{"id":2672,"date":"2018-08-28T05:50:09","date_gmt":"2018-08-28T11:50:09","guid":{"rendered":"https:\/\/www.supportpro.com\/blog\/?p=2672"},"modified":"2026-05-22T03:11:16","modified_gmt":"2026-05-22T09:11:16","slug":"logstash","status":"publish","type":"post","link":"https:\/\/www.supportpro.com\/blog\/logstash\/","title":{"rendered":"Logstash : Complete Guide to Log Collection and Processing"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Logstash is a powerful log collection and event processing engine used for collecting, parsing, transforming, and forwarding logs and event data from multiple sources. It is one of the core components of the Elastic Stack and is widely used for centralized logging, monitoring, and data processing.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Logstash helps organizations manage large amounts of log data efficiently by collecting logs from different systems, processing them into a structured format, and forwarding them to storage or analysis platforms.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>What is Logstash?<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Logstash is an open-source data processing pipeline that collects data from multiple input sources, transforms the data, and sends it to different destinations.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It acts as a centralized system for:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Log collection<\/li>\n\n\n\n<li>Event processing<\/li>\n\n\n\n<li>Data transformation<\/li>\n\n\n\n<li>Data forwarding<\/li>\n\n\n\n<li>Monitoring and analytics<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Logstash can handle logs and event data from servers, applications, databases, cloud platforms, and network devices.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>How Logstash Works<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Logstash works through a pipeline architecture consisting of three major stages:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Input<\/li>\n\n\n\n<li>Filter<\/li>\n\n\n\n<li>Output<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">The pipeline allows data to flow from different sources to multiple destinations after processing and transformation.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Components of a Logstash Pipeline<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. Input Plugins<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Input plugins collect data from various sources.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Logstash supports several input methods including:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>File monitoring<\/li>\n\n\n\n<li>Syslog collection<\/li>\n\n\n\n<li>TCP\/UDP sockets<\/li>\n\n\n\n<li>HTTP endpoints<\/li>\n\n\n\n<li>Message queues<\/li>\n\n\n\n<li>Cloud services<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Examples of input sources:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Application logs<\/li>\n\n\n\n<li>Server logs<\/li>\n\n\n\n<li>Network devices<\/li>\n\n\n\n<li>Databases<\/li>\n\n\n\n<li>Web servers<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Input plugins gather raw log and event data for processing.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. Filter Plugins<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Filter plugins process and transform collected data.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Filters help:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Parse logs<\/li>\n\n\n\n<li>Extract fields<\/li>\n\n\n\n<li>Modify event data<\/li>\n\n\n\n<li>Convert formats<\/li>\n\n\n\n<li>Remove unwanted information<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Common Logstash filters include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Grok<\/li>\n\n\n\n<li>Mutate<\/li>\n\n\n\n<li>Date<\/li>\n\n\n\n<li>GeoIP<\/li>\n\n\n\n<li>JSON<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Filters make raw logs easier to analyze and search.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. Output Plugins<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Output plugins send processed data to storage or analysis systems.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Logstash supports several output destinations such as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Elasticsearch<\/li>\n\n\n\n<li>Local files<\/li>\n\n\n\n<li>MongoDB<\/li>\n\n\n\n<li>Kafka<\/li>\n\n\n\n<li>Redis<\/li>\n\n\n\n<li>Amazon S3<\/li>\n\n\n\n<li>Google Cloud Storage<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This flexibility allows organizations to route logs to different systems based on their requirements.