{"id":8126,"date":"2026-07-10T12:41:16","date_gmt":"2026-07-10T07:11:16","guid":{"rendered":"https:\/\/newsdata.io\/blog\/?p=8126"},"modified":"2026-07-10T12:41:16","modified_gmt":"2026-07-10T07:11:16","slug":"llm-traffic-converts-better-than-any-other-channel-and-most-businesses-are-not-set-up-to-capture-it","status":"publish","type":"post","link":"https:\/\/newsdata.io\/blog\/llm-traffic-converts-better-than-any-other-channel-and-most-businesses-are-not-set-up-to-capture-it\/","title":{"rendered":"LLM Traffic Converts Better Than Any Other Channel, and Most Businesses Are Not Set Up to Capture It"},"content":{"rendered":"[vc_row type=”in_container” full_screen_row_position=”middle” column_margin=”default” column_direction=”default” column_direction_tablet=”default” column_direction_phone=”default” scene_position=”center” text_color=”dark” text_align=”left” row_border_radius=”none” row_border_radius_applies=”bg” overflow=”visible” overlay_strength=”0.3″ gradient_direction=”left_to_right” shape_divider_position=”bottom” bg_image_animation=”none”][vc_column column_padding=”no-extra-padding” column_padding_tablet=”inherit” column_padding_phone=”inherit” column_padding_position=”all” column_element_direction_desktop=”default” column_element_spacing=”default” desktop_text_alignment=”default” tablet_text_alignment=”default” phone_text_alignment=”default” background_color_opacity=”1″ background_hover_color_opacity=”1″ column_backdrop_filter=”none” column_shadow=”none” column_border_radius=”none” column_link_target=”_self” column_position=”default” gradient_direction=”left_to_right” overlay_strength=”0.3″ width=”1\/4″ tablet_width_inherit=”default” animation_type=”default” bg_image_animation=”none” border_type=”simple” column_border_width=”none” column_border_style=”solid” column_padding_type=”default” gradient_type=”default” offset=”vc_hidden-sm vc_hidden-xs”][\/vc_column][vc_column column_padding=”no-extra-padding” column_padding_tablet=”inherit” column_padding_phone=”inherit” column_padding_position=”all” column_element_direction_desktop=”default” column_element_spacing=”default” desktop_text_alignment=”default” tablet_text_alignment=”default” phone_text_alignment=”default” background_color_opacity=”1″ background_hover_color_opacity=”1″ column_backdrop_filter=”none” column_shadow=”none” column_border_radius=”none” column_link_target=”_self” column_position=”default” el_class=”text_block_wrapper” gradient_direction=”left_to_right” overlay_strength=”0.3″ width=”3\/4″ tablet_width_inherit=”default” animation_type=”default” bg_image_animation=”none” border_type=”simple” column_border_width=”none” column_border_style=”solid” column_padding_type=”default” gradient_type=”default” offset=”vc_col-lg-9 vc_col-md-12″][image_with_animation image_url=”8127″ image_size=”full” animation_type=”entrance” animation=”None” animation_movement_type=”transform_y” hover_animation=”none” alignment=”” border_radius=”none” box_shadow=”none” image_loading=”default” max_width=”100%” max_width_mobile=”default”][vc_column_text]Most businesses tracking their web analytics have noticed LLM referral traffic appearing as a small but growing line in their acquisition reports. The numbers are beginning to show that this traffic is not just growing; it is converting at rates that outperform search, social, and direct channels by a significant margin. The businesses that are already set up to capture it are treating LLM SEO services<\/a> as a distinct investment from traditional SEO, because the mechanisms that drive LLM visibility are different enough from those that drive Google rankings that treating them as the same problem produces systematically worse results on both.<\/p>\n

Understanding why LLM traffic converts so well and what it actually takes to earn consistent citations from AI systems is the starting point for building an acquisition strategy that accounts for where a growing share of high-intent buyer journeys begin.<\/p>\n

What the Data Is Showing About LLM Traffic Conversion<\/h2>\n

The conversion data from early LLM traffic analysis is striking. A 13-month dataset published by Search Engine Land, tracking LLM referral traffic across a broad customer base,<\/a> found that LLM referral traffic grew 3x between January and December 2025 and that it converts at substantially higher rates than other referral channels. The explanation is behavioral: a user who asks an AI assistant a specific question and receives a recommendation to visit a particular brand has already passed through the research and consideration phases of their buying journey.<\/p>\n

