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Configurable time layout in epoch
/epochMillis
JQ functions
#378
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// SnowplowTsv1 is test data | ||
var SnowplowTsv1 = []byte(`test-data1 pc 2019-05-10 14:40:37.436 2019-05-10 14:40:35.972 2019-05-10 14:40:35.551 unstruct e9234345-f042-46ad-b1aa-424464066a33 py-0.8.2 ssc-0.15.0-googlepubsub beam-enrich-0.2.0-common-0.36.0 user<built-in function input> 18.194.133.57 d26822f5-52cc-4292-8f77-14ef6b7a27e2 {"schema":"iglu:com.snowplowanalytics.snowplow/unstruct_event/jsonschema/1-0-0","data":{"schema":"iglu:com.snowplowanalytics.snowplow/add_to_cart/jsonschema/1-0-0","data":{"sku":"item41","quantity":2,"unitPrice":32.4,"currency":"GBP"}}} python-requests/2.21.0 2019-05-10 14:40:35.000 {"schema":"iglu:com.snowplowanalytics.snowplow/contexts/jsonschema/1-0-1","data":[{"schema":"iglu:com.acme/justInts/jsonschema/1-0-0", "data":{"integerField": 0}},{"schema":"iglu:com.acme/justInts/jsonschema/1-0-0", "data":{"integerField": 1}},{"schema":"iglu:com.acme/justInts/jsonschema/1-0-0", "data":{"integerField": 2}},{"schema":"iglu:nl.basjes/yauaa_context/jsonschema/1-0-0","data":{"deviceBrand":"Unknown","deviceName":"Unknown","operatingSystemName":"Unknown","agentVersionMajor":"2","layoutEngineVersionMajor":"??","deviceClass":"Unknown","agentNameVersionMajor":"python-requests 2","operatingSystemClass":"Unknown","layoutEngineName":"Unknown","agentName":"python-requests","agentVersion":"2.21.0","layoutEngineClass":"Unknown","agentNameVersion":"python-requests 2.21.0","operatingSystemVersion":"??","agentClass":"Special","layoutEngineVersion":"??"}}]} 2019-05-10 14:40:35.972 com.snowplowanalytics.snowplow add_to_cart jsonschema 1-0-0 `) | ||
var SnowplowTsv1 = []byte(`test-data1 pc 2019-05-10 14:40:37.436 2019-05-10 14:40:35.972 2019-05-10 14:40:35.551 unstruct e9234345-f042-46ad-b1aa-424464066a33 py-0.8.2 ssc-0.15.0-googlepubsub beam-enrich-0.2.0-common-0.36.0 user<built-in function input> 18.194.133.57 d26822f5-52cc-4292-8f77-14ef6b7a27e2 {"schema":"iglu:com.snowplowanalytics.snowplow/unstruct_event/jsonschema/1-0-0","data":{"schema":"iglu:com.snowplowanalytics.snowplow/add_to_cart/jsonschema/1-0-0","data":{"sku":"item41","quantity":2,"unitPrice":32.4,"currency":"GBP"}}} python-requests/2.21.0 2019-05-10 14:40:35.000 {"schema":"iglu:com.snowplowanalytics.snowplow/contexts/jsonschema/1-0-1","data":[{"schema":"iglu:com.acme/justInts/jsonschema/1-0-0", "data":{"integerField": 0}},{"schema":"iglu:com.acme/justInts/jsonschema/1-0-0", "data":{"integerField": 1}},{"schema":"iglu:com.acme/justInts/jsonschema/1-0-0", "data":{"integerField": 2}},{"schema":"iglu:nl.basjes/yauaa_context/jsonschema/1-0-0","data":{"deviceBrand":"Unknown","deviceName":"Unknown","operatingSystemName":"Unknown","agentVersionMajor":"2","layoutEngineVersionMajor":"??","deviceClass":"Unknown","agentNameVersionMajor":"python-requests 2","operatingSystemClass":"Unknown","layoutEngineName":"Unknown","agentName":"python-requests","agentVersion":"2.21.0","layoutEngineClass":"Unknown","agentNameVersion":"python-requests 2.21.0","operatingSystemVersion":"??","agentClass":"Special","layoutEngineVersion":"??"}},{"schema":"iglu:com.snowplowanalytics.snowplow/client_session/jsonschema/1-0-2","data":{"firstEventTimestamp":"2024-10-28T15:27:47.100Z"}}]} 2019-05-10 14:40:35.972 com.snowplowanalytics.snowplow add_to_cart jsonschema 1-0-0 `) | ||
