| 123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522523524525526527528529530531532533534535536537538539540541542543544545546547548549550551552553554555556557558559560561562563564565566567568569570571572573574575576577578579580581582583584585586587588589590591592593594595596597598599600601602603604605606607608609610611612613614615616617618619620621622623624625626627628629630631632633634635636637638639640641642643644645646647648649650651652653654655656657658659660661662663664665666667668669670671672673674675676677678679680681682683684685686687688689690691692693694695696697698699700701702703704705706707708709710711712713714715716717718719720721722 | [role="xpack"][testenv="basic"][[eql-syntax]]== EQL syntax reference++++<titleabbrev>Syntax reference</titleabbrev>++++experimental::[][IMPORTANT: {es} supports a subset of EQL syntax. See <<eql-syntax-limitations>.[discrete][[eql-basic-syntax]]=== Basic syntaxEQL queries require an event category and a matching condition. The `where`keyword connects them.[source,eql]----event_category where condition----For example, the following EQL query matches `process` events with a`process.name` field value of `svchost.exe`:[source,eql]----process where process.name == "svchost.exe"----[discrete][[eql-syntax-event-categories]]==== Event categoriesIn {es}, an event category is a valid, indexed value of the<<eql-required-fields,event category field>>. You can set the event categoryfield using the `event_category_field` parameter of the EQL search API.[discrete][[eql-syntax-match-any-event-category]]===== Match any event categoryTo match events of any category, use the `any` keyword. You can also use the`any` keyword to search for documents without a event category field.For example, the following EQL query matches any documents with a`network.protocol` field value of `http`:[source,eql]----any where network.protocol == "http"----[discrete][[eql-syntax-conditions]]==== ConditionsA condition consists of one or more criteria an event must match.You can specify and combine these criteria using the following operators:[discrete][[eql-syntax-comparison-operators]]===== Comparison operators[source,eql]----<   <=   ==   !=   >=   >----You cannot use comparison operators to compare a variable, such as a fieldvalue, to another variable, even if those variables are modified using a<<eql-functions,function>>..*Example*[%collapsible]====The following EQL query compares the `process.parent_name` fieldvalue to a static value, `foo`. This comparison is supported.However, the query also compares the `process.parent.name` field value to the`process.name` field. This comparison is not supported and will return anerror for the entire query.[source,eql]----process where process.parent.name == "foo" and process.parent.name == process.name----Instead, you can rewrite the query to compare both the `process.parent.name`and `process.name` fields to static values.[source,eql]----process where process.parent.name == "foo" and process.name == "foo"----====[IMPORTANT]====Avoid using the equal operator (`==`) to perform exact matching on<<text,`text`>> field values.By default, {es} changes the values of `text` fields as part of <<analysis,analysis>>. This can make finding exact matches for `text` field valuesdifficult.To search `text` fields, consider using a <<eql-search-filter-query-dsl,queryDSL filter>> that contains a <<query-dsl-match-query,`match`>> query.====.*Definitions*[%collapsible]====`<` (less than)::Returns `true` if the value to the left of the operator is less than the valueto the right. Otherwise returns `false`.`<=` (less than or equal) ::Returns `true` if the value to the left of the operator is less than or equal tothe value to the right. Otherwise returns `false`.`==` (equal)::Returns `true` if the values to the left and right of the operator are equal.Otherwise returns `false`.`!=` (not equal)::Returns `true` if the values to the left and right of the operator are notequal. Otherwise returns `false`.`>=` (greater than or equal) ::Returns `true` if the value to the left of the operator is greater than or equalto the value to the right. Otherwise returns `false`.`>` (greater than)::Returns `true` if the value to the left of the operator is greater than thevalue to the right. Otherwise returns `false`.====[discrete][[eql-syntax-logical-operators]]===== Logical operators[source,eql]----and  or  not----.*Definitions*[%collapsible]====`and`::Returns `true` only if the condition to the left and right _both_ return `true`.Otherwise returns `false.