They arrive at the destination pre-qualified, with a more focused intent than a user who clicked on an organic result or a paid ad. LLM traffic is still small in absolute terms, accounting for under 2% of total referral traffic on average across the dataset. But the conversion rate differential means its commercial value relative to volume is disproportionately high, and the growth trajectory makes it the fastest-expanding acquisition channel most businesses have never actively optimized for.<\/p>\n

Why Being Cited by AI Systems Is Not the Same as Ranking on Google<\/h2>\n

The instinct to treat LLM visibility as an extension of SEO is understandable but misleading. Traditional SEO optimizes for crawlable, indexable content that ranks in response to keyword queries. LLM citation operates on a different logic. AI systems build their understanding of which brands are authoritative in a given category from training data, citation patterns across the web, entity recognition in knowledge graphs, and the consistency with which a brand appears as a credible reference across independent sources.<\/p>\n

A brand can rank on page one of Google for a competitive keyword and be completely absent from AI-generated answers about the same topic. This happens because ranking and citation draw on overlapping yet distinct sets of signals. High-quality backlinks from authoritative publications contribute to both. But the depth of brand mentions across independent editorial sources, the consistency of entity information across directories and databases, the presence of named credentialled authors on content, and the crawlability of pages by AI-specific bots are all factors that influence LLM citation independently of Google ranking.<\/p>\n

The Earned Media Shift<\/h3>\n

Search Engine Journal’s analysis of enterprise SEO and AI trends for 2026<\/a> identifies earned media as the primary mechanism through which brands build LLM citation authority: social mentions, reviews, editorial coverage, and quality backlinks from publications that AI systems have learned to trust. The report notes that LLMs prioritize content from trusted, credible sources, and that brands appearing consistently in high-quality editorial coverage, expert roundups, and authoritative industry reviews are the ones AI systems learn to recommend.<\/p>\n

This represents a meaningful shift from traditional link-building, where volume and domain authority were the primary metrics. LLM citation authority is built through the quality and independence of the sources that mention a brand, not through the quantity of links pointing to its website.<\/p>\n

Technical Crawlability for AI Bots<\/h3>\n

A structural prerequisite for LLM visibility that many businesses have yet to address is basic technical accessibility for AI crawlers. GPTBot, ClaudeBot, PerplexityBot, and CCBot all crawl the web to feed training data into the models they power. These crawlers do not render JavaScript. A website whose homepage or key product pages rely on JavaScript to render meaningful content will return an effectively empty page to an AI crawler, regardless of how well optimized the site is for human browsers or for Google.<\/p>\n

Research published in May 2026 measuring the world’s top fintech platforms found that 36% were invisible to AI crawlers for exactly this reason. The fix is straightforward: server-side rendering or static HTML delivery for the content that defines what a brand does and who it serves. The business impact of not fixing it is being structurally excluded from the citation pool that AI systems draw from.<\/p>\n

What LLM SEO Requires in Practice<\/h2>\n

Brand Entity Consistency<\/h3>\n

AI systems build their understanding of a brand from aggregated signals across the entire web. Inconsistent brand information across directories, databases, social profiles, and editorial sources creates ambiguity, reducing the likelihood of accurate citation. Ensuring that brand name, description, category, founding information, and key attributes are consistent across Wikipedia, Crunchbase, LinkedIn, industry directories, and authoritative third-party sources is foundational work that traditional SEO rarely addresses systematically.<\/p>\n

Content Structured for Extraction<\/h3>\n

LLMs extract information from content differently from how humans read it. A section that answers a specific question clearly and completely, without requiring context from surrounding paragraphs to be understood, is more likely to be cited than one that is well-written for linear reading but depends on accumulated context. Structuring key content around specific questions and definitions, using clear headings that signal what each section covers, and writing in ways that make individual sections self-contained and extractable are all practices that improve LLM citation rates for the same content that traditional SEO would have structured differently.<\/p>\n

