'Logging Without Tears' logging datalogging
"ELK" is the acronym for three open source projects: Elasticsearch, Logstash, and Kibana. Elasticsearch is a search and analytics engine. Logstash is a server‑side data processing pipeline that simultaneously ingests data from multiple sources, transforms it, and then sends it to a "stash" like Elasticsearch. Kibana lets users visualize data with charts and graphs in Elasticsearch.
Structural logging complements this practice by providing developers with an easy way to annotate strings with additional data. The term "structural" has a double meaning: it can mean a natively structured data format like, but it often means that log lines are appended with key-value pairs . The additional structure allows developers to easily enrich strings with the information they need, rather than embedding it in the message texts themselves.
All progressive data storages provide the ability to quickly search necessary log records by applying filters in SQL style or event by making a few clicks on the properties you are interested in. So you will be able to filter all logs where user ages were more than 20 or so.
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