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Logstash Pipeline Overview<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A Logstash pipeline consists of:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Input \u2192 Filter \u2192 Output<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.elastic.co\/guide\/en\/logstash\/current\/static\/images\/basic_logstash_pipeline.png\" alt=\"Image result for logstash pipeline\"\/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pipeline Flow<\/strong><\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Input plugins collect logs and events<\/li>\n\n\n\n<li>Filter plugins process and structure the data<\/li>\n\n\n\n<li>Output plugins forward data to storage or monitoring systems<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">This architecture makes Logstash highly flexible and scalable.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><style type=\"text\/css\"><!--td {border: 1px solid #ccc;}br {mso-data-placement:same-cell;}--><\/style><\/p>\n\n\n\n<figure class=\"wp-block-table\"><div class=\"pcrstb-wrap\"><table class=\"has-fixed-layout\"><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Input Plugins<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Filter Plugins<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Output Plugins<\/h5>\n<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Beats<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Aggregate<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>CSV<\/h5>\n<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Elasticsearch<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>CSV<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Elasticsearch<\/h5>\n<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Kafka<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Date<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Email<\/h5>\n<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Graphite<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>geoip<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>File<\/h5>\n<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Heartbeat<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>grok<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Graphite<\/h5>\n<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Tttp<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Json<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Http<\/h5>\n<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>JDBC<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>sleep<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Jira<\/h5>\n<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>File<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>urlencode<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Kafka<\/h5>\n<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Log4j<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>UUID<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Nagios<\/h5>\n<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Redis<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>XML<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Redis<\/h5>\n<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Stdin<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>&nbsp;<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Stdout<\/h5>\n<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>TCP<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>&nbsp;<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>S3<\/h5>\n<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Twitter<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>&nbsp;<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>TCP<\/h5>\n<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>&nbsp;<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>&nbsp;<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>UDP<\/h5>\n<\/td><\/tr><\/tbody><\/table><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u00a0<span style=\"font-weight: 400;\">Logstash configuration file contains the input and output element and the optional element filter. The Input plugin consumes the data from the source and the filter plugin modifies the data as you specify and an output plugin will write the data to the destination.<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Configuration Files, Logs, and the Settings Files in the Appropriate Locations for the System<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><div class=\"pcrstb-wrap\"><table class=\"has-fixed-layout\"><tbody><tr><td>\n<h5 style=\"text-align: center;\">Type<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Description<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Default Location<\/h5>\n<\/td><\/tr><tr><td>\n<h5 style=\"text-align: center;\">home<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Home directory Installation<\/h5>\n<\/td><td>\n<h5 style=\"text-align: center;\">\/usr\/share\/logstash<\/h5>\n<\/td><\/tr><tr><td>\n<h5 style=\"text-align: center;\">bin<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Binary scripts including logstash to start Logstash<\/h5>\n<h5>and