Third-Party Validation at Scale<\/h3>\n

The brands being cited most frequently in AI-generated answers in competitive categories are almost always those with the strongest third-party validation profiles: coverage in respected industry publications, consistent positive mentions in expert roundups, and active presence in communities where genuine user discussions happen. This is not a new insight; E-E-A-T has been pointing in this direction for years. What is new is that the commercial consequences of weak third-party validation have expanded from affecting Google rankings to affecting whether a brand appears in AI-generated purchase recommendations at all.<\/p>\n

Who Needs to Act on This Now<\/h2>\n

The businesses for which LLM SEO is the most urgent strategic priority are those in which the buying journey is research-intensive. B2B software, financial services, professional services, healthcare, legal, and technology products all share the characteristic that buyers use AI assistants extensively during the evaluation process. For these categories, the shift of early-stage research from search engines to AI assistants is already well underway, and the brands being cited in those AI-generated answers are building awareness and preference before a prospect ever visits their website.<\/p>\n

Consumer products with high consideration value follow the same pattern. A user asking an AI assistant which payment platform to use, which fintech product to sign up for, or which software to trial is in a fundamentally different state of readiness than a user who saw a display ad. The conversion data confirms this. The question for most businesses is not whether to invest in LLM visibility. It is how quickly they can close the gap on competitors who started earlier.<\/p>\n

Conclusion<\/h2>\n

LLM traffic is small today and growing fast. More importantly, it converts at rates that make its commercial value disproportionate to its current volume. The businesses that treat LLM SEO as a distinct discipline with its own mechanisms, rather than an extension of existing search optimization, are the ones building the citation authority that will determine which brands appear in AI-generated answers as the channel continues to scale.<\/p>\n

The window for early-mover advantage is open, but not indefinitely. The authority that brands are building now in AI systems is compounding in the same way that domain authority compounded in traditional search. The later the investment starts, the more expensive it becomes to close the gap.[\/vc_column_text][\/vc_column][\/vc_row]\n","protected":false},"excerpt":{"rendered":"

