{"id":24773,"date":"2019-02-13T15:10:00","date_gmt":"2019-02-13T15:10:00","guid":{"rendered":"https:\/\/democontent.codex-themes.com\/sites-elementor\/business-multipurpose\/?page_id=24773"},"modified":"2026-01-12T19:28:06","modified_gmt":"2026-01-12T14:28:06","slug":"blog-page","status":"publish","type":"page","link":"https:\/\/kmwllc.com\/index.php\/blog-page\/","title":{"rendered":"Blog"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"24773\" class=\"elementor elementor-24773\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-44bd14e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"44bd14e\" data-element_type=\"section\" data-e-type=\"section\">\r\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-thegem\"><div class=\"elementor-row\">\r\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-df51ab2\" data-id=\"df51ab2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-24498dd flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-heading\" data-id=\"24498dd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-xxl\">BLOG<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-81b5c25 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-spacer\" data-id=\"81b5c25\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div><\/div>\r\n\t\t<\/section>\r\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5c37a45 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5c37a45\" data-element_type=\"section\" data-e-type=\"section\">\r\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-thegem\"><div class=\"elementor-row\">\r\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-05ab355\" data-id=\"05ab355\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6f0110e flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-thegem-blog-grid\" data-id=\"6f0110e\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;items_per_page&quot;:9,&quot;order_by&quot;:&quot;date&quot;,&quot;categories&quot;:[],&quot;thegem_elementor_preset&quot;:&quot;style-2&quot;,&quot;query_type&quot;:&quot;post&quot;,&quot;source&quot;:[&quot;categories&quot;],&quot;exclude_blog_posts_type&quot;:&quot;manual&quot;,&quot;order&quot;:&quot;default&quot;,&quot;image_icon_show&quot;:&quot;yes&quot;}\" data-widget_type=\"thegem-blog-grid.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"preloader\"><div class=\"preloader-spin\"><\/div><\/div>\n\t\t\t<div class=\"blog-grid blog clearfix  justified-style-2  blog-style-justified  blog-style-3x  item-animation-move-up   inline-row   blog-style-justified-3x \" data-page=\"1\" data-paged=\"1\" data-next-page=\"0\" data-load-more-action=\"thegem_bloggrid_load_more\">\n\t\t\t\n<article id=\"post-30279\" class=\"post-item col-lg-4 col-md-4 col-sm-6 col-xs-6 inline-column item-animations-not-inited post-30279 post type-post status-publish format-standard has-post-thumbnail category-elasticsearch category-lucene category-performance\">\n\n\t\t\t<div class=\"post-content-wrapper\">\n\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t<div class=\"post-image\"><div class=\"post-featured-content\"><a href=\"https:\/\/kmwllc.com\/index.php\/2026\/01\/10\/the-mystery-of-elasticsearch-8-17-query-performance-degradation\/\">\t\t<picture>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" src=\"https:\/\/kmwllc.com\/wp-content\/uploads\/2026\/01\/blog_elasticperftest_900x1200-thegem-blog-justified.png\" width=\"640\" height=\"480\"  class=\"img-responsive\" alt=\"blog_elasticperftest_900x1200\" \/>\n\t\t<\/picture>\n\t\t<\/a><\/div><\/div>\n\t\t\t\n\t\t\t<div class=\"caption-container\">\n\t\t\t\t<div class=\"description\">\n\t\t\t\t\t<div class=\"post-meta-conteiner\">\n\n\t\t\t\t\t\t\t<span class=\"post-meta-author\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tBy Henry Caldwell\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\n\t\t\t\t\t\t<div class=\"post-meta-right\">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div class=\"post-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"entry-title title-h4\"><a href=\"https:\/\/kmwllc.com\/index.php\/2026\/01\/10\/the-mystery-of-elasticsearch-8-17-query-performance-degradation\/\" rel=\"bookmark\"><span class=\"entry-title-date\">10 Jan: <\/span><span class=\"light\">The Mystery of Elasticsearch 8.17 Query Performance Degradation<\/span><\/a><\/div>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"post-text\">\n\t\t\t\t\t\t\t<div class=\"summary\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>We benchmarked Elasticsearch 8.14\u20138.18 as part of an upgrade we helped a customer with. We uncovered a hidden performance regression in nested indices and will share how we discovered this, along with the exact steps needed to fix it.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t\t<div class=\"info clearfix\">\n\t\t\t\t\t\t\t<div class=\"post-footer-sharing\">\n\t\t\t\t\t\t\t\t\n<div class=\"gem-button-container gem-widget-button gem-button-position-inline\">\n\t<a class=\"gem-button gem-button-size-tiny gem-button-style-flat gem-button-text-weight-normal gem-button-empty\" href=\"#\" target=\"_self\" role=\"button\" aria-label=\"Share\">\n\t\t<div class=\"elementor-icon\">\n\t\t\t\t\t\t\t<i class=\"default\"><\/i>\n\t\t\t\t\t<\/div>\n\t<\/a>\n<\/div>\n\n<div class=\"sharing-popup\">\n\t<div class=\"socials-sharing socials socials-colored-hover\">\n\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2026%2F01%2F10%2Fthe-mystery-of-elasticsearch-8-17-query-performance-degradation%2F\" title=\"Facebook\"><i class=\"socials-item-icon facebook\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/twitter.com\/intent\/tweet?text=The+Mystery+of+Elasticsearch+8.17+Query+Performance+Degradation&#038;url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2026%2F01%2F10%2Fthe-mystery-of-elasticsearch-8-17-query-performance-degradation%2F\" title=\"Twitter\"><i class=\"socials-item-icon twitter\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/pinterest.com\/pin\/create\/button\/?url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2026%2F01%2F10%2Fthe-mystery-of-elasticsearch-8-17-query-performance-degradation%2F&#038;description=The+Mystery+of+Elasticsearch+8.17+Query+Performance+Degradation&#038;media=https%3A%2F%2Fkmwllc.com%2Fwp-content%2Fuploads%2F2026%2F01%2Fblog_elasticperftest_900x1200-thegem-blog-timeline-large.png\" title=\"Pinterest\"><i class=\"socials-item-icon pinterest\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"http:\/\/tumblr.com\/widgets\/share\/tool?canonicalUrl=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2026%2F01%2F10%2Fthe-mystery-of-elasticsearch-8-17-query-performance-degradation%2F\" title=\"Tumblr\"><i class=\"socials-item-icon tumblr\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&#038;url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2026%2F01%2F10%2Fthe-mystery-of-elasticsearch-8-17-query-performance-degradation%2F&#038;title=The+Mystery+of+Elasticsearch+8.17+Query+Performance+Degradation&amp;summary=We+benchmarked+Elasticsearch+8.14%E2%80%938.18+as+part+of+an+upgrade+we+helped+a+customer+with.+We+uncovered+a+hidden+performance+regression+in+nested+indices+and+will+share+how+we+discovered+this%2C+along+with+the+exact+steps+needed+to+fix+it.\" title=\"LinkedIn\"><i class=\"socials-item-icon linkedin\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.reddit.com\/submit?url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2026%2F01%2F10%2Fthe-mystery-of-elasticsearch-8-17-query-performance-degradation%2F&#038;title=The+Mystery+of+Elasticsearch+8.17+Query+Performance+Degradation\" title=\"Reddit\"><i class=\"socials-item-icon reddit\"><\/i><\/a>\n\t\t\n\t<\/div>\n\t<svg class=\"sharing-styled-arrow\"><use xlink:href=\"https:\/\/kmwllc.com\/wp-content\/themes\/thegem-elementor\/css\/post-arrow.svg#dec-post-arrow\"><\/use><\/svg>\n<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"post-read-more\">\n\t\t\t\t\t\t\t\t\t<div class=\"gem-button-container gem-widget-button gem-button-position-inline\">\n\t\t<a class=\"gem-button gem-button-size-tiny gem-button-style-outline\" href=\"https:\/\/kmwllc.com\/index.php\/2026\/01\/10\/the-mystery-of-elasticsearch-8-17-query-performance-degradation\/\">\n\t\t\t<span class=\"gem-inner-wrapper-btn\">\n\t\t\t\t\t\t\t\t<span class=\"gem-text-button\">\n\t\t\t\t\tRead More\t\t\t\t<\/span>\n\t\t\t<\/span>\n\t\t<\/a>\n\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t<\/div>\n\n<\/article>\n\n<article id=\"post-30125\" class=\"post-item col-lg-4 col-md-4 col-sm-6 col-xs-6 inline-column item-animations-not-inited post-30125 post type-post status-publish format-standard has-post-thumbnail category-ai category-performance category-relevancy category-search category-uncategorized\">\n\n\t\t\t<div class=\"post-content-wrapper\">\n\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t<div class=\"post-image\"><div class=\"post-featured-content\"><a href=\"https:\/\/kmwllc.com\/index.php\/2025\/10\/04\/whats-the-best-way-to-do-entity-extraction-for-search\/\">\t\t<picture>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img src=\"https:\/\/kmwllc.com\/wp-content\/uploads\/2025\/10\/blogpost_entityex-thegem-blog-justified.png\" width=\"640\" height=\"480\"  class=\"img-responsive\" alt=\"blogpost_entityex\" \/>\n\t\t<\/picture>\n\t\t<\/a><\/div><\/div>\n\t\t\t\n\t\t\t<div class=\"caption-container\">\n\t\t\t\t<div class=\"description\">\n\t\t\t\t\t<div class=\"post-meta-conteiner\">\n\n\t\t\t\t\t\t\t<span class=\"post-meta-author\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tBy Jacob Squatrito\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\n\t\t\t\t\t\t<div class=\"post-meta-right\">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div class=\"post-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"entry-title title-h4\"><a href=\"https:\/\/kmwllc.com\/index.php\/2025\/10\/04\/whats-the-best-way-to-do-entity-extraction-for-search\/\" rel=\"bookmark\"><span class=\"entry-title-date\">04 Oct: <\/span><span class=\"light\">What&#8217;s the best way to do entity extraction for search?