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Logstash config for http_poller pulling of DC Capital bikeshare data and doing an XML split of the contents.
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## Example of pulling data from DC Capital bikeshare to Elasticsearch in real time | |
## HTTP Poller -> XML Splitting -> Elasticsearch | |
input { | |
## pull data from Capital Bikeshare every 60 seconds | |
http_poller { | |
urls => { | |
bikeshare_dc => "https://www.capitalbikeshare.com/data/stations/bikeStations.xml" | |
} | |
request_timeout => 30 | |
interval => 60 | |
codec => "plain" | |
metadata_target => "http_poller_metadata" | |
} | |
} | |
filter { | |
## interpret the message payload as XML | |
xml { | |
source => "message" | |
target => "parsed" | |
} | |
## Split out each "station" record in the XML into a different event | |
split { | |
field => "[parsed][station]" | |
add_field => { | |
## generate a unique id for the station # X the sensor time to prevent duplicates | |
id => "%{[parsed][station][id]}-%{[parsed][station][lastCommWithServer]}" | |
stationName => "%{[parsed][station][name]}" | |
lastCommWithServer => "%{[parsed][station][lastCommWithServer]}" | |
lat => "%{[parsed][station][lat]}" | |
long => "%{[parsed][station][long]}" | |
numBikes => "%{[parsed][station][nbBikes]}" | |
numEmptyDocks => "%{[parsed][station][nbEmptyDocks]}" | |
} | |
} | |
mutate { | |
## Convert the numeric fileds to the appropriate data type from strings | |
convert => { | |
"numBikes" => "integer" | |
"numEmptyDocks" => "integer" | |
"lat" => "float" | |
"long" => "float" | |
} | |
## put the geospatial value in the correct [ longitude, latitude ] format | |
add_field => { "location" => [ "%{[long]}", "%{[lat]}" ]} | |
## get rid of the extra fields we don't need | |
remove_field => [ "message", "parsed", "lat", "long", "host", "http_poller_metadata"] | |
} | |
## use the embedded Unix timestamp | |
date { | |
match => ["lastCommWithServer", "UNIX_MS"] | |
remove_field => ["lastCommWithServer"] | |
} | |
} | |
output { | |
# stdout { codec => rubydebug } | |
stdout { codec => dots } | |
elasticsearch { | |
## use a time aware index name | |
index => "bikestatus-dc-%{+YYYY.MM.dd}" | |
protocol => "http" | |
## not super important, but it makes sense to override the default which is "log" | |
document_type => "bikestatus" | |
## use the generated id as the document id to prevent duplicates | |
document_id => "%{[id]}" | |
} | |
} | |
## INDEX Template (apply this before loading data!) | |
# PUT _template/bikestatus | |
# { | |
# "template": "bikestatus-*", | |
# "settings": { | |
# "number_of_shards": 1, | |
# "number_of_replicas": 0 | |
# }, | |
# "mappings": { | |
# "_default_": { | |
# "dynamic_templates": [ | |
# { | |
# "string_fields": { | |
# "mapping": { | |
# "index": "not_analyzed", | |
# "omit_norms": true, | |
# "type": "string", | |
# "doc_values": true | |
# }, | |
# "match_mapping_type": "string", | |
# "match": "*" | |
# } | |
# } | |
# ], | |
# "_all": { | |
# "enabled": false | |
# }, | |
# "properties": { | |
# "@timestamp": { | |
# "type": "date", | |
# "format": "dateOptionalTime", | |
# "doc_values": true | |
# }, | |
# "location": { | |
# "type": "geo_point", | |
# "geohash": true, | |
# "fielddata" : { | |
# "format" : "compressed", | |
# "precision" : "20m" | |
# } | |
# }, | |
# "numBikes": { "type": "integer","doc_values": true }, | |
# "numEmptyDocks": { "type": "integer","doc_values": true } | |
# } | |
# } | |
# } | |
# } | |
## Kibana Index Template | |
## [bikestatus-dc-]YYYY.MM.DD |
For some reason this mapping doesn't seem to work with ELK 6.6
Could not index event to Elasticsearch. {:status=>400, :action=>["index", {:_id=>"%{[id]}", :_index=>"index-2019.02.11", :_type=>"bikestatus", :routing=>nil}, #LogStash::Event:0x1ac6e8e1], :response=>{"index"=>{"_index"=>"bikestatus-dc-2019.02.11", "_type"=>"bikestatus", "_id"=>"%{[id]}", "status"=>400, "error"=>{"type"=>"mapper_parsing_exception", "reason"=>"failed to parse", "caused_by"=>{"type"=>"illegal_argument_exception", "reason"=>"Could not convert [location.index] to boolean", "caused_by"=>{"type"=>"illegal_argument_exception", "reason"=>"Failed to parse value [not_analyzed] as only [true] or [false] are allowed."}}}}}}
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Hello derickson, thanks so much for this. It was really enlighting and i was able to recreate the scenario in my environment using the xml data you referred to.
However the XML generated by my logfiles are nested within the header and body tags, but refer to the same event. is there a way around using split {} for nested elements?
sample log file
FEBA_1465455325238getCorpRetailIndicator10.2EBKNGGMT+05:002016-06-09T07:55:25.2380123456789123456789json format
{
"FIXML": {
"Header": {
"RequestHeader": {
"MessageKey": {
"RequestUUID": "FEBA_1465449977260",
"ServiceRequestId": "RetCustInq",
"ServiceRequestVersion": "10.2",
"ChannelId": "CIF"
},
"RequestMessageInfo": {
"BankId": "NG",
"TimeZone": "GMT+05:00",
"EntityId": "",
"EntityType": "",
"ArmCorrelationId": "",
"MessageDateTime": "2016-06-09T06:26:17.260"
},
"Security": {
"Token": {
"PasswordToken": {
"UserId": "0123456789",
"Password": ""
}
},
"FICertToken": "",
"RealUserLoginSessionId": "",
"RealUser": "",
"RealUserPwd": "",
"SSOTransferToken": ""
}
}
},
"Body": {
"RetCustInqRequest": {
"RetCustInqRq": {
"CustId": "123456789"
}
}
},
"_xmlns": "http://www.jsp.com/fixml",
"_xmlns:xsi": "http://www.w3.org/2001/XMLSchema-instance",
"_xsi:schemaLocation": "http://www.jsp.com/fixml xxxx.xsd"
}
}