logstash -plugin to install plugins<\/h5>\n<\/td><td>\n<h5 style=\"text-align: center;\">\/usr\/share\/logstash\/bin<\/h5>\n<\/td><\/tr><tr><td>\n<h5 style=\"text-align: center;\">settings<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Configuration files, JVM.options and startup.options including logstash.yml<\/h5>\n<\/td><td>\n<h5 style=\"text-align: center;\">\/etc\/logstash<\/h5>\n<\/td><\/tr><tr><td>\n<h5 style=\"text-align: center;\">conf<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Logstash pipeline configuration files<\/h5>\n<\/td><td>\n<h5 style=\"text-align: center;\">\/etc\/logstash\/conf.d\/*.conf<\/h5>\n<\/td><\/tr><tr><td>\n<h5 style=\"text-align: center;\">logs<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Log files<\/h5>\n<\/td><td>\n<h5 style=\"text-align: center;\">\/var\/log\/logstash<\/h5>\n<\/td><\/tr><tr><td>\n<h5 style=\"text-align: center;\">plugins<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Local, non-Ruby-Gem plugin files. Each plugin is contained in a subdirectory. Recommended for development only.<\/h5>\n<\/td><td>\n<h5 style=\"text-align: center;\">\/usr\/share\/logstash\/plugins<\/h5>\n<\/td><\/tr><tr><td>\n<h5 style=\"text-align: center;\">data<\/h5>\n<\/td><td class=\"has-text-align-center\" data-align=\"center\">\n<h5>Data files used by logstash and its plugins for any persistence needs<\/h5>\n<\/td><td>\n<h5 style=\"text-align: center;\">\/var\/lib\/logstash<\/h5>\n<\/td><\/tr><\/tbody><\/table><\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Features of Logstash<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Logstash provides several powerful features for log management and data processing.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Centralized Log Collection : Collect logs from multiple servers and applications into a single platform.<\/li>\n\n\n\n<li>Real-Time Data Processing : Process and forward logs in real time for immediate analysis and monitoring.<\/li>\n\n\n\n<li>Multiple Plugin Support : Supports hundreds of plugins for inputs, filters, and outputs.<\/li>\n\n\n\n<li>Data Transformation : Convert unstructured logs into structured and searchable formats.<\/li>\n\n\n\n<li>Scalability : Capable of processing large volumes of logs and event data efficiently.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Common Use Cases of Logstash<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1. Log Analysis<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Logstash is commonly used with Elasticsearch and Kibana for centralized log analysis.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Popular data stores include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Elasticsearch<\/li>\n\n\n\n<li>MongoDB<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">These platforms help analyze logs and generate reports.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2. Data Archiving<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Organizations can archive logs for long-term storage using:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Amazon S3<\/li>\n\n\n\n<li>Google Cloud Storage<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Archived logs are useful for compliance and auditing purposes.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3. Monitoring and Alerting<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Logstash integrates with monitoring tools such as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Nagios<\/li>\n\n\n\n<li>Graphite<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This helps administrators monitor system performance and detect issues quickly.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Advantages of Logstash<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Some major advantages of Logstash include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Centralized log management<\/li>\n\n\n\n<li>Real-time event processing<\/li>\n\n\n\n<li>Flexible plugin architecture<\/li>\n\n\n\n<li>Easy integration with Elastic Stack<\/li>\n\n\n\n<li>Scalable data pipeline processing<\/li>\n\n\n\n<li>Supports multiple data sources and destinations<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">These features make Logstash a popular choice for enterprise logging solutions.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Logstash and Elastic Stack<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Logstash is commonly used as part of the Elastic Stack (ELK Stack):<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Elasticsearch \u2192 Data storage and search<\/li>\n\n\n\n<li>Logstash \u2192 Data collection and processing<\/li>\n\n\n\n<li>Kibana \u2192 Data visualization and dashboards<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Together, these tools provide a complete log management and analytics solution.