<\/span><\/a><\/div>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"post-text\">\n\t\t\t\t\t\t\t<div class=\"summary\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>Comparing the Effectiveness of Entity Extraction between NLP and LLMs<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t\t<div class=\"info clearfix\">\n\t\t\t\t\t\t\t<div class=\"post-footer-sharing\">\n\t\t\t\t\t\t\t\t\n<div class=\"gem-button-container gem-widget-button gem-button-position-inline\">\n\t<a class=\"gem-button gem-button-size-tiny gem-button-style-flat gem-button-text-weight-normal gem-button-empty\" href=\"#\" target=\"_self\" role=\"button\" aria-label=\"Share\">\n\t\t<div class=\"elementor-icon\">\n\t\t\t\t\t\t\t<i class=\"default\"><\/i>\n\t\t\t\t\t<\/div>\n\t<\/a>\n<\/div>\n\n<div class=\"sharing-popup\">\n\t<div class=\"socials-sharing socials socials-colored-hover\">\n\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2025%2F10%2F04%2Fwhats-the-best-way-to-do-entity-extraction-for-search%2F\" title=\"Facebook\"><i class=\"socials-item-icon facebook\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/twitter.com\/intent\/tweet?text=What%26%238217%3Bs+the+best+way+to+do+entity+extraction+for+search%3F&#038;url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2025%2F10%2F04%2Fwhats-the-best-way-to-do-entity-extraction-for-search%2F\" title=\"Twitter\"><i class=\"socials-item-icon twitter\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/pinterest.com\/pin\/create\/button\/?url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2025%2F10%2F04%2Fwhats-the-best-way-to-do-entity-extraction-for-search%2F&#038;description=What%26%238217%3Bs+the+best+way+to+do+entity+extraction+for+search%3F&#038;media=https%3A%2F%2Fkmwllc.com%2Fwp-content%2Fuploads%2F2025%2F10%2Fblogpost_entityex-thegem-blog-timeline-large.png\" title=\"Pinterest\"><i class=\"socials-item-icon pinterest\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"http:\/\/tumblr.com\/widgets\/share\/tool?canonicalUrl=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2025%2F10%2F04%2Fwhats-the-best-way-to-do-entity-extraction-for-search%2F\" title=\"Tumblr\"><i class=\"socials-item-icon tumblr\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&#038;url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2025%2F10%2F04%2Fwhats-the-best-way-to-do-entity-extraction-for-search%2F&#038;title=What%26%238217%3Bs+the+best+way+to+do+entity+extraction+for+search%3F&amp;summary=Comparing+the+Effectiveness+of+Entity+Extraction+between+NLP+and+LLMs\" title=\"LinkedIn\"><i class=\"socials-item-icon linkedin\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.reddit.com\/submit?url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2025%2F10%2F04%2Fwhats-the-best-way-to-do-entity-extraction-for-search%2F&#038;title=What%26%238217%3Bs+the+best+way+to+do+entity+extraction+for+search%3F\" title=\"Reddit\"><i class=\"socials-item-icon reddit\"><\/i><\/a>\n\t\t\n\t<\/div>\n\t<svg class=\"sharing-styled-arrow\"><use xlink:href=\"https:\/\/kmwllc.com\/wp-content\/themes\/thegem-elementor\/css\/post-arrow.svg#dec-post-arrow\"><\/use><\/svg>\n<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"post-read-more\">\n\t\t\t\t\t\t\t\t\t<div class=\"gem-button-container gem-widget-button gem-button-position-inline\">\n\t\t<a class=\"gem-button gem-button-size-tiny gem-button-style-outline\" href=\"https:\/\/kmwllc.com\/index.php\/2025\/10\/04\/whats-the-best-way-to-do-entity-extraction-for-search\/\">\n\t\t\t<span class=\"gem-inner-wrapper-btn\">\n\t\t\t\t\t\t\t\t<span class=\"gem-text-button\">\n\t\t\t\t\tRead More\t\t\t\t<\/span>\n\t\t\t<\/span>\n\t\t<\/a>\n\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t<\/div>\n\n<\/article>\n\n<article id=\"post-30155\" class=\"post-item col-lg-4 col-md-4 col-sm-6 col-xs-6 inline-column item-animations-not-inited post-30155 post type-post status-publish format-standard has-post-thumbnail category-ai\">\n\n\t\t\t<div class=\"post-content-wrapper\">\n\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t<div class=\"post-image\"><div class=\"post-featured-content\"><a href=\"https:\/\/kmwllc.com\/index.php\/2025\/05\/20\/mcp-in-llm-apps-overkill-or-integral\/\">\t\t<picture>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img src=\"https:\/\/kmwllc.com\/wp-content\/uploads\/2025\/05\/blog_mcp_1200x900_min-thegem-blog-justified.png\" width=\"640\" height=\"480\"  class=\"img-responsive\" alt=\"blog_mcp_1200x900_min\" \/>\n\t\t<\/picture>\n\t\t<\/a><\/div><\/div>\n\t\t\t\n\t\t\t<div class=\"caption-container\">\n\t\t\t\t<div class=\"description\">\n\t\t\t\t\t<div class=\"post-meta-conteiner\">\n\n\t\t\t\t\t\t\t<span class=\"post-meta-author\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tBy Kevin Butler\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\n\t\t\t\t\t\t<div class=\"post-meta-right\">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div class=\"post-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"entry-title title-h4\"><a href=\"https:\/\/kmwllc.com\/index.php\/2025\/05\/20\/mcp-in-llm-apps-overkill-or-integral\/\" rel=\"bookmark\"><span class=\"entry-title-date\">20 May: <\/span><span class=\"light\">MCP in LLM Apps: Overkill or Integral?<\/span><\/a><\/div>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"post-text\">\n\t\t\t\t\t\t\t<div class=\"summary\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>As with any tech decision, the right tool depends on the context. But as LLM development matures, the trend is clear: we\u2019re moving toward simplicity, agility, and tight integration.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t\t<div class=\"info clearfix\">\n\t\t\t\t\t\t\t<div class=\"post-footer-sharing\">\n\t\t\t\t\t\t\t\t\n<div class=\"gem-button-container gem-widget-button gem-button-position-inline\">\n\t<a class=\"gem-button gem-button-size-tiny gem-button-style-flat gem-button-text-weight-normal gem-button-empty\" href=\"#\" target=\"_self\" role=\"button\" aria-label=\"Share\">\n\t\t<div class=\"elementor-icon\">\n\t\t\t\t\t\t\t<i class=\"default\"><\/i>\n\t\t\t\t\t<\/div>\n\t<\/a>\n<\/div>\n\n<div class=\"sharing-popup\">\n\t<div class=\"socials-sharing socials socials-colored-hover\">\n\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2025%2F05%2F20%2Fmcp-in-llm-apps-overkill-or-integral%2F\" title=\"Facebook\"><i class=\"socials-item-icon facebook\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/twitter.com\/intent\/tweet?text=MCP+in+LLM+Apps%3A+Overkill+or+Integral%3F&#038;url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2025%2F05%2F20%2Fmcp-in-llm-apps-overkill-or-integral%2F\" title=\"Twitter\"><i class=\"socials-item-icon twitter\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/pinterest.com\/pin\/create\/button\/?url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2025%2F05%2F20%2Fmcp-in-llm-apps-overkill-or-integral%2F&#038;description=MCP+in+LLM+Apps%3A+Overkill+or+Integral%3F&#038;media=https%3A%2F%2Fkmwllc.com%2Fwp-content%2Fuploads%2F2025%2F05%2Fblog_mcp_1200x900_min-thegem-blog-timeline-large.png\" title=\"Pinterest\"><i class=\"socials-item-icon pinterest\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"http:\/\/tumblr.com\/widgets\/share\/tool?canonicalUrl=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2025%2F05%2F20%2Fmcp-in-llm-apps-overkill-or-integral%2F\" title=\"Tumblr\"><i class=\"socials-item-icon tumblr\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&#038;url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2025%2F05%2F20%2Fmcp-in-llm-apps-overkill-or-integral%2F&#038;title=MCP+in+LLM+Apps%3A+Overkill+or+Integral%3F&amp;summary=As+with+any+tech+decision%2C+the+right+tool+depends+on+the+context.+But+as+LLM+development+matures%2C+the+trend+is+clear%3A+we%E2%80%99re+moving+toward+simplicity%2C+agility%2C+and+tight+integration.\" title=\"LinkedIn\"><i class=\"socials-item-icon linkedin\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.reddit.com\/submit?url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2025%2F05%2F20%2Fmcp-in-llm-apps-overkill-or-integral%2F&#038;title=MCP+in+LLM+Apps%3A+Overkill+or+Integral%3F\" title=\"Reddit\"><i class=\"socials-item-icon reddit\"><\/i><\/a>\n\t\t\n\t<\/div>\n\t<svg class=\"sharing-styled-arrow\"><use xlink:href=\"https:\/\/kmwllc.com\/wp-content\/themes\/thegem-elementor\/css\/post-arrow.svg#dec-post-arrow\"><\/use><\/svg>\n<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"post-read-more\">\n\t\t\t\t\t\t\t\t\t<div class=\"gem-button-container gem-widget-button gem-button-position-inline\">\n\t\t<a class=\"gem-button gem-button-size-tiny gem-button-style-outline\" href=\"https:\/\/kmwllc.com\/index.php\/2025\/05\/20\/mcp-in-llm-apps-overkill-or-integral\/\">\n\t\t\t<span class=\"gem-inner-wrapper-btn\">\n\t\t\t\t\t\t\t\t<span class=\"gem-text-button\">\n\t\t\t\t\tRead More\t\t\t\t<\/span>\n\t\t\t<\/span>\n\t\t<\/a>\n\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t<\/div>\n\n<\/article>\n\n<article id=\"post-29895\" class=\"post-item col-lg-4 col-md-4 col-sm-6 col-xs-6 inline-column item-animations-not-inited post-29895 post type-post status-publish format-standard has-post-thumbnail category-ai category-opensearch category-relevancy category-search category-solr category-vector-search\">\n\n\t\t\t<div class=\"post-content-wrapper\">\n\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t<div class=\"post-image\"><div class=\"post-featured-content\"><a href=\"https:\/\/kmwllc.com\/index.php\/2024\/06\/23\/rag-question-answering-system-for-solr-and-opensearch\/\">\t\t<picture>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" src=\"https:\/\/kmwllc.com\/wp-content\/uploads\/2024\/06\/blog_rag-thegem-blog-justified.png\" width=\"640\" height=\"480\"  class=\"img-responsive\" alt=\"blog_rag\" \/>\n\t\t<\/picture>\n\t\t<\/a><\/div><\/div>\n\t\t\t\n\t\t\t<div class=\"caption-container\">\n\t\t\t\t<div class=\"description\">\n\t\t\t\t\t<div class=\"post-meta-conteiner\">\n\n\t\t\t\t\t\t\t<span class=\"post-meta-author\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tBy Akul Sethi\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\n\t\t\t\t\t\t<div class=\"post-meta-right\">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div class=\"post-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"entry-title title-h4\"><a href=\"https:\/\/kmwllc.com\/index.php\/2024\/06\/23\/rag-question-answering-system-for-solr-and-opensearch\/\" rel=\"bookmark\"><span class=\"entry-title-date\">23 Jun: <\/span><span class=\"light\">RAG Question Answering System for Solr and OpenSearch\u00a0<\/span><\/a><\/div>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"post-text\">\n\t\t\t\t\t\t\t<div class=\"summary\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>We describe the process of using retrieval-augmented generation (RAG) to create a question-answering system about Solr and OpenSearch using an assortment of LLMs from HuggingFace and OpenAI.