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// SpTsv1Parsed is test data | ||
var SpTsv1Parsed, _ = analytics.ParseEvent(string(SnowplowTsv1)) | ||
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// SnowplowJSON1 another test data | ||
var SnowplowJSON1 = []byte(`{"app_id":"test-data1","collector_tstamp":"2019-05-10T14:40:35.972Z","contexts_com_acme_just_ints_1":[{"integerField":0},{"integerField":1},{"integerField":2}],"contexts_nl_basjes_yauaa_context_1":[{"agentClass":"Special","agentName":"python-requests","agentNameVersion":"python-requests 2.21.0","agentNameVersionMajor":"python-requests 2","agentVersion":"2.21.0","agentVersionMajor":"2","deviceBrand":"Unknown","deviceClass":"Unknown","deviceName":"Unknown","layoutEngineClass":"Unknown","layoutEngineName":"Unknown","layoutEngineVersion":"??","layoutEngineVersionMajor":"??","operatingSystemClass":"Unknown","operatingSystemName":"Unknown","operatingSystemVersion":"??"}],"derived_tstamp":"2019-05-10T14:40:35.972Z","dvce_created_tstamp":"2019-05-10T14:40:35.551Z","dvce_sent_tstamp":"2019-05-10T14:40:35Z","etl_tstamp":"2019-05-10T14:40:37.436Z","event":"unstruct","event_format":"jsonschema","event_id":"e9234345-f042-46ad-b1aa-424464066a33","event_name":"add_to_cart","event_vendor":"com.snowplowanalytics.snowplow","event_version":"1-0-0","network_userid":"d26822f5-52cc-4292-8f77-14ef6b7a27e2","platform":"pc","unstruct_event_com_snowplowanalytics_snowplow_add_to_cart_1":{"currency":"GBP","quantity":2,"sku":"item41","unitPrice":32.4},"user_id":"user\u003cbuilt-in function input\u003e","user_ipaddress":"18.194.133.57","useragent":"python-requests/2.21.0","v_collector":"ssc-0.15.0-googlepubsub","v_etl":"beam-enrich-0.2.0-common-0.36.0","v_tracker":"py-0.8.2"}`) | ||
var SnowplowJSON1 = []byte(`{"app_id":"test-data1","collector_tstamp":"2019-05-10T14:40:35.972Z","contexts_com_acme_just_ints_1":[{"integerField":0},{"integerField":1},{"integerField":2}],"contexts_nl_basjes_yauaa_context_1":[{"agentClass":"Special","agentName":"python-requests","agentNameVersion":"python-requests 2.21.0","agentNameVersionMajor":"python-requests 2","agentVersion":"2.21.0","agentVersionMajor":"2","deviceBrand":"Unknown","deviceClass":"Unknown","deviceName":"Unknown","layoutEngineClass":"Unknown","layoutEngineName":"Unknown","layoutEngineVersion":"??","layoutEngineVersionMajor":"??","operatingSystemClass":"Unknown","operatingSystemName":"Unknown","operatingSystemVersion":"??"}],"contexts_com_snowplowanalytics_snowplow_client_session_1":[{"firstEventTimestamp":"2024-10-28T15:27:47.100Z"}],"derived_tstamp":"2019-05-10T14:40:35.972Z","dvce_created_tstamp":"2019-05-10T14:40:35.551Z","dvce_sent_tstamp":"2019-05-10T14:40:35Z","etl_tstamp":"2019-05-10T14:40:37.436Z","event":"unstruct","event_format":"jsonschema","event_id":"e9234345-f042-46ad-b1aa-424464066a33","event_name":"add_to_cart","event_vendor":"com.snowplowanalytics.snowplow","event_version":"1-0-0","network_userid":"d26822f5-52cc-4292-8f77-14ef6b7a27e2","platform":"pc","unstruct_event_com_snowplowanalytics_snowplow_add_to_cart_1":{"currency":"GBP","quantity":2,"sku":"item41","unitPrice":32.4},"user_id":"user\u003cbuilt-in function input\u003e","user_ipaddress":"18.194.133.57","useragent":"python-requests/2.21.0","v_collector":"ssc-0.15.0-googlepubsub","v_etl":"beam-enrich-0.2.0-common-0.36.0","v_tracker":"py-0.8.2"}`) | ||