`or`::Returns `true` if one of the conditions to the left or right `true`.Otherwise returns `false.`not`::Returns `true` if the condition to the right is `false`.====[discrete][[eql-syntax-lookup-operators]]===== Lookup operators[source,eql]----user.name in ("Administrator", "SYSTEM", "NETWORK SERVICE")user.name not in ("Administrator", "SYSTEM", "NETWORK SERVICE")----.*Definitions*[%collapsible]====`in`::Returns `true` if the value is contained in the provided list.`not in`::Returns `true` if the value is not contained in the provided list.====[discrete][[eql-syntax-math-operators]]===== Math operators[source,eql]----+  -  *  /  %----.*Definitions*[%collapsible]====`+` (add)::Adds the values to the left and right of the operator.`-` (Subtract)::Subtracts the value to the right of the operator from the value to the left.`*` (Subtract)::Multiplies the values to the left and right of the operator.`/` (Divide)::Divides the value to the left of the operator by the value to the right.`%` (modulo)::Divides the value to the left of the operator by the value to the right. Returns only the remainder.====[[eql-divide-operator-float-rounding]][WARNING]====If both the dividend and divisor are integers, the divide (`\`) operation_rounds down_ any returned floating point numbers to the nearest integer.EQL queries in {es} should account for this rounding. To avoid rounding, converteither the dividend or divisor to a float.[%collapsible].**Example**=====The `process.args_count` field is a <<number,`long`>> integer field containing acount of process arguments.A user might expect the following EQL query to only match events with a`process.args_count` value of `4`.[source,eql]----process where ( 4 / process.args_count ) == 1----However, the EQL query matches events with a `process.args_count` value of `3`or `4`.For events with a `process.args_count` value of `3`, the divide operationreturns a float of `1.333...`, which is rounded down to `1`.To match only events with a `process.args_count` value of `4`, converteither the dividend or divisor to a float.The following EQL query changes the integer `4` to the equivalent float `4.0`.[source,eql]----process where ( 4.0 / process.args_count ) == 1----=========[discrete][[eql-syntax-strings]]==== StringsStrings are enclosed with double quotes (`"`) or single quotes (`'`).[source,eql]----"hello world""hello world with 'substring'"----[discrete][[eql-syntax-wildcards]]===== WildcardsYou can use the wildcard operator (`*`) within a string to match specificpatterns. You can use wildcards with the `==` (equal) or `!=` (not equal)operators:[source,eql]----field == "example*wildcard"field != "example*wildcard"----[discrete][[eql-syntax-match-any-condition]]===== Match any conditionTo match events solely on event category, use the `where true` condition.For example, the following EQL query matches any `file` events:[source,eql]----file where true----To match any event, you can combine the `any` keyword with the `where true`condition:[source,eql]----any where true----[discrete][[eql-syntax-escaped-characters]]===== Escaped charactersWhen used within a string, special characters, such as a carriage return ordouble quote (`"`), must be escaped with a preceding backslash (`\`).[source,eql]----"example \t of \n escaped \r characters"----.*Escape sequences*[%collapsible]====[options="header"]|====| Escape sequence | Literal character|`\n`             | A newline (linefeed) character|`\r`             | A carriage return character|`\t`             | A tab character|`\\`             | A backslash (`\`) character|`\"`             | A double quote (`"`) character|`\'`             | A single quote (`'`) character|========[discrete][[eql-syntax-raw-strings]]===== Raw stringsRaw strings are preceded by a question mark (`?`) and treat backslashes (`\`) asliteral characters.[source,eql]----?"String with a literal 'blackslash' \ character included"----You can escape single quotes (`'`) and double quotes (`"`) with a backslash, butthe backslash remains in the resulting string.[source,eql]----?"\""----[NOTE]====Raw strings cannot contain only a single backslash or end in an odd number ofbackslashes.====[discrete][[eql-syntax-non-alpha-field-names]]==== Non-alphanumeric field namesField names containing non-alphanumeric characters, such as underscores (`_`),dots (`.`), hyphens (`-`), or spaces, must be escaped using backticks (+++`+++).