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t\t<div class=\"info clearfix\">\n\t\t\t\t\t\t\t<div class=\"post-footer-sharing\">\n\t\t\t\t\t\t\t\t\n<div class=\"gem-button-container gem-widget-button gem-button-position-inline\">\n\t<a class=\"gem-button gem-button-size-tiny gem-button-style-flat gem-button-text-weight-normal gem-button-empty\" href=\"#\" target=\"_self\" role=\"button\" aria-label=\"Share\">\n\t\t<div class=\"elementor-icon\">\n\t\t\t\t\t\t\t<i class=\"default\"><\/i>\n\t\t\t\t\t<\/div>\n\t<\/a>\n<\/div>\n\n<div class=\"sharing-popup\">\n\t<div class=\"socials-sharing socials socials-colored-hover\">\n\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2024%2F06%2F23%2Frag-question-answering-system-for-solr-and-opensearch%2F\" title=\"Facebook\"><i class=\"socials-item-icon facebook\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/twitter.com\/intent\/tweet?text=RAG+Question+Answering+System+for+Solr+and+OpenSearch%C2%A0&#038;url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2024%2F06%2F23%2Frag-question-answering-system-for-solr-and-opensearch%2F\" title=\"Twitter\"><i class=\"socials-item-icon twitter\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/pinterest.com\/pin\/create\/button\/?url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2024%2F06%2F23%2Frag-question-answering-system-for-solr-and-opensearch%2F&#038;description=RAG+Question+Answering+System+for+Solr+and+OpenSearch%C2%A0&#038;media=https%3A%2F%2Fkmwllc.com%2Fwp-content%2Fuploads%2F2024%2F06%2Fblog_rag-thegem-blog-timeline-large.png\" title=\"Pinterest\"><i class=\"socials-item-icon pinterest\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"http:\/\/tumblr.com\/widgets\/share\/tool?canonicalUrl=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2024%2F06%2F23%2Frag-question-answering-system-for-solr-and-opensearch%2F\" title=\"Tumblr\"><i class=\"socials-item-icon tumblr\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&#038;url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2024%2F06%2F23%2Frag-question-answering-system-for-solr-and-opensearch%2F&#038;title=RAG+Question+Answering+System+for+Solr+and+OpenSearch%C2%A0&amp;summary=We+describe+the+process+of+using+retrieval-augmented+generation+%28RAG%29+to+create+a+question-answering+system+about+Solr+and+OpenSearch+using+an+assortment+of+LLMs+from+HuggingFace+and+OpenAI.\" title=\"LinkedIn\"><i class=\"socials-item-icon linkedin\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.reddit.com\/submit?url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2024%2F06%2F23%2Frag-question-answering-system-for-solr-and-opensearch%2F&#038;title=RAG+Question+Answering+System+for+Solr+and+OpenSearch%C2%A0\" title=\"Reddit\"><i class=\"socials-item-icon reddit\"><\/i><\/a>\n\t\t\n\t<\/div>\n\t<svg class=\"sharing-styled-arrow\"><use xlink:href=\"https:\/\/kmwllc.com\/wp-content\/themes\/thegem-elementor\/css\/post-arrow.svg#dec-post-arrow\"><\/use><\/svg>\n<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"post-read-more\">\n\t\t\t\t\t\t\t\t\t<div class=\"gem-button-container gem-widget-button gem-button-position-inline\">\n\t\t<a class=\"gem-button gem-button-size-tiny gem-button-style-outline\" href=\"https:\/\/kmwllc.com\/index.php\/2024\/06\/23\/rag-question-answering-system-for-solr-and-opensearch\/\">\n\t\t\t<span class=\"gem-inner-wrapper-btn\">\n\t\t\t\t\t\t\t\t<span class=\"gem-text-button\">\n\t\t\t\t\tRead More\t\t\t\t<\/span>\n\t\t\t<\/span>\n\t\t<\/a>\n\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t<\/div>\n\n<\/article>\n\n<article id=\"post-29639\" class=\"post-item col-lg-4 col-md-4 col-sm-6 col-xs-6 inline-column item-animations-not-inited post-29639 post type-post status-publish format-standard has-post-thumbnail category-lucene category-opensearch category-performance category-search\">\n\n\t\t\t<div class=\"post-content-wrapper\">\n\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t<div class=\"post-image\"><div class=\"post-featured-content\"><a href=\"https:\/\/kmwllc.com\/index.php\/2024\/05\/30\/duplicate-terms-aggregation-plug-in-for-opensearch\/\">\t\t<picture>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" src=\"https:\/\/kmwllc.com\/wp-content\/uploads\/2024\/05\/blog_opensearch-agg1200x900-min-thegem-blog-justified.png\" width=\"640\" height=\"480\"  class=\"img-responsive\" alt=\"blog_opensearch-agg1200x900-min\" \/>\n\t\t<\/picture>\n\t\t<\/a><\/div><\/div>\n\t\t\t\n\t\t\t<div class=\"caption-container\">\n\t\t\t\t<div class=\"description\">\n\t\t\t\t\t<div class=\"post-meta-conteiner\">\n\n\t\t\t\t\t\t\t<span class=\"post-meta-author\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tBy Abijit Rangesh\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\n\t\t\t\t\t\t<div class=\"post-meta-right\">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div class=\"post-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"entry-title title-h4\"><a href=\"https:\/\/kmwllc.com\/index.php\/2024\/05\/30\/duplicate-terms-aggregation-plug-in-for-opensearch\/\" rel=\"bookmark\"><span class=\"entry-title-date\">30 May: <\/span><span class=\"light\">Duplicate Terms Aggregation Plug-in for OpenSearch<\/span><\/a><\/div>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"post-text\">\n\t\t\t\t\t\t\t<div class=\"summary\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>In Lucene-based search engines like OpenSearch and Solr, keyword aggregations ignore duplicate values that occur within a multi-valued field. We built an OpenSearch plugin to overcome this limitation.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t\t<div class=\"info clearfix\">\n\t\t\t\t\t\t\t<div class=\"post-footer-sharing\">\n\t\t\t\t\t\t\t\t\n<div class=\"gem-button-container gem-widget-button gem-button-position-inline\">\n\t<a class=\"gem-button gem-button-size-tiny gem-button-style-flat gem-button-text-weight-normal gem-button-empty\" href=\"#\" target=\"_self\" role=\"button\" aria-label=\"Share\">\n\t\t<div class=\"elementor-icon\">\n\t\t\t\t\t\t\t<i class=\"default\"><\/i>\n\t\t\t\t\t<\/div>\n\t<\/a>\n<\/div>\n\n<div class=\"sharing-popup\">\n\t<div class=\"socials-sharing socials socials-colored-hover\">\n\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2024%2F05%2F30%2Fduplicate-terms-aggregation-plug-in-for-opensearch%2F\" title=\"Facebook\"><i class=\"socials-item-icon facebook\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/twitter.com\/intent\/tweet?text=Duplicate+Terms+Aggregation+Plug-in+for+OpenSearch&#038;url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2024%2F05%2F30%2Fduplicate-terms-aggregation-plug-in-for-opensearch%2F\" title=\"Twitter\"><i class=\"socials-item-icon twitter\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/pinterest.com\/pin\/create\/button\/?url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2024%2F05%2F30%2Fduplicate-terms-aggregation-plug-in-for-opensearch%2F&#038;description=Duplicate+Terms+Aggregation+Plug-in+for+OpenSearch&#038;media=https%3A%2F%2Fkmwllc.com%2Fwp-content%2Fuploads%2F2024%2F05%2Fblog_opensearch-agg1200x900-min-thegem-blog-timeline-large.png\" title=\"Pinterest\"><i class=\"socials-item-icon pinterest\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"http:\/\/tumblr.com\/widgets\/share\/tool?canonicalUrl=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2024%2F05%2F30%2Fduplicate-terms-aggregation-plug-in-for-opensearch%2F\" title=\"Tumblr\"><i class=\"socials-item-icon tumblr\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&#038;url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2024%2F05%2F30%2Fduplicate-terms-aggregation-plug-in-for-opensearch%2F&#038;title=Duplicate+Terms+Aggregation+Plug-in+for+OpenSearch&amp;summary=In+Lucene-based+search+engines+like+OpenSearch+and+Solr%2C+keyword+aggregations+ignore+duplicate+values+that+occur+within+a+multi-valued+field.+We+built+an+OpenSearch+plugin+to+overcome+this+limitation.