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// SnowplowTsv2 is test data | ||
var SnowplowTsv2 = []byte(`test-data2 pc 2019-05-10 14:40:32.392 2019-05-10 14:40:31.105 2019-05-10 14:40:30.218 transaction_item 5071169f-3050-473f-b03f-9748319b1ef2 py-0.8.2 ssc-0.15.0-googlepubsub beam-enrich-0.2.0-common-0.36.0 user<built-in function input> 18.194.133.57 68220ade-307b-4898-8e25-c4c8ac92f1d7 transaction<built-in function input> item58 35.87 1 python-requests/2.21.0 2019-05-10 14:40:30.000 {"schema":"iglu:com.snowplowanalytics.snowplow/contexts/jsonschema/1-0-1","data":[{"schema":"iglu:nl.basjes/yauaa_context/jsonschema/1-0-0","data":{"deviceBrand":"Unknown","deviceName":"Unknown","operatingSystemName":"Unknown","agentVersionMajor":"2","layoutEngineVersionMajor":"??","deviceClass":"Unknown","agentNameVersionMajor":"python-requests 2","operatingSystemClass":"Unknown","layoutEngineName":"Unknown","agentName":"python-requests","agentVersion":"2.21.0","layoutEngineClass":"Unknown","agentNameVersion":"python-requests 2.21.0","operatingSystemVersion":"??","agentClass":"Special","layoutEngineVersion":"??"}}]} 2019-05-10 14:40:31.105 com.snowplowanalytics.snowplow transaction_item jsonschema 1-0-0 `) | ||
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So if it's a string, but no layout is provided, we simply default to the layout that we encounter in Snowplow data - is that correct?
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Yes. Also default layout in
epoch
is different than the layout we use for date-time atomic fields:collector_tstamp
we useyyyy-MM-dd HH:mm:ss.SSS
yyyy-MM-dd'T'HH:mm:ss.SSS'Z'
(soT
+Z
), based on tracker code. And based on what I've seen in generated mobile data andfirstEventTimestamp
field :)There was a problem hiding this comment.
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Right - but the atomic fields are provided as time.Time, so in effect it's the same form an API perspective if I understand correctly. The API works as follows:
For the standard Snowplow data, we simply call
epoch
orepochMillis
, and it'll work whether it's the atomic fields or a field in a context.For other format timestmaps (eg. if there's custom tracking in a different format) we can optionally provide a format as an argument.
I'm quite happy with this!
Perhaps there's a chance that some standard Snowplow timestamps aren't in this format, and in those cases we can provide the format - but if we were to encounter that scenario I would suggest that it's actually an upstream problem - either the trackers or enrich should provide these values in a consistent format.
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That's correct. For any Snowplow field, from JQ transformation point of view, in 99.99% cases you'd only need pure
epoch
orepochMillis
, no custom layout needed. If there is some weird format suddenly coming from somewhere, you can add param to handle it.