[source,eql]----`my_field``my.field``my-field``my field`----[discrete][[eql-sequences]]=== SequencesYou can use EQL sequences to describe and match an ordered series of events.Each item in a sequence is an event category and event condition,surrounded by square brackets (`[ ]`). Events are listed in ascendingchronological order, with the most recent event listed last.[source,eql]----sequence  [ event_category_1 where condition_1 ]  [ event_category_2 where condition_2 ]  ...----.*Example*[%collapsible]====The following EQL sequence query matches this series of ordered events:. Start with an event with:+--* An event category of `file`* A `file.extension` of `exe`--. Followed by an event with an event category of `process`[source,eql]----sequence  [ file where file.extension == "exe" ]  [ process where true ]----====[discrete][[eql-with-maxspan-keywords]]==== `with maxspan` keywordsYou can use the `with maxspan` keywords to constrain a sequence to a specifiedtimespan. All events in a matching sequence must occur within this duration,starting at the first event's timestamp.The `maxspan` keyword accepts <<time-units,time value>> arguments.[source,eql]----sequence with maxspan=30s  [ event_category_1 where condition_1 ] by field_baz  [ event_category_2 where condition_2 ] by field_bar  ...----.*Example*[%collapsible]====The following sequence query uses a `maxspan` value of `15m` (15 minutes).Events in a matching sequence must occur within 15 minutes of the first event'stimestamp.[source,eql]----sequence with maxspan=15m  [ file where file.extension == "exe" ]  [ process where true ]----====[discrete][[eql-by-keyword]]==== `by` keywordYou can use the `by` keyword with sequences to only match events that share thesame field values. If a field value should be shared across all events, youcan use `sequence by`.[source,eql]----sequence by field_foo  [ event_category_1 where condition_1 ] by field_baz  [ event_category_2 where condition_2 ] by field_bar  ...----.*Example*[%collapsible]====The following sequence query uses the `by` keyword to constrain matching eventsto:* Events with the same `user.name` value* `file` events with a `file.path` value equal to the following `process`   event's `process.path` value.[source,eql]----sequence  [ file where file.extension == "exe" ] by user.name, file.path  [ process where true ] by user.name, process.path----Because the `user.name` field is shared across all events in the sequence, itcan be included using `sequence by`. The following sequence is equivalent to theprior one.[source,eql]----sequence by user.name  [ file where file.extension == "exe" ] by file.path  [ process where true ] by process.path----====You can combine the `sequence by` and `with maxspan` keywords to constrain asequence by both field values and a timespan.[source,eql]----sequence by field_foo with maxspan=30s  [ event_category_1 where condition_1 ] by field_baz  [ event_category_2 where condition_2 ] by field_bar  ...----.*Example*[%collapsible]====The following sequence query uses the `sequence by` keyword and `with maxspan`keywords to match only a sequence of events that:* Share the same `user.name` field values* Occur within `15m` (15 minutes) of the first matching event[source,eql]----sequence by user.name with maxspan=15m  [ file where file.extension == "exe" ] by file.path  [ process where true ] by process.path----====[discrete][[eql-until-keyword]]==== `until` keywordYou can use the `until` keyword to specify an expiration event for sequences.Matching sequences must end before this event, which is not included theresults. If this event occurs within a sequence, the sequence is not considereda match.[source,eql]----sequence  [ event_category_1 where condition_1 ]  [ event_category_2 where condition_2 ]  ...until [ event_category_2 where condition_2 ]----.*Example*[%collapsible]====The following EQL sequence query uses the `until` keyword to end sequencesbefore a process termination event. Process termination events have an eventcategory of `process` and `event.type` value of `termination`.[source,eql]----sequence  [ file where file.extension == "exe" ]  [ process where true ]until [ process where event.type == "termination" ]----====[TIP]====The `until` keyword can be helpful when searching for process sequences inWindows event logs, such as those ingested using{winlogbeat-ref}/index.html[Winlogbeat].In Windows, a process ID (PID) is unique only while a process is running. Aftera process terminates, its PID can be reused.You can search for a sequence of events with the same PID value using the `by`and `sequence by` keywords..