\" title=\"LinkedIn\"><i class=\"socials-item-icon linkedin\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.reddit.com\/submit?url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2024%2F05%2F30%2Fduplicate-terms-aggregation-plug-in-for-opensearch%2F&#038;title=Duplicate+Terms+Aggregation+Plug-in+for+OpenSearch\" title=\"Reddit\"><i class=\"socials-item-icon reddit\"><\/i><\/a>\n\t\t\n\t<\/div>\n\t<svg class=\"sharing-styled-arrow\"><use xlink:href=\"https:\/\/kmwllc.com\/wp-content\/themes\/thegem-elementor\/css\/post-arrow.svg#dec-post-arrow\"><\/use><\/svg>\n<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"post-read-more\">\n\t\t\t\t\t\t\t\t\t<div class=\"gem-button-container gem-widget-button gem-button-position-inline\">\n\t\t<a class=\"gem-button gem-button-size-tiny gem-button-style-outline\" href=\"https:\/\/kmwllc.com\/index.php\/2024\/05\/30\/duplicate-terms-aggregation-plug-in-for-opensearch\/\">\n\t\t\t<span class=\"gem-inner-wrapper-btn\">\n\t\t\t\t\t\t\t\t<span class=\"gem-text-button\">\n\t\t\t\t\tRead More\t\t\t\t<\/span>\n\t\t\t<\/span>\n\t\t<\/a>\n\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t<\/div>\n\n<\/article>\n\n<article id=\"post-28464\" class=\"post-item col-lg-4 col-md-4 col-sm-6 col-xs-6 inline-column item-animations-not-inited post-28464 post type-post status-publish format-standard has-post-thumbnail category-ai category-opensearch category-search category-vector-search\">\n\n\t\t\t<div class=\"post-content-wrapper\">\n\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t<div class=\"post-image\"><div class=\"post-featured-content\"><a href=\"https:\/\/kmwllc.com\/index.php\/2023\/03\/29\/building-vector-search-on-opensearch\/\">\t\t<picture>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" src=\"https:\/\/kmwllc.com\/wp-content\/uploads\/2024\/05\/blog_vectorSearch_1200x900-min-thegem-blog-justified.png\" width=\"640\" height=\"480\"  class=\"img-responsive\" alt=\"blog_vectorSearch_1200x900-min\" \/>\n\t\t<\/picture>\n\t\t<\/a><\/div><\/div>\n\t\t\t\n\t\t\t<div class=\"caption-container\">\n\t\t\t\t<div class=\"description\">\n\t\t\t\t\t<div class=\"post-meta-conteiner\">\n\n\t\t\t\t\t\t\t<span class=\"post-meta-author\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tBy Jake Horban\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\n\t\t\t\t\t\t<div class=\"post-meta-right\">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div class=\"post-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"entry-title title-h4\"><a href=\"https:\/\/kmwllc.com\/index.php\/2023\/03\/29\/building-vector-search-on-opensearch\/\" rel=\"bookmark\"><span class=\"entry-title-date\">29 Mar: <\/span><span class=\"light\">Building A Vector Search Application on OpenSearch<\/span><\/a><\/div>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"post-text\">\n\t\t\t\t\t\t\t<div class=\"summary\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>We created a POC vector search application using OpenSearch. In this post, we discuss what we did to get it working as well as investigate how popular search features like sorting, aggregating and filtering can be utilized in vector search.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t\t<div class=\"info clearfix\">\n\t\t\t\t\t\t\t<div class=\"post-footer-sharing\">\n\t\t\t\t\t\t\t\t\n<div class=\"gem-button-container gem-widget-button gem-button-position-inline\">\n\t<a class=\"gem-button gem-button-size-tiny gem-button-style-flat gem-button-text-weight-normal gem-button-empty\" href=\"#\" target=\"_self\" role=\"button\" aria-label=\"Share\">\n\t\t<div class=\"elementor-icon\">\n\t\t\t\t\t\t\t<i class=\"default\"><\/i>\n\t\t\t\t\t<\/div>\n\t<\/a>\n<\/div>\n\n<div class=\"sharing-popup\">\n\t<div class=\"socials-sharing socials socials-colored-hover\">\n\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2023%2F03%2F29%2Fbuilding-vector-search-on-opensearch%2F\" title=\"Facebook\"><i class=\"socials-item-icon facebook\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/twitter.com\/intent\/tweet?text=Building+A+Vector+Search+Application+on+OpenSearch&#038;url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2023%2F03%2F29%2Fbuilding-vector-search-on-opensearch%2F\" title=\"Twitter\"><i class=\"socials-item-icon twitter\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/pinterest.com\/pin\/create\/button\/?url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2023%2F03%2F29%2Fbuilding-vector-search-on-opensearch%2F&#038;description=Building+A+Vector+Search+Application+on+OpenSearch&#038;media=https%3A%2F%2Fkmwllc.com%2Fwp-content%2Fuploads%2F2024%2F05%2Fblog_vectorSearch_1200x900-min-thegem-blog-timeline-large.png\" title=\"Pinterest\"><i class=\"socials-item-icon pinterest\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"http:\/\/tumblr.com\/widgets\/share\/tool?canonicalUrl=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2023%2F03%2F29%2Fbuilding-vector-search-on-opensearch%2F\" title=\"Tumblr\"><i class=\"socials-item-icon tumblr\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&#038;url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2023%2F03%2F29%2Fbuilding-vector-search-on-opensearch%2F&#038;title=Building+A+Vector+Search+Application+on+OpenSearch&amp;summary=We+created+a+POC+vector+search+application+using+OpenSearch.+In+this+post%2C+we+discuss+what+we+did+to+get+it+working+as+well+as+investigate+how+popular+search+features+like+sorting%2C+aggregating+and+filtering+can+be+utilized+in+vector+search.\" title=\"LinkedIn\"><i class=\"socials-item-icon linkedin\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.reddit.com\/submit?url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2023%2F03%2F29%2Fbuilding-vector-search-on-opensearch%2F&#038;title=Building+A+Vector+Search+Application+on+OpenSearch\" title=\"Reddit\"><i class=\"socials-item-icon reddit\"><\/i><\/a>\n\t\t\n\t<\/div>\n\t<svg class=\"sharing-styled-arrow\"><use xlink:href=\"https:\/\/kmwllc.com\/wp-content\/themes\/thegem-elementor\/css\/post-arrow.svg#dec-post-arrow\"><\/use><\/svg>\n<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"post-read-more\">\n\t\t\t\t\t\t\t\t\t<div class=\"gem-button-container gem-widget-button gem-button-position-inline\">\n\t\t<a class=\"gem-button gem-button-size-tiny gem-button-style-outline\" href=\"https:\/\/kmwllc.com\/index.php\/2023\/03\/29\/building-vector-search-on-opensearch\/\">\n\t\t\t<span class=\"gem-inner-wrapper-btn\">\n\t\t\t\t\t\t\t\t<span class=\"gem-text-button\">\n\t\t\t\t\tRead More\t\t\t\t<\/span>\n\t\t\t<\/span>\n\t\t<\/a>\n\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t<\/div>\n\n<\/article>\n\n<article id=\"post-28075\" class=\"post-item col-lg-4 col-md-4 col-sm-6 col-xs-6 inline-column item-animations-not-inited post-28075 post type-post status-publish format-standard has-post-thumbnail category-elasticsearch category-search category-solr\">\n\n\t\t\t<div class=\"post-content-wrapper\">\n\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t<div class=\"post-image\"><div class=\"post-featured-content\"><a href=\"https:\/\/kmwllc.com\/index.php\/2022\/12\/17\/ingesting-solr-logs-with-the-elk-stack\/\">\t\t<picture>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" src=\"https:\/\/kmwllc.com\/wp-content\/uploads\/2022\/12\/blog_LogAnalysisElk_min-thegem-blog-justified.png\" width=\"640\" height=\"480\"  class=\"img-responsive\" alt=\"blog_LogAnalysisElk_min\" \/>\n\t\t<\/picture>\n\t\t<\/a><\/div><\/div>\n\t\t\t\n\t\t\t<div class=\"caption-container\">\n\t\t\t\t<div class=\"description\">\n\t\t\t\t\t<div class=\"post-meta-conteiner\">\n\n\t\t\t\t\t\t\t<span class=\"post-meta-author\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tBy Kira Traynor\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\n\t\t\t\t\t\t<div class=\"post-meta-right\">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div class=\"post-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"entry-title title-h4\"><a href=\"https:\/\/kmwllc.com\/index.php\/2022\/12\/17\/ingesting-solr-logs-with-the-elk-stack\/\" rel=\"bookmark\"><span class=\"entry-title-date\">17 Dec: <\/span><span class=\"light\">Ingesting Solr Logs with the ELK Stack<\/span><\/a><\/div>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"post-text\">\n\t\t\t\t\t\t\t<div class=\"summary\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>When it comes to analyzing Solr logs, Solr does have some out of the box tools. However, we\u2019ve found that those tools don\u2019t give a lot of options for creating rich visual analysis, and don&#8217;t offer a way to analyze logs in real time. So what do we do? We turn to another open-source platform: Elastic.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t\t<div class=\"info clearfix\">\n\t\t\t\t\t\t\t<div class=\"post-footer-sharing\">\n\t\t\t\t\t\t\t\t\n<div class=\"gem-button-container gem-widget-button gem-button-position-inline\">\n\t<a class=\"gem-button gem-button-size-tiny gem-button-style-flat gem-button-text-weight-normal gem-button-empty\" href=\"#\" target=\"_self\" role=\"button\" aria-label=\"Share\">\n\t\t<div class=\"elementor-icon\">\n\t\t\t\t\t\t\t<i class=\"default\"><\/i>\n\t\t\t\t\t<\/div>\n\t<\/a>\n<\/div>\n\n<div class=\"sharing-popup\">\n\t<div class=\"socials-sharing socials socials-colored-hover\">\n\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2022%2F12%2F17%2Fingesting-solr-logs-with-the-elk-stack%2F\" title=\"Facebook\"><i class=\"socials-item-icon facebook\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/twitter.com\/intent\/tweet?text=Ingesting+Solr+Logs+with+the+ELK+Stack&#038;url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2022%2F12%2F17%2Fingesting-solr-logs-with-the-elk-stack%2F\" title=\"Twitter\"><i class=\"socials-item-icon twitter\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/pinterest.com\/pin\/create\/button\/?url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2022%2F12%2F17%2Fingesting-solr-logs-with-the-elk-stack%2F&#038;description=Ingesting+Solr+Logs+with+the+ELK+Stack&#038;media=https%3A%2F%2Fkmwllc.com%2Fwp-content%2Fuploads%2F2022%2F12%2Fblog_LogAnalysisElk_min-thegem-blog-timeline-large.png\" title=\"Pinterest\"><i class=\"socials-item-icon pinterest\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"http:\/\/tumblr.com\/widgets\/share\/tool?canonicalUrl=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2022%2F12%2F17%2Fingesting-solr-logs-with-the-elk-stack%2F\" title=\"Tumblr\"><i class=\"socials-item-icon tumblr\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&#038;url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2022%2F12%2F17%2Fingesting-solr-logs-with-the-elk-stack%2F&#038;title=Ingesting+Solr+Logs+with+the+ELK+Stack&amp;summary=When+it+comes+to+analyzing+Solr+logs%2C+Solr+does+have+some+out+of+the+box+tools.+However%2C+we%E2%80%99ve+found+that+those+tools+don%E2%80%99t+give+a+lot+of+options+for+creating+rich+visual+analysis%2C+and+don%27t+offer+a+way+to+analyze+logs+in+real+time.+So+what+do+we+do%3F+We+turn+to+another+open-source+platform%3A+Elastic.