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Conclusion<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Logstash is a powerful and flexible log collection and processing engine designed for centralized logging and event management. By using input, filter, and output plugins, Logstash can collect logs from multiple sources, process them into structured formats, and forward them to different storage or monitoring platforms.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Its scalability, plugin support, and integration capabilities make Logstash an essential tool for modern log analysis, monitoring, and data processing environments.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If you require help, <a href=\"https:\/\/www.supportpro.com\/requestquote.php\">contact SupportPRO Server Admin<\/a><\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><span id=\"hs-cta-wrapper-9d590242-d641-4383-94b4-8cfd62f0af6b\" class=\"hs-cta-wrapper\"><span id=\"hs-cta-9d590242-d641-4383-94b4-8cfd62f0af6b\" class=\"hs-cta-node hs-cta-9d590242-d641-4383-94b4-8cfd62f0af6b\"><a href=\"https:\/\/www.supportpro.com\/freecheckup.php\"><\/a><\/span><\/span><\/p>\n\n\n\n<div class=\"wp-block-media-text alignwide has-media-on-the-right is-stacked-on-mobile is-vertically-aligned-center has-white-background-color has-background\"><div class=\"wp-block-media-text__content\">\n<p class=\"has-large-font-size wp-block-paragraph\">Facing issues? <\/p>\n\n\n\n<p class=\"has-large-font-size wp-block-paragraph\">Our technical support<br>engineers can solve it. <\/p>\n\n\n\n<!--HubSpot Call-to-Action Code --><span class=\"hs-cta-wrapper\" id=\"hs-cta-wrapper-3350a795-db50-482f-9911-301930d1b1be\"><span class=\"hs-cta-node hs-cta-3350a795-db50-482f-9911-301930d1b1be\" id=\"hs-cta-3350a795-db50-482f-9911-301930d1b1be\"><!--[if lte IE 8]><div id=\"hs-cta-ie-element\"><\/div><![endif]--><a href=\"https:\/\/cta-redirect.hubspot.com\/cta\/redirect\/2725694\/3350a795-db50-482f-9911-301930d1b1be\" ><img decoding=\"async\" class=\"hs-cta-img\" id=\"hs-cta-img-3350a795-db50-482f-9911-301930d1b1be\" style=\"border-width:0px;\" src=\"https:\/\/no-cache.hubspot.com\/cta\/default\/2725694\/3350a795-db50-482f-9911-301930d1b1be.png\"  alt=\"Contact Us today!\"\/><\/a><\/span><script charset=\"utf-8\" src=\"https:\/\/js.hscta.net\/cta\/current.js\"><\/script><script type=\"text\/javascript\"> hbspt.cta.load(2725694, '3350a795-db50-482f-9911-301930d1b1be', {\"useNewLoader\":\"true\",\"region\":\"na1\"}); <\/script><\/span><!-- end HubSpot Call-to-Action Code -->\n<\/div><figure class=\"wp-block-media-text__media\"><img fetchpriority=\"high\" decoding=\"async\" width=\"904\" height=\"931\" src=\"https:\/\/www.supportpro.com\/blog\/wp-content\/uploads\/2022\/09\/Free-server-checkup.png\" alt=\"guy server checkup\" class=\"wp-image-12943 size-full\" srcset=\"https:\/\/www.supportpro.com\/blog\/wp-content\/uploads\/2022\/09\/Free-server-checkup.png 904w, https:\/\/www.supportpro.com\/blog\/wp-content\/uploads\/2022\/09\/Free-server-checkup-291x300.png 291w, https:\/\/www.supportpro.com\/blog\/wp-content\/uploads\/2022\/09\/Free-server-checkup-768x791.png 768w, https:\/\/www.supportpro.com\/blog\/wp-content\/uploads\/2022\/09\/Free-server-checkup-585x602.png 585w\" sizes=\"(max-width: 904px) 100vw, 904px\" \/><\/figure><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Logstash is a powerful log collection and event processing engine used for collecting, parsing, transforming, and forwarding logs and event data from multiple sources. It is one of the core&hellip;<\/p>\n","protected":false},"author":4,"featured_media":2512,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"","_lmt_disable":"","footnotes":""},"categories":[69,67,3],"tags":[],"class_list":["post-2672","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-aws","category-devops","category-technical-articles"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.supportpro.com\/blog\/wp-json\/wp\/v2\/posts\/2672","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.supportpro.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.supportpro.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.supportpro.com\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.supportpro.com\/blog\/wp-json\/wp\/v2\/comments?post=2672"}],"version-history":[{"count":18,"href":"https:\/\/www.supportpro.com\/blog\/wp-json\/wp\/v2\/posts\/2672\/revisions"}],"predecessor-version":[{"id":17209,"href":"https:\/\/www.supportpro.com\/blog\/wp-json\/wp\/v2\/posts\/2672\/revisions\/17209"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.supportpro.com\/blog\/wp-json\/wp\/v2\/media\/2512"}],"wp:attachment":[{"href":"https:\/\/www.supportpro.com\/blog\/wp-json\/wp\/v2\/media?parent=2672"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.supportpro.com\/blog\/wp-json\/wp\/v2\/categories?post=2672"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.supportpro.com\/blog\/wp-json\/wp\/v2\/tags?post=2672"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}