*Example*[%collapsible]=====The following EQL query uses the `sequence by` keyword to match a sequence ofevents that share the same `process.pid` value.[source,eql]----sequence by process.pid  [ process where process.name == "cmd.exe" ]  [ process where process.name == "whoami.exe" ]----=====However, due to PID reuse, this can result in a matching sequence thatcontains events across unrelated processes. To prevent false positives, you canuse the `until` keyword to end matching sequences before a process terminationevent..*Example*[%collapsible]=====The following EQL query uses the `until` keyword to end sequences before`process` events with an `event.type` of `termination`. These events indicate aprocess has been terminated.[source,eql]----sequence by process.pid  [ process where process.name == "cmd.exe" ]  [ process where process.name == "whoami.exe" ]until [ process where event.type == "termination" ]----=========[discrete][[eql-functions]]=== Functions{es} supports several of EQL's built-in functions. You can use these functionsto convert data types, perform math, manipulate strings, and more.For a list of supported functions, see <<eql-function-ref>>.[TIP]====Using functions in EQL queries can result in slower search speeds. If youoften use functions to transform indexed data, you can speed up search by makingthese changes during indexing instead. However, that often means slower indexspeeds..*Example*[%collapsible]=====An index contains the `file.path` field. `file.path` contains the full path to afile, including the file extension.When running EQL searches, users often use the `endsWith` function with the`file.path` field to match file extensions:[source,eql]----file where endsWith(file.path,".exe") or endsWith(file.path,".dll")----While this works, it can be repetitive to write and can slow search speeds. Tospeed up search, you can do the following instead:. <<indices-put-mapping,Add a new field>>, `file.extension`, to the index. The  `file.extension` field will contain only the file extension from the  `file.path` field.. Use an <<ingest,ingest pipeline>> containing the <<grok-processor,`grok`>>  processor or another preprocessor tool to extract the file extension from the  `file.path` field before indexing.. Index the extracted file extension to the `file.extension` field.These changes may slow indexing but allow for faster searches. Userscan use the `file.extension` field instead of multiple `endsWith` functioncalls:[source,eql]----file where file.extension in ("exe", "dll")----=====We recommend testing and benchmarking any indexing changes before deploying themin production. See <<tune-for-indexing-speed>> and <<tune-for-search-speed>>.====[discrete][[eql-pipes]]=== PipesEQL pipes filter, aggregate, and post-process events returned byan EQL query. You can use pipes to narrow down EQL query results or make themmore specific.Pipes are delimited using the pipe (`|`) character.[source,eql]----event_category where condition | pipe----.*Example*[%collapsible]====The following EQL query uses the `tail` pipe to return only the 10 most recentevents matching the query.[source,eql]----authentication where agent.id == 4624| tail 10----====You can pass the output of a pipe to another pipe. This lets you use multiplepipes with a single query.For a list of supported pipes, see <<eql-pipe-ref>>.[discrete][[eql-syntax-limitations]]=== Limitations{es} EQL does not support the following features and syntax.[discrete][[eql-nested-fields]]==== EQL search on nested fieldsYou cannot use EQL to search the values of a <<nested,`nested`>> field or thesub-fields of a `nested` field. However, data streams and indices containing`nested` field mappings are otherwise supported.[discrete][[eql-unsupported-syntax]]==== Unsupported syntax{es} supports a subset of {eql-ref}/index.html[EQL syntax]. {es} cannot run EQLqueries that contain:* Array functions:** {eql-ref}/functions.html#arrayContains[`arrayContains`]** {eql-ref}/functions.html#arrayCount[`arrayCount`]** {eql-ref}/functions.html#arraySearch[`arraySearch`]* {eql-ref}/joins.html[Joins]* {eql-ref}/basic-syntax.html#event-relationships[Lineage-related keywords]:** `child of`** `descendant of`** `event of`* The following {eql-ref}/pipes.html[pipes]:** {eql-ref}/pipes.html#count[`count`]** {eql-ref}/pipes.html#filter[`filter`]** {eql-ref}/pipes.html#sort[`sort`]** {eql-ref}/pipes.html#unique[`unique`]** {eql-ref}/pipes.html#unique-count[`unique_count`]
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