\" title=\"LinkedIn\"><i class=\"socials-item-icon linkedin\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.reddit.com\/submit?url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2022%2F12%2F17%2Fingesting-solr-logs-with-the-elk-stack%2F&#038;title=Ingesting+Solr+Logs+with+the+ELK+Stack\" title=\"Reddit\"><i class=\"socials-item-icon reddit\"><\/i><\/a>\n\t\t\n\t<\/div>\n\t<svg class=\"sharing-styled-arrow\"><use xlink:href=\"https:\/\/kmwllc.com\/wp-content\/themes\/thegem-elementor\/css\/post-arrow.svg#dec-post-arrow\"><\/use><\/svg>\n<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"post-read-more\">\n\t\t\t\t\t\t\t\t\t<div class=\"gem-button-container gem-widget-button gem-button-position-inline\">\n\t\t<a class=\"gem-button gem-button-size-tiny gem-button-style-outline\" href=\"https:\/\/kmwllc.com\/index.php\/2022\/12\/17\/ingesting-solr-logs-with-the-elk-stack\/\">\n\t\t\t<span class=\"gem-inner-wrapper-btn\">\n\t\t\t\t\t\t\t\t<span class=\"gem-text-button\">\n\t\t\t\t\tRead More\t\t\t\t<\/span>\n\t\t\t<\/span>\n\t\t<\/a>\n\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t<\/div>\n\n<\/article>\n\n<article id=\"post-27467\" class=\"post-item col-lg-4 col-md-4 col-sm-6 col-xs-6 inline-column item-animations-not-inited post-27467 post type-post status-publish format-standard has-post-thumbnail category-search category-solr\">\n\n\t\t\t<div class=\"post-content-wrapper\">\n\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t<div class=\"post-image\"><div class=\"post-featured-content\"><a href=\"https:\/\/kmwllc.com\/index.php\/2022\/11\/17\/solrs-query-elevation-component-now-supports-filter-exclusions\/\">\t\t<picture>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" src=\"https:\/\/kmwllc.com\/wp-content\/uploads\/2022\/11\/blog_QEC1200x900-thegem-blog-justified.png\" width=\"640\" height=\"480\"  class=\"img-responsive\" alt=\"blog_QEC1200x900\" \/>\n\t\t<\/picture>\n\t\t<\/a><\/div><\/div>\n\t\t\t\n\t\t\t<div class=\"caption-container\">\n\t\t\t\t<div class=\"description\">\n\t\t\t\t\t<div class=\"post-meta-conteiner\">\n\n\t\t\t\t\t\t\t<span class=\"post-meta-author\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tBy Rudi Seitz\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\n\t\t\t\t\t\t<div class=\"post-meta-right\">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div class=\"post-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"entry-title title-h4\"><a href=\"https:\/\/kmwllc.com\/index.php\/2022\/11\/17\/solrs-query-elevation-component-now-supports-filter-exclusions\/\" rel=\"bookmark\"><span class=\"entry-title-date\">17 Nov: <\/span><span class=\"light\">Solr&#8217;s query elevation component now supports filter exclusions<\/span><\/a><\/div>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"post-text\">\n\t\t\t\t\t\t\t<div class=\"summary\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>New in Solr 9.2! We created a way for the Query Elevation Component to exclude filters. Read about how we did this and what you should know about this new feature.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t\t<div class=\"info clearfix\">\n\t\t\t\t\t\t\t<div class=\"post-footer-sharing\">\n\t\t\t\t\t\t\t\t\n<div class=\"gem-button-container gem-widget-button gem-button-position-inline\">\n\t<a class=\"gem-button gem-button-size-tiny gem-button-style-flat gem-button-text-weight-normal gem-button-empty\" href=\"#\" target=\"_self\" role=\"button\" aria-label=\"Share\">\n\t\t<div class=\"elementor-icon\">\n\t\t\t\t\t\t\t<i class=\"default\"><\/i>\n\t\t\t\t\t<\/div>\n\t<\/a>\n<\/div>\n\n<div class=\"sharing-popup\">\n\t<div class=\"socials-sharing socials socials-colored-hover\">\n\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2022%2F11%2F17%2Fsolrs-query-elevation-component-now-supports-filter-exclusions%2F\" title=\"Facebook\"><i class=\"socials-item-icon facebook\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/twitter.com\/intent\/tweet?text=Solr%26%238217%3Bs+query+elevation+component+now+supports+filter+exclusions&#038;url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2022%2F11%2F17%2Fsolrs-query-elevation-component-now-supports-filter-exclusions%2F\" title=\"Twitter\"><i class=\"socials-item-icon twitter\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/pinterest.com\/pin\/create\/button\/?url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2022%2F11%2F17%2Fsolrs-query-elevation-component-now-supports-filter-exclusions%2F&#038;description=Solr%26%238217%3Bs+query+elevation+component+now+supports+filter+exclusions&#038;media=https%3A%2F%2Fkmwllc.com%2Fwp-content%2Fuploads%2F2022%2F11%2Fblog_QEC1200x900-thegem-blog-timeline-large.png\" title=\"Pinterest\"><i class=\"socials-item-icon pinterest\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"http:\/\/tumblr.com\/widgets\/share\/tool?canonicalUrl=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2022%2F11%2F17%2Fsolrs-query-elevation-component-now-supports-filter-exclusions%2F\" title=\"Tumblr\"><i class=\"socials-item-icon tumblr\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&#038;url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2022%2F11%2F17%2Fsolrs-query-elevation-component-now-supports-filter-exclusions%2F&#038;title=Solr%26%238217%3Bs+query+elevation+component+now+supports+filter+exclusions&amp;summary=New+in+Solr+9.2%21+We+created+a+way+for+the+Query+Elevation+Component+to+exclude+filters.+Read+about+how+we+did+this+and+what+you+should+know+about+this+new+feature.\" title=\"LinkedIn\"><i class=\"socials-item-icon linkedin\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.reddit.com\/submit?url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2022%2F11%2F17%2Fsolrs-query-elevation-component-now-supports-filter-exclusions%2F&#038;title=Solr%26%238217%3Bs+query+elevation+component+now+supports+filter+exclusions\" title=\"Reddit\"><i class=\"socials-item-icon reddit\"><\/i><\/a>\n\t\t\n\t<\/div>\n\t<svg class=\"sharing-styled-arrow\"><use xlink:href=\"https:\/\/kmwllc.com\/wp-content\/themes\/thegem-elementor\/css\/post-arrow.svg#dec-post-arrow\"><\/use><\/svg>\n<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"post-read-more\">\n\t\t\t\t\t\t\t\t\t<div class=\"gem-button-container gem-widget-button gem-button-position-inline\">\n\t\t<a class=\"gem-button gem-button-size-tiny gem-button-style-outline\" href=\"https:\/\/kmwllc.com\/index.php\/2022\/11\/17\/solrs-query-elevation-component-now-supports-filter-exclusions\/\">\n\t\t\t<span class=\"gem-inner-wrapper-btn\">\n\t\t\t\t\t\t\t\t<span class=\"gem-text-button\">\n\t\t\t\t\tRead More\t\t\t\t<\/span>\n\t\t\t<\/span>\n\t\t<\/a>\n\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t<\/div>\n\n<\/article>\n\n<article id=\"post-26659\" class=\"post-item col-lg-4 col-md-4 col-sm-6 col-xs-6 inline-column item-animations-not-inited post-26659 post type-post status-publish format-standard has-post-thumbnail category-search\">\n\n\t\t\t<div class=\"post-content-wrapper\">\n\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t<div class=\"post-image\"><div class=\"post-featured-content\"><a href=\"https:\/\/kmwllc.com\/index.php\/2022\/09\/30\/the-kmw-search-audit\/\">\t\t<picture>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" src=\"https:\/\/kmwllc.com\/wp-content\/uploads\/2022\/09\/blog_KMWSearchAudit1200x900-thegem-blog-justified.png\" width=\"640\" height=\"480\"  class=\"img-responsive\" alt=\"blog_KMWSearchAudit1200x900\" \/>\n\t\t<\/picture>\n\t\t<\/a><\/div><\/div>\n\t\t\t\n\t\t\t<div class=\"caption-container\">\n\t\t\t\t<div class=\"description\">\n\t\t\t\t\t<div class=\"post-meta-conteiner\">\n\n\t\t\t\t\t\t\t<span class=\"post-meta-author\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tBy Brian Nauheimer\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\n\t\t\t\t\t\t<div class=\"post-meta-right\">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div class=\"post-title\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"entry-title title-h4\"><a href=\"https:\/\/kmwllc.com\/index.php\/2022\/09\/30\/the-kmw-search-audit\/\" rel=\"bookmark\"><span class=\"entry-title-date\">30 Sep: <\/span><span class=\"light\">The KMW Search Audit<\/span><\/a><\/div>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"post-text\">\n\t\t\t\t\t\t\t<div class=\"summary\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>Learn about our most popular service, where we take a deep dive into what may not be working for your Solr, Elasticsearch, or OpenSearch instance.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t\t<div class=\"info clearfix\">\n\t\t\t\t\t\t\t<div class=\"post-footer-sharing\">\n\t\t\t\t\t\t\t\t\n<div class=\"gem-button-container gem-widget-button gem-button-position-inline\">\n\t<a class=\"gem-button gem-button-size-tiny gem-button-style-flat gem-button-text-weight-normal gem-button-empty\" href=\"#\" target=\"_self\" role=\"button\" aria-label=\"Share\">\n\t\t<div class=\"elementor-icon\">\n\t\t\t\t\t\t\t<i class=\"default\"><\/i>\n\t\t\t\t\t<\/div>\n\t<\/a>\n<\/div>\n\n<div class=\"sharing-popup\">\n\t<div class=\"socials-sharing socials socials-colored-hover\">\n\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2022%2F09%2F30%2Fthe-kmw-search-audit%2F\" title=\"Facebook\"><i class=\"socials-item-icon facebook\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/twitter.com\/intent\/tweet?text=The+KMW+Search+Audit&#038;url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2022%2F09%2F30%2Fthe-kmw-search-audit%2F\" title=\"Twitter\"><i class=\"socials-item-icon twitter\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/pinterest.com\/pin\/create\/button\/?url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2022%2F09%2F30%2Fthe-kmw-search-audit%2F&#038;description=The+KMW+Search+Audit&#038;media=https%3A%2F%2Fkmwllc.com%2Fwp-content%2Fuploads%2F2022%2F09%2Fblog_KMWSearchAudit1200x900-thegem-blog-timeline-large.png\" title=\"Pinterest\"><i class=\"socials-item-icon pinterest\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"http:\/\/tumblr.com\/widgets\/share\/tool?canonicalUrl=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2022%2F09%2F30%2Fthe-kmw-search-audit%2F\" title=\"Tumblr\"><i class=\"socials-item-icon tumblr\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&#038;url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2022%2F09%2F30%2Fthe-kmw-search-audit%2F&#038;title=The+KMW+Search+Audit&amp;summary=Learn+about+our+most+popular+service%2C+where+we+take+a+deep+dive+into+what+may+not+be+working+for+your+Solr%2C+Elasticsearch%2C+or+OpenSearch+instance.