Most businesses tracking their web analytics have noticed LLM referral traffic appearing as a small but growing line in their acquisition reports. <\/p>\n","protected":false},"author":11,"featured_media":8127,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[7],"tags":[],"yoast_head":"\nLLM Traffic Converts Better Than Any Other Channel, and Most Businesses Are Not Set Up to Capture It - Newsdata.io - Stay Updated with the Latest News API Trends<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/newsdata.io\/blog\/llm-traffic-converts-better-than-any-other-channel-and-most-businesses-are-not-set-up-to-capture-it\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"LLM Traffic Converts Better Than Any Other Channel, and Most Businesses Are Not Set Up to Capture It - Newsdata.io - Stay Updated with the Latest News API Trends\" \/>\n<meta property=\"og:description\" content=\"Most businesses tracking their web analytics have noticed LLM referral traffic appearing as a small but growing line in their acquisition reports.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/newsdata.io\/blog\/llm-traffic-converts-better-than-any-other-channel-and-most-businesses-are-not-set-up-to-capture-it\/\" \/>\n<meta property=\"og:site_name\" content=\"Newsdata.io - Stay Updated with the Latest News API Trends\" \/>\n<meta property=\"article:published_time\" content=\"2026-07-10T07:11:16+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/newsdata.io\/blog\/wp-content\/uploads\/2026\/07\/unnamed-2026-07-10T124046.088.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1500\" \/>\n\t<meta property=\"og:image:height\" content=\"1000\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Raghav Sharma\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Raghav Sharma\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"7 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/newsdata.io\/blog\/llm-traffic-converts-better-than-any-other-channel-and-most-businesses-are-not-set-up-to-capture-it\/\",\"url\":\"https:\/\/newsdata.io\/blog\/llm-traffic-converts-better-than-any-other-channel-and-most-businesses-are-not-set-up-to-capture-it\/\",\"name\":\"LLM Traffic Converts Better Than Any Other Channel, and Most Businesses Are Not Set Up to Capture It - Newsdata.io - Stay Updated with the Latest News API Trends\",\"isPartOf\":{\"@id\":\"https:\/\/newsdata.io\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/newsdata.io\/blog\/llm-traffic-converts-better-than-any-other-channel-and-most-businesses-are-not-set-up-to-capture-it\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/newsdata.io\/blog\/llm-traffic-converts-better-than-any-other-channel-and-most-businesses-are-not-set-up-to-capture-it\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/i0.wp.com\/newsdata.io\/blog\/wp-content\/uploads\/2026\/07\/unnamed-2026-07-10T124046.088.jpg?fit=1500%2C1000&ssl=1\",\"datePublished\":\"2026-07-10T07:11:16+00:00\",\"dateModified\":\"2026-07-10T07:11:16+00:00\",\"author\":{\"@id\":\"https:\/\/newsdata.io\/blog\/#\/schema\/person\/2c7fdfa00a8bc73559748ec23250f501\"},\"breadcrumb\":{\"@id\":\"https:\/\/newsdata.io\/blog\/llm-traffic-converts-better-than-any-other-channel-and-most-businesses-are-not-set-up-to-capture-it\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/newsdata.io\/blog\/llm-traffic-converts-better-than-any-other-channel-and-most-businesses-are-not-set-up-to-capture-it\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/newsdata.io\/blog\/llm-traffic-converts-better-than-any-other-channel-and-most-businesses-are-not-set-up-to-capture-it\/#primaryimage\",\"url\":\"https:\/\/i0.wp.com\/newsdata.io\/blog\/wp-content\/uploads\/2026\/07\/unnamed-2026-07-10T124046.088.jpg?fit=1500%2C1000&ssl=1\",\"contentUrl\":\"https:\/\/i0.wp.com\/newsdata.io\/blog\/wp-content\/uploads\/2026\/07\/unnamed-2026-07-10T124046.088.jpg?fit=1500%2C1000&ssl=1\",\"width\":1500,\"height\":1000},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/newsdata.io\/blog\/llm-traffic-converts-better-than-any-other-channel-and-most-businesses-are-not-set-up-to-capture-it\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Blog\",\"item\":\"https:\/\/newsdata.io\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"LLM Traffic Converts Better Than Any Other Channel, and Most Businesses Are Not Set Up to Capture It\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/newsdata.io\/blog\/#website\",\"url\":\"https:\/\/newsdata.io\/blog\/\",\"name\":\"Newsdata.io - Stay Updated with the Latest News API Trends\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/newsdata.io\/blog\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/newsdata.io\/blog\/#\/schema\/person\/2c7fdfa00a8bc73559748ec23250f501\",\"name\":\"Raghav Sharma\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/newsdata.io\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/c64fa1d6e5c1d3bb3076c1db38e95026?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/c64fa1d6e5c1d3bb3076c1db38e95026?s=96&d=mm&r=g\",\"caption\":\"Raghav Sharma\"},\"description\":\"Raghav Sharma is a content writer and media researcher at Newsdata.io, specializing in news industry analysis, media literacy, and the evolving landscape of digital journalism. With a background in English Literature and Journalism, along with a focus on fact-based reporting standards, Raghav covers topics including news API technology, editorial bias evaluation, and responsible information consumption. Raghav's work has covered media trends across categories, including healthcare news, international journalism, and API-driven publishing. You can connect with him on LinkedIn or explore more of his writing on the Newsdata.io blog.\",\"sameAs\":[\"https:\/\/www.linkedin.com\/in\/raghav-sharma-4981b4232\/\"],\"url\":\"https:\/\/newsdata.io\/blog\/author\/raghav\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"LLM Traffic Converts Better Than Any Other Channel, and Most Businesses Are Not Set Up to Capture It - Newsdata.io - Stay Updated with the Latest News API Trends","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/newsdata.io\/blog\/llm-traffic-converts-better-than-any-other-channel-and-most-businesses-are-not-set-up-to-capture-it\/","og_locale":"en_US","og_type":"article","og_title":"LLM Traffic Converts Better Than Any Other Channel, and Most Businesses Are Not Set Up to Capture It - Newsdata.io - Stay Updated with the Latest News API Trends","og_description":"Most businesses tracking their web analytics have noticed LLM referral traffic appearing as a small but growing line in their acquisition reports.","og_url":"https:\/\/newsdata.io\/blog\/llm-traffic