricdata span=30s
2. Combine metrics with different metric names
Return the average value of both the
aws.ec2.CPUUtilization metric and the
os.cpu.utilization metric. Group the results by host and bucket the results into 1 minute time spans. Both metrics are combined and considered a single metric series.
| mstats avg(aws.ec2.CPUUtilization) avg(os.cpu.utilization) WHERE index=mymetricdata BY host span=1m
3. Use chart=t mode to chart metric event counts by the top ten hosts
Return a chart of the number of
aws.ec2.CPUUtilization metric data points for each day, split by the top ten hosts.
| mstats chart=t count(aws.ec2.CPUUtilization) by host WHERE index=mymetricdata span=1d chart.limit=top10
4. Filter the results on a dimension value and split by the values of another dimension
Return the average value of the
aws.ec2.CPUUtilization metric for all measurements with
host=foo and split the results by the values of the
| mstats avg(aws.ec2.CPUUtilization) WHERE host=foo BY app
5. Specify multiple aggregations of multiple metrics
Return the average and maximum of the resident set size and virtual memory size. Group the results by
metric_name and bucket them into 1 minute spans
| mstats avg(os.mem.rss) AS "AverageRSS" max(os.mem.rss) AS "MaxRSS" avg(os.mem.vsz) AS "AverageVMS" max(os.mem.vsz) AS "MaxVMS" WHERE index=mymetricdata BY metric_name span=1m
6. Aggregate a metric across all of your default metrics indexes, using downsampling to speed up the search
Find the median of the
aws.ec2.CPUUtilization metric. Do not include an index filter to search for measurements in all of the default metrics indexes associated with your role. Speed up the search by using
every to compute the median for one minute of every five minutes covered by the search.
| mstats median(aws.ec2.CPUUtilization) span=1m every=5m
7. Get the rate of an accumulating counter metric and group the results by time series
See Perform statistical calculations on metric time series in Metrics for more information.
| mstats rate(spl.intr.resource_usage.PerProcess.data.elapsed) as data.elapsed where index=_metrics BY _timeseries | rename _timeseries AS timeseries
8. Stats-func-value example
<stats-func-value> syntax to get a count of all of the measurements for the
aws.ec2.CPUUtilization metric in the
| mstats count(_value) WHERE metric_name=aws.ec2.CPUUtilization AND index=mymetricdata
- Related information
- Overview of metrics in Metrics
This documentation applies to the following versions of Splunk Cloud Platform™: 8.1.2009, 8.1.2011, 8.1.2012, 8.1.2101, 8.1.2103, 8.2.2104, 8.2.2105, 8.2.2106, 8.2.2107 (latest FedRAMP release), 8.2.2109, 8.2.2111