\" title=\"LinkedIn\"><i class=\"socials-item-icon linkedin\"><\/i><\/a>\n\t\t\n\t\t\t\t\t<a class=\"socials-item\" target=\"_blank\" href=\"https:\/\/www.reddit.com\/submit?url=https%3A%2F%2Fkmwllc.com%2Findex.php%2F2022%2F09%2F30%2Fthe-kmw-search-audit%2F&#038;title=The+KMW+Search+Audit\" title=\"Reddit\"><i class=\"socials-item-icon reddit\"><\/i><\/a>\n\t\t\n\t<\/div>\n\t<svg class=\"sharing-styled-arrow\"><use xlink:href=\"https:\/\/kmwllc.com\/wp-content\/themes\/thegem-elementor\/css\/post-arrow.svg#dec-post-arrow\"><\/use><\/svg>\n<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"post-read-more\">\n\t\t\t\t\t\t\t\t\t<div class=\"gem-button-container gem-widget-button gem-button-position-inline\">\n\t\t<a class=\"gem-button gem-button-size-tiny gem-button-style-outline\" href=\"https:\/\/kmwllc.com\/index.php\/2022\/09\/30\/the-kmw-search-audit\/\">\n\t\t\t<span class=\"gem-inner-wrapper-btn\">\n\t\t\t\t\t\t\t\t<span class=\"gem-text-button\">\n\t\t\t\t\tRead More\t\t\t\t<\/span>\n\t\t\t<\/span>\n\t\t<\/a>\n\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t<\/div>\n\n<\/article>\n\t\t\t<\/div>\n\t\t\t\t\t<style>\n\t\t\t\t.elementor-element-6f0110e .blog-grid .post-image a:hover:after{opacity: 1 !important;}\n\t\t\t\t.elementor-element-6f0110e .blog-grid .post-content-wrapper:hover .post-image a:after{opacity: 1 !important;}\n\t\t\t<\/style>\n\t\t\n\t\t\t\n\t\t\t\t\t\t\t<div class=\"preloader\"><div class=\"preloader-spin\"><\/div><\/div>\n\t\t\t\t<div class=\"blog-grid-pagination\" data-page=\"1\" data-next-page=\"0\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"gem-pagination\"><div class=\"gem-pagination-links gem-pagination-position-center\">\n\t\t\t<span aria-current=\"page\" class=\"page-numbers current\">1<\/span>\n<a class=\"page-numbers\" href=\"https:\/\/kmwllc.com\/index.php\/wp-json\/wp\/v2\/pages\/24773\/page\/2\/\">2<\/a>\n<a class=\"page-numbers\" href=\"https:\/\/kmwllc.com\/index.php\/wp-json\/wp\/v2\/pages\/24773\/page\/3\/\">3<\/a>\n<a class=\"next page-numbers\" href=\"https:\/\/kmwllc.com\/index.php\/wp-json\/wp\/v2\/pages\/24773\/page\/2\/\"><i class=\"default\"><\/i><\/a>\t\t<\/div><\/div><!-- .pagination -->\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div><\/div>\r\n\t\t<\/section>\r\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>BLOG By Henry Caldwell 10 Jan: How to Upgrade Elasticsearch Without Breaking Nested Index Performance We benchmarked Elasticsearch 8.14\u20138.18 upgrades&#8230;<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"class_list":["post-24773","page","type-page","status-publish"],"aioseo_notices":[],"post_meta_fields":{"_wp_page_template":["default"],"_customize_sidebars":["no"],"thegem_page_data":["a:192:{s:10:\"title_show\";s:8:\"disabled\";s:11:\"title_style\";s:1:\"1\";s:14:\"title_template\";s:1:\"0\";s:23:\"title_use_page_settings\";i:0;s:12:\"title_xlarge\";i:0;s:18:\"title_rich_content\";i:0;s:13:\"title_content\";s:391:\"<p>[vc_row][vc_column][gem_fullwidth background_style=\"no-repeat\" background_parallax=\"1\" container=\"1\" background_image=\"24617\" padding_top=\"167\" padding_bottom=\"180\"][vc_column_text]<\/p><div class=\"title-xlarge custom-title-xlarge\" style=\"text-align: center;\"><span class=\"custom-title\" style=\"color: #ffffff;\">Home<\/span><\/div><p>[\/vc_column_text][\/gem_fullwidth][\/vc_column][\/vc_row]<\/p>\";s:21:\"title_background_type\";s:5:\"image\";s:22:\"title_background_image\";s:71:\"https:\/\/kmwllc.com\/wp-content\/uploads\/2022\/10\/AdobeStock_444570138c.png\";s:29:\"title_background_image_repeat\";i:0;s:27:\"title_background_position_x\";s:6:\"center\";s:27:\"title_background_position_y\";s:3:\"top\";s:21:\"title_background_size\";s:5:\"cover\";s:28:\"title_background_image_color\";s:4:\"#fff\";s:30:\"title_background_image_overlay\";s:0:\"\";s:30:\"title_background_gradient_type\";s:6:\"linear\";s:31:\"title_background_gradient_angle\";i:90;s:34:\"title_background_gradient_position\";s:13:\"center center\";s:38:\"title_background_gradient_point1_color\";s:9:\"#00BCD4BF\";s:41:\"title_background_gradient_point1_position\";i:0;s:38:\"title_background_gradient_point2_color\";s:9:\"#354093BF\";s:41:\"title_background_gradient_point2_position\";i:100;s:23:\"title_background_effect\";s:6:\"normal\";s:36:\"title_background_ken_burns_direction\";s:7:\"zoom_in\";s:43:\"title_background_ken_burns_transition_speed\";i:15000;s:37:\"title_background_video_play_on_mobile\";i:0;s:22:\"title_background_color\";s:4:\"#fff\";s:27:\"title_background_video_type\";s:0:\"\";s:22:\"title_background_video\";s:0:\"\";s:35:\"title_background_video_aspect_ratio\";s:0:\"\";s:36:\"title_background_video_overlay_color\";s:0:\"\";s:38:\"title_background_video_overlay_opacity\";s:0:\"\";s:29:\"title_background_video_poster\";s:0:\"\";s:19:\"title_menu_on_video\";s:0:\"\";s:16:\"title_text_color\";s:7:\"#ffffff\";s:24:\"title_excerpt_text_color\";s:7:\"#ffffff\";s:13:\"title_excerpt\";s:0:\"\";s:17:\"title_title_width\";i:0;s:19:\"title_excerpt_width\";i:0;s:22:\"title_font_preset_html\";s:0:\"\";s:23:\"title_font_preset_style\";s:0:\"\";s:24:\"title_font_preset_weight\";s:0:\"\";s:27:\"title_font_preset_transform\";s:0:\"\";s:30:\"title_excerpt_font_preset_html\";s:0:\"\";s:31:\"title_excerpt_font_preset_style\";s:0:\"\";s:32:\"title_excerpt_font_preset_weight\";s:0:\"\";s:35:\"title_excerpt_font_preset_transform\";s:0:\"\";s:17:\"title_padding_top\";i:187;s:24:\"title_padding_top_tablet\";i:187;s:24:\"title_padding_top_mobile\";i:187;s:20:\"title_padding_bottom\";i:187;s:27:\"title_padding_bottom_tablet\";i:187;s:27:\"title_padding_bottom_mobile\";i:187;s:18:\"title_padding_left\";i:0;s:25:\"title_padding_left_tablet\";i:0;s:25:\"title_padding_left_mobile\";i:0;s:19:\"title_padding_right\";i:0;s:26:\"title_padding_right_tablet\";i:0;s:26:\"title_padding_right_mobile\";i:0;s:16:\"title_top_margin\";s:0:\"\";s:23:\"title_top_margin_tablet\";i:0;s:23:\"title_top_margin_mobile\";i:0;s:24:\"title_excerpt_top_margin\";i:18;s:31:\"title_excerpt_top_margin_tablet\";i:18;s:31:\"title_excerpt_top_margin_mobile\";i:18;s:17:\"title_breadcrumbs\";i:1;s:15:\"title_alignment\";s:6:\"center\";s:15:\"title_icon_pack\";s:7:\"elegant\";s:10:\"title_icon\";s:0:\"\";s:16:\"title_icon_color\";s:0:\"\";s:18:\"title_icon_color_2\";s:0:\"\";s:27:\"title_icon_background_color\";s:0:\"\";s:16:\"title_icon_shape\";s:6:\"circle\";s:23:\"title_icon_border_color\";s:0:\"\";s:15:\"title_icon_size\";s:5:\"large\";s:16:\"title_icon_style\";s:0:\"\";s:18:\"title_icon_opacity\";d:0;s:25:\"breadcrumbs_default_color\";s:0:\"\";s:24:\"breadcrumbs_active_color\";s:0:\"\";s:23:\"breadcrumbs_hover_color\";s:0:\"\";s:27:\"title_breadcrumbs_alignment\";s:6:\"center\";s:18:\"header_transparent\";i:0;s:14:\"header_opacity\";i:0;s:22:\"header_menu_logo_light\";i:0;s:20:\"header_hide_top_area\";s:7:\"default\";s:27:\"header_hide_top_area_tablet\";s:7:\"default\";s:27:\"header_hide_top_area_mobile\";s:7:\"default\";s:9:\"menu_show\";s:7:\"default\";s:12:\"menu_options\";s:7:\"default\";s:18:\"header_custom_menu\";i:0;s:27:\"header_top_area_transparent\";i:0;s:23:\"header_top_area_opacity\";i:0;s:16:\"top_area_options\";s:7:\"default\";s:13:\"header_source\";s:7:\"default\";s:14:\"header_builder\";s:1:\"0\";s:29:\"header_builder_sticky_desktop\";i:0;s:28:\"header_builder_sticky_mobile\";i:0;s:34:\"header_builder_sticky_hide_desktop\";i:0;s:33:\"header_builder_sticky_hide_mobile\";i:1;s:21:\"header_builder_sticky\";s:1:\"0\";s:29:\"header_builder_sticky_opacity\";i:80;s:26:\"header_builder_light_color\";s:7:\"#FFFFFF\";s:32:\"header_builder_light_color_hover\";s:7:\"#00bcd4\";s:20:\"main_background_type\";b:0;s:21:\"main_background_color\";s:7:\"#ffffff\";s:21:\"main_background_image\";s:0:\"\";s:28:\"main_background_image_repeat\";i:0;s:26:\"main_background_position_x\";s:6:\"center\";s:26:\"main_background_position_y\";s:6:\"center\";s:20:\"main_background_size\";s:4:\"auto\";s:27:\"main_background_image_color\";s:0:\"\";s:29:\"main_background_image_overlay\";s:0:\"\";s:29:\"main_background_gradient_type\";s:6:\"linear\";s:30:\"main_background_gradient_angle\";i:90;s:33:\"main_background_gradient_position\";s:0:\"\";s:37:\"main_background_gradient_point1_color\";s:9:\"#E9ECDAFF\";s:40:\"main_background_gradient_point1_position\";i:0;s:37:\"main_background_gradient_point2_color\";s:9:\"#D5F6FAFF\";s:40:\"main_background_gradient_point2_position\";i:100;s:23:\"main_background_pattern\";s:0:\"\";s:19:\"content_padding_top\";i:135;s:26:\"content_padding_top_tablet\";s:0:\"\";s:26:\"content_padding_top_mobile\";s:0:\"\";s:22:\"content_padding_bottom\";i:110;s:29:\"content_padding_bottom_tablet\";s:0:\"\";s:29:\"content_padding_bottom_mobile\";s:0:\"\";s:20:\"content_area_options\";s:7:\"default\";s:18:\"footer_custom_show\";s:7:\"default\";s:13:\"footer_custom\";s:5:\"24822\";s:19:\"footer_hide_default\";s:7:\"default\";s:23:\"footer_hide_widget_area\";s:7:\"default\";s:16:\"effects_disabled\";i:0;s:17:\"effects_one_pager\";i:0;s:23:\"effects_parallax_footer\";i:0;s:24:\"effects_no_bottom_margin\";i:0;s:21:\"effects_no_top_margin\";i:0;s:19:\"redirect_to_subpage\";i:1;s:19:\"effects_hide_header\";s:7:\"default\";s:19:\"effects_hide_footer\";s:7:\"default\";s:21:\"effects_page_scroller\";i:0;s:28:\"effects_page_scroller_mobile\";i:0;s:26:\"effects_page_scroller_type\";s:8:\"advanced\";s:22:\"fullpage_disabled_dots\";i:0;s:19:\"fullpage_style_dots\";s:7:\"outline\";s:31:\"fullpage_disabled_tooltips_dots\";i:0;s:25:\"fullpage_fixed_background\";b:0;s:26:\"fullpage_enable_continuous\";i:0;s:24:\"fullpage_disabled_mobile\";i:0;s:22:\"fullpage_scroll_effect\";s:6:\"normal\";s:21:\"enable_page_preloader\";s:7:\"default\";s:14:\"slideshow_type\";s:0:\"\";s:19:\"slideshow_slideshow\";s:0:\"\";s:21:\"slideshow_layerslider\";s:0:\"\";s:19:\"slideshow_revslider\";s:0:\"\";s:19:\"slideshow_preloader\";i:1;s:12:\"sidebar_show\";s:8:\"disabled\";s:16:\"sidebar_position\";s:4:\"left\";s:14:\"sidebar_sticky\";i:0;s:24:\"product_header_separator\";i:0;s:23:\"page_layout_breadcrumbs\";s:7:\"default\";s:37:\"page_layout_breadcrumbs_default_color\";s:9:\"#99A9B5FF\";s:36:\"page_layout_breadcrumbs_active_color\";s:9:\"#3C3950FF\";s:35:\"page_layout_breadcrumbs_hover_color\";s:9:\"#3C3950FF\";s:33:\"page_layout_breadcrumbs_alignment\";s:4:\"left\";s:38:\"page_layout_breadcrumbs_bottom_spacing\";s:1:\"0\";s:37:\"page_layout_breadcrumbs_shop_category\";i:0;s:18:\"delay_js_execution\";i:0;s:13:\"disable_cache\";i:0;s:27:\"title_video_overlay_opacity\";s:0:\"\";s:31:\"title_breadcrumbs_shop_category\";s:1:\"0\";s:20:\"title_padding_locked\";s:0:\"\";s:27:\"title_padding_tablet_locked\";s:0:\"\";s:27:\"title_padding_mobile_locked\";s:0:\"\";s:24:\"title_background_pattern\";s:0:\"\";s:30:\"title_background_video_overlay\";s:0:\"\";s:16:\"title_icon__pack\";s:0:\"\";s:21:\"title_icon_shape_show\";s:0:\"\";s:25:\"footer_widget_woocommerce\";s:1:\"1\";s:14:\"post_item_data\";a:22:{s:10:\"video_type\";s:0:\"\";s:18:\"video_aspect_ratio\";s:0:\"\";s:5:\"video\";s:0:\"\";s:5:\"audio\";s:0:\"\";s:10:\"quote_text\";s:0:\"\";s:12:\"quote_author\";s:0:\"\";s:16:\"quote_background\";s:0:\"\";s:18:\"quote_author_color\";s:0:\"\";s:7:\"gallery\";s:0:\"\";s:18:\"gallery_autoscroll\";s:4:\"1500\";s:26:\"show_featured_posts_slider\";s:0:\"\";s:21:\"show_featured_content\";s:0:\"\";s:9:\"highlight\";s:0:\"\";s:14:\"highlight_type\";s:0:\"\";s:15:\"highlight_style\";s:0:\"\";s:31:\"highlight_title_left_background\";s:9:\"#00BCD4FF\";s:32:\"highlight_title_right_background\";s:9:\"#00BCD4FF\";s:26:\"highlight_title_left_color\";s:9:\"#FFFFFFFF\";s:27:\"highlight_title_right_color\";s:9:\"#FFFFFFFF\";s:20:\"post_layout_settings\";s:7:\"default\";s:18:\"post_layout_source\";s:7:\"default\";s:21:\"post_builder_template\";s:0:\"\";}s:18:\"post_elements_data\";a:12:{s:13:\"post_elements\";s:7:\"default\";s:11:\"show_author\";s:0:\"\";s:16:\"blog_hide_author\";s:0:\"\";s:14:\"blog_hide_date\";s:0:\"\";s:26:\"blog_hide_date_in_blog_cat\";s:0:\"\";s:20:\"blog_hide_categories\";s:0:\"\";s:14:\"blog_hide_tags\";s:0:\"\";s:18:\"blog_hide_comments\";s:0:\"\";s:15:\"blog_hide_likes\";s:0:\"\";s:20:\"blog_hide_navigation\";s:0:\"\";s:17:\"blog_hide_socials\";s:0:\"\";s:17:\"blog_hide_realted\";s:0:\"\";}s:19:\"portfolio_item_data\";a:9:{s:8:\"back_url\";s:0:\"\";s:9:\"highlight\";s:0:\"\";s:14:\"highlight_type\";s:0:\"\";s:14:\"overview_title\";s:0:\"\";s:16:\"overview_summary\";s:0:\"\";s:12:\"project_link\";s:0:\"\";s:12:\"project_text\";s:0:\"\";s:9:\"fullwidth\";s:0:\"\";s:19:\"project_button_show\";s:0:\"\";}s:23:\"portfolio_elements_data\";a:7:{s:23:\"portfolio_page_elements\";s:7:\"default\";s:19:\"portfolio_hide_date\";s:0:\"\";s:19:\"portfolio_hide_sets\";s:0:\"\";s:20:\"portfolio_hide_likes\";s:0:\"\";s:22:\"portfolio_hide_socials\";s:0:\"\";s:29:\"portfolio_hide_top_navigation\";s:0:\"\";s:32:\"portfolio_hide_bottom_navigation\";s:0:\"\";}s:17:\"product_item_data\";a:109:{s:9:\"highlight\";s:0:\"\";s:14:\"highlight_type\";s:7:\"squared\";s:28:\"thegem_product_disable_hover\";s:1:\"0\";s:10:\"size_guide\";s:7:\"default\";s:16:\"size_guide_image\";s:0:\"\";s:23:\"product_layout_settings\";s:7:\"default\";s:21:\"product_layout_source\";s:7:\"default\";s:24:\"product_builder_template\";s:0:\"\";s:19:\"product_page_layout\";s:7:\"default\";s:25:\"product_page_layout_style\";s:15:\"horizontal_tabs\";s:28:\"product_page_layout_centered\";s:1:\"0\";s:39:\"product_page_layout_centered_top_margin\";s:2:\"42\";s:34:\"product_page_layout_centered_boxed\";s:1:\"0\";s:40:\"product_page_layout_centered_boxed_color\";s:0:\"\";s:29:\"product_page_layout_fullwidth\";s:1:\"0\";s:26:\"product_page_layout_sticky\";s:1:\"0\";s:33:\"product_page_layout_sticky_offset\";s:1:\"0\";s:28:\"product_page_skeleton_loader\";s:1:\"0\";s:30:\"product_page_layout_background\";s:0:\"\";s:30:\"product_page_layout_title_area\";s:8:\"disabled\";s:29:\"product_page_ajax_add_to_cart\";s:1:\"1\";s:31:\"product_page_desc_review_source\";s:17:\"extra_description\";s:31:\"product_page_desc_review_layout\";s:4:\"tabs\";s:42:\"product_page_desc_review_layout_tabs_style\";s:10:\"horizontal\";s:46:\"product_page_desc_review_layout_tabs_alignment\";s:4:\"left\";s:44:\"product_page_desc_review_layout_acc_position\";s:13:\"below_gallery\";s:65:\"product_page_desc_review_layout_one_by_one_description_background\";s:9:\"#F4F6F7FF\";s:69:\"product_page_desc_review_layout_one_by_one_additional_info_background\";s:9:\"#FFFFFFFF\";s:61:\"product_page_desc_review_layout_one_by_one_reviews_background\";s:9:\"#F4F6F7FF\";s:36:\"product_page_desc_review_description\";s:1:\"1\";s:42:\"product_page_desc_review_description_title\";s:11:\"Description\";s:40:\"product_page_desc_review_additional_info\";s:1:\"1\";s:46:\"product_page_desc_review_additional_info_title\";s:15:\"Additional Info\";s:32:\"product_page_desc_review_reviews\";s:1:\"1\";s:38:\"product_page_desc_review_reviews_title\";s:7:\"Reviews\";s:36:\"product_page_button_add_to_cart_text\";s:11:\"Add to Cart\";s:36:\"product_page_button_add_to_cart_icon\";s:4:\"f1e7\";s:41:\"product_page_button_add_to_cart_icon_pack\";s:8:\"material\";s:45:\"product_page_button_add_to_cart_icon_position\";s:4:\"left\";s:40:\"product_page_button_add_to_wishlist_icon\";s:4:\"f37b\";s:45:\"product_page_button_add_to_wishlist_icon_pack\";s:8:\"material\";s:42:\"product_page_button_added_to_wishlist_icon\";s:4:\"f377\";s:47:\"product_page_button_added_to_wishlist_icon_pack\";s:8:\"material\";s:41:\"product_page_button_clear_attributes_text\";s:15:\"Clear selection\";s:31:\"product_page_elements_prev_next\";s:1:\"1\";s:38:\"product_page_elements_preview_on_hover\";s:1:\"1\";s:34:\"product_page_elements_back_to_shop\";s:1:\"1\";s:39:\"product_page_elements_back_to_shop_link\";s:9:\"main_shop\";s:50:\"product_page_elements_back_to_shop_link_custom_url\";s:0:\"\";s:27:\"product_page_elements_title\";s:1:\"1\";s:32:\"product_page_elements_attributes\";s:1:\"0\";s:37:\"product_page_elements_attributes_data\";s:0:\"\";s:29:\"product_page_elements_reviews\";s:1:\"1\";s:34:\"product_page_elements_reviews_text\";s:16:\"customer reviews\";s:27:\"product_page_elements_price\";s:1:\"1\";s:41:\"product_page_elements_price_strikethrough\";s:1:\"1\";s:33:\"product_page_elements_description\";s:1:\"1\";s:34:\"product_page_elements_stock_amount\";s:1:\"1\";s:39:\"product_page_elements_stock_amount_text\";s:17:\"Products in stock\";s:32:\"product_page_elements_size_guide\";s:1:\"1\";s:25:\"product_page_elements_sku\";s:1:\"1\";s:31:\"product_page_elements_sku_title\";s:3:\"SKU\";s:32:\"product_page_elements_categories\";s:1:\"1\";s:38:\"product_page_elements_categories_title\";s:10:\"Categories\";s:26:\"product_page_elements_tags\";s:1:\"1\";s:32:\"product_page_elements_tags_title\";s:4:\"Tags\";s:27:\"product_page_elements_share\";s:1:\"1\";s:33:\"product_page_elements_share_title\";s:5:\"Share\";s:36:\"product_page_elements_share_facebook\";s:1:\"1\";s:35:\"product_page_elements_share_twitter\";s:1:\"1\";s:37:\"product_page_elements_share_pinterest\";s:1:\"1\";s:34:\"product_page_elements_share_tumblr\";s:1:\"1\";s:36:\"product_page_elements_share_linkedin\";s:1:\"1\";s:34:\"product_page_elements_share_reddit\";s:1:\"1\";s:28:\"product_page_elements_upsell\";s:1:\"1\";s:34:\"product_page_elements_upsell_title\";s:17:\"You may also like\";s:44:\"product_page_elements_upsell_title_alignment\";s:4:\"left\";s:34:\"product_page_elements_upsell_items\";s:2:\"-1\";s:44:\"product_page_elements_upsell_columns_desktop\";s:2:\"4x\";s:43:\"product_page_elements_upsell_columns_tablet\";s:2:\"3x\";s:43:\"product_page_elements_upsell_columns_mobile\";s:2:\"2x\";s:40:\"product_page_elements_upsell_columns_100\";s:1:\"5\";s:29:\"product_page_elements_related\";s:1:\"1\";s:35:\"product_page_elements_related_title\";s:16:\"Related Products\";s:45:\"product_page_elements_related_title_alignment\";s:4:\"left\";s:35:\"product_page_elements_related_items\";s:2:\"-1\";s:45:\"product_page_elements_related_columns_desktop\";s:2:\"4x\";s:44:\"product_page_elements_related_columns_tablet\";s:2:\"3x\";s:44:\"product_page_elements_related_columns_mobile\";s:2:\"2x\";s:41:\"product_page_elements_related_columns_100\";s:1:\"5\";s:15:\"product_gallery\";s:7:\"enabled\";s:20:\"product_gallery_type\";s:10:\"horizontal\";s:31:\"product_gallery_column_position\";s:4:\"left\";s:28:\"product_gallery_column_width\";s:2:\"50\";s:26:\"product_gallery_show_image\";s:5:\"hover\";s:20:\"product_gallery_zoom\";s:1:\"1\";s:24:\"product_gallery_lightbox\";s:1:\"1\";s:22:\"product_gallery_labels\";s:1:\"1\";s:26:\"product_gallery_label_sale\";s:1:\"1\";s:25:\"product_gallery_label_new\";s:1:\"1\";s:31:\"product_gallery_label_out_stock\";s:1:\"1\";s:27:\"product_gallery_auto_height\";s:1:\"1\";s:30:\"product_gallery_elements_color\";s:0:\"\";s:28:\"product_gallery_grid_columns\";s:2:\"1x\";s:25:\"product_gallery_grid_gaps\";s:2:\"42\";s:30:\"product_gallery_grid_gaps_hide\";s:1:\"0\";s:31:\"product_gallery_grid_top_margin\";s:1:\"0\";s:30:\"product_gallery_video_autoplay\";s:1:\"0\";s:15:\"size_guide_text\";s:10:\"Size guide\";}s:25:\"product_archive_item_data\";a:2:{s:29:\"product_archive_layout_source\";s:7:\"default\";s:32:\"product_archive_builder_template\";s:0:\"\";}s:22:\"blog_archive_item_data\";a:2:{s:26:\"blog_archive_layout_source\";s:7:\"default\";s:29:\"blog_archive_builder_template\";s:0:\"\";}s:24:\"options_current_contents\";N;s:16:\"options_modified\";N;s:34:\"options_outside_parameter_modified\";b:0;s:22:\"options_saved_contents\";N;s:8:\"settings\";a:3:{s:5:\"theme\";s:5:\"light\";s:24:\"background_image_gallery\";a:0:{}s:21:\"colorpicker_favorites\";a:1:{s:7:\"default\";a:0:{}}}s:26:\"delay_js_execution_desktop\";s:1:\"0\";s:25:\"delay_js_execution_mobile\";s:1:\"0\";}"],"_edit_lock":["1768228175:7"],"_elementor_edit_mode":["builder"],"_elementor_template_type":["wp-page"],"_elementor_version":["3.32.5"],"_edit_last":["7"],"_elementor_data":["[{\"id\":\"44bd14e\",\"elType\":\"section\",\"settings\":[],\"elements\":[{\"id\":\"df51ab2\",\"elType\":\"column\",\"settings\":{\"_column_size\":100,\"_inline_size\":null,\"thegem_column_breakpoints_list\":[]},\"elements\":[{\"id\":\"24498dd\",\"elType\":\"widget\",\"settings\":{\"title\":\"BLOG\",\"size\":\"xxl\",\"header_size\":\"h1\",\"align\":\"center\",\"__globals__\":{\"title_color\":\"globals\\\/colors?id=428f277\"}},\"elements\":[],\"widgetType\":\"heading\"},{\"id\":\"81b5c25\",\"elType\":\"widget\",\"settings\":[],\"elements\":[],\"widgetType\":\"spacer\"}],\"isInner\":false}],\"isInner\":false},{\"id\":\"5c37a45\",\"elType\":\"section\",\"settings\":[],\"elements\":[{\"id\":\"05ab355\",\"elType\":\"column\",\"settings\":{\"_column_size\":100,\"_inline_size\":null,\"thegem_column_breakpoints_list\":[]},\"elements\":[{\"id\":\"6f0110e\",\"elType\":\"widget\",\"settings\":{\"readmore_button_text\":\"Read More\",\"loadmore_button_text\":\"Load More\",\"show_animation\":\"yes\",\"animation_effect\":\"move-up\",\"caption_author_by_text\":\"By\",\"caption_container_background_background\":\"classic\",\"caption_container_background_color\":\"#F2F5F6\",\"sticky_post_caption_author_by_text\":\"By\",\"show_comments\":\"\",\"show_likes\":\"\",\"items_per_page\":9,\"order_by\":\"date\",\"source_type\":\"custom\",\"categories\":[],\"pagination_type\":\"numbers\"},\"elements\":[],\"widgetType\":\"thegem-blog-grid\"}],\"isInner\":false}],\"isInner\":false}]"],"thegem_page_data_old":["a:47:{s:11:\"title_style\";s:1:\"1\";s:14:\"title_template\";i:0;s:23:\"title_use_page_settings\";i:0;s:12:\"title_xlarge\";i:0;s:18:\"title_rich_content\";i:0;s:13:\"title_content\";s:391:\"<p>[vc_row][vc_column][gem_fullwidth background_style=\"no-repeat\" background_parallax=\"1\" container=\"1\" background_image=\"24617\" padding_top=\"167\" padding_bottom=\"180\"][vc_column_text]<\/p><div class=\"title-xlarge custom-title-xlarge\" style=\"text-align: center;\"><span class=\"custom-title\" style=\"color: #ffffff;\">Home<\/span><\/div><p>[\/vc_column_text][\/gem_fullwidth][\/vc_column][\/vc_row]<\/p>\";s:22:\"title_background_image\";s:85:\"https:\/\/kmwllc.com\/wp-content\/themes\/thegem-elementor\/images\/backgrounds\/title\/17.jpg\";s:25:\"title_background_parallax\";i:0;s:22:\"title_background_color\";s:4:\"#fff\";s:16:\"title_video_type\";s:0:\"\";s:22:\"title_video_background\";s:0:\"\";s:24:\"title_video_aspect_ratio\";s:0:\"\";s:25:\"title_video_overlay_color\";s:0:\"\";s:27:\"title_video_overlay_opacity\";s:0:\"\";s:18:\"title_video_poster\";s:0:\"\";s:19:\"title_menu_on_video\";s:0:\"\";s:16:\"title_text_color\";s:7:\"#ffffff\";s:24:\"title_excerpt_text_color\";s:0:\"\";s:13:\"title_excerpt\";s:0:\"\";s:17:\"title_title_width\";s:1:\"0\";s:19:\"title_excerpt_width\";s:1:\"0\";s:17:\"title_padding_top\";s:3:\"187\";s:20:\"title_padding_bottom\";s:3:\"187\";s:16:\"title_top_margin\";s:1:\"0\";s:24:\"title_excerpt_top_margin\";s:2:\"18\";s:17:\"title_breadcrumbs\";s:1:\"1\";s:15:\"title_alignment\";s:6:\"center\";s:15:\"title_icon_pack\";s:7:\"elegant\";s:10:\"title_icon\";s:0:\"\";s:16:\"title_icon_color\";s:0:\"\";s:18:\"title_icon_color_2\";s:0:\"\";s:27:\"title_icon_background_color\";s:0:\"\";s:16:\"title_icon_shape\";s:6:\"circle\";s:23:\"title_icon_border_color\";s:0:\"\";s:15:\"title_icon_size\";s:5:\"large\";s:16:\"title_icon_style\";s:0:\"\";s:18:\"title_icon_opacity\";d:0;s:14:\"header_opacity\";s:1:\"0\";s:23:\"header_top_area_opacity\";s:1:\"0\";s:13:\"footer_custom\";s:5:\"24822\";s:16:\"sidebar_position\";s:0:\"\";s:14:\"slideshow_type\";s:0:\"\";s:19:\"slideshow_slideshow\";s:0:\"\";s:19:\"redirect_to_subpage\";s:1:\"1\";s:19:\"fullpage_style_dots\";s:7:\"outline\";s:22:\"fullpage_scroll_effect\";s:6:\"normal\";s:14:\"sidebar_sticky\";i:0;}"],"_elementor_pro_version":["3.34.0"],"_last_editor_used_jetpack":["block-editor"],"thegem_popups_data":["a:2:{s:20:\"popups_layout_source\";s:7:\"default\";s:12:\"thegemPopups\";a:0:{}}"],"_yoast_wpseo_content_score":["60"],"_yoast_wpseo_estimated-reading-time-minutes":["4"],"_yoast_wpseo_wordproof_timestamp":[""],"_yoast_wpseo_focuskw":["solr elasticsearch lucene opensearch search blog"],"_yoast_wpseo_linkdex":["52"],"_yoast_wpseo_bctitle":["Blog"],"_yoast_wpseo_canonical":["https:\/\/kmwllc.com\/index.php\/blog-page\/"],"_elementor_controls_usage":["a:5:{s:7:\"heading\";a:3:{s:5:\"count\";i:1;s:15:\"control_percent\";i:1;s:8:\"controls\";a:2:{s:7:\"content\";a:1:{s:13:\"section_title\";a:3:{s:5:\"title\";i:1;s:4:\"size\";i:1;s:11:\"header_size\";i:1;}}s:5:\"style\";a:1:{s:19:\"section_title_style\";a:1:{s:5:\"align\";i:1;}}}}s:6:\"spacer\";a:3:{s:5:\"count\";i:1;s:15:\"control_percent\";i:0;s:8:\"controls\";a:0:{}}s:6:\"column\";a:3:{s:5:\"count\";i:2;s:15:\"control_percent\";i:0;s:8:\"controls\";a:1:{s:6:\"layout\";a:1:{s:6:\"layout\";a:1:{s:12:\"_inline_size\";i:2;}}}}s:7:\"section\";a:3:{s:5:\"count\";i:2;s:15:\"control_percent\";i:0;s:8:\"controls\";a:0:{}}s:16:\"thegem-blog-grid\";a:3:{s:5:\"count\";i:1;s:15:\"control_percent\";i:1;s:8:\"controls\";a:2:{s:7:\"content\";a:4:{s:18:\"section_animations\";a:2:{s:14:\"show_animation\";i:1;s:16:\"animation_effect\";i:1;}s:15:\"section_caption\";a:2:{s:13:\"show_comments\";i:1;s:10:\"show_likes\";i:1;}s:18:\"section_pagination\";a:1:{s:14:\"items_per_page\";i:1;}s:12:\"section_blog\";a:2:{s:8:\"order_by\";i:1;s:10:\"categories\";i:1;}}s:5:\"style\";a:1:{s:31:\"caption_container_style_section\";a:2:{s:39:\"caption_container_background_background\";i:1;s:34:\"caption_container_background_color\";i:1;}}}}}"],"_elementor_css":["a:6:{s:4:\"time\";i:1775577145;s:5:\"fonts\";a:0:{}s:5:\"icons\";a:1:{i:0;s:0:\"\";}s:20:\"dynamic_elements_ids\";a:0:{}s:6:\"status\";s:4:\"file\";i:0;s:0:\"\";}"],"_elementor_page_assets":["a:2:{s:6:\"styles\";a:3:{i:0;s:14:\"widget-heading\";i:1;s:13:\"widget-spacer\";i:2;s:16:\"thegem-blog-grid\";}s:7:\"scripts\";a:4:{i:0;s:18:\"elementor-frontend\";i:1;s:23:\"thegem-items-animations\";i:2;s:11:\"thegem-blog\";i:3;s:19:\"thegem-blog-isotope\";}}"],"_elementor_element_cache":["{\"timeout\":1776811022,\"value\":{\"content\":\"\\t\\t<section class=\\\"elementor-section elementor-top-section elementor-element elementor-element-44bd14e elementor-section-boxed elementor-section-height-default elementor-section-height-default\\\" data-id=\\\"44bd14e\\\" data-element_type=\\\"section\\\" data-e-type=\\\"section\\\">\\r\\n\\t\\t\\t\\t\\t\\t<div class=\\\"elementor-container elementor-column-gap-thegem\\\"><div class=\\\"elementor-row\\\">\\r\\n\\t\\t\\t\\t\\t<div class=\\\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-df51ab2\\\" data-id=\\\"df51ab2\\\" data-element_type=\\\"column\\\" data-e-type=\\\"column\\\">\\n\\t\\t\\t<div class=\\\"elementor-widget-wrap elementor-element-populated\\\">\\n\\t\\t\\t\\t\\t\\t<div class=\\\"elementor-element elementor-element-24498dd flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-heading\\\" data-id=\\\"24498dd\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"heading.default\\\">\\n\\t\\t\\t\\t<div class=\\\"elementor-widget-container\\\">\\n\\t\\t\\t\\t\\t<h1 class=\\\"elementor-heading-title elementor-size-xxl\\\">BLOG<\\\/h1>\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<div class=\\\"elementor-element elementor-element-81b5c25 flex-horizontal-align-default flex-horizontal-align-tablet-default flex-horizontal-align-mobile-default flex-vertical-align-default flex-vertical-align-tablet-default flex-vertical-align-mobile-default elementor-widget elementor-widget-spacer\\\" data-id=\\\"81b5c25\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"spacer.default\\\">\\n\\t\\t\\t\\t<div class=\\\"elementor-widget-container\\\">\\n\\t\\t\\t\\t\\t\\t\\t<div class=\\\"elementor-spacer\\\">\\n\\t\\t\\t<div class=\\\"elementor-spacer-inner\\\"><\\\/div>\\n\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t<\\\/div><\\\/div>\\r\\n\\t\\t<\\\/section>\\r\\n\\t\\t\\t\\t<section class=\\\"elementor-section elementor-top-section elementor-element elementor-element-5c37a45 elementor-section-boxed elementor-section-height-default elementor-section-height-default\\\" data-id=\\\"5c37a45\\\" data-element_type=\\\"section\\\" data-e-type=\\\"section\\\">\\r\\n\\t\\t\\t\\t\\t\\t<div class=\\\"elementor-container elementor-column-gap-thegem\\\"><div class=\\\"elementor-row\\\">\\r\\n\\t\\t\\t\\t\\t<div class=\\\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-05ab355\\\" data-id=\\\"05ab355\\\" data-element_type=\\\"column\\\" data-e-type=\\\"column\\\">\\n\\t\\t\\t<div class=\\\"elementor-widget-wrap elementor-element-populated\\\">\\n\\t\\t\\t\\t[elementor-element k=\\\"9109a976d8649ee6d2c8fef8daebbb8b\\\" data=\\\"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\\\"]\\t\\t\\t<\\\/div>\\n\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t<\\\/div><\\\/div>\\r\\n\\t\\t<\\\/section>\\r\\n\\t\\t\",\"scripts\":[],\"styles\":[\"thegem-blog-grid\"]}}"]},"_links":{"self":[{"href":"https:\/\/kmwllc.com\/index.php\/wp-json\/wp\/v2\/pages\/24773","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/kmwllc.com\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/kmwllc.com\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/kmwllc.com\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/kmwllc.com\/index.php\/wp-json\/wp\/v2\/comments?post=24773"}],"version-history":[{"count":13,"href":"https:\/\/kmwllc.com\/index.php\/wp-json\/wp\/v2\/pages\/24773\/revisions"}],"predecessor-version":[{"id":30321,"href":"https:\/\/kmwllc.com\/index.php\/wp-json\/wp\/v2\/pages\/24773\/revisions\/30321"}],"wp:attachment":[{"href":"https:\/\/kmwllc.com\/index.php\/wp-json\/wp\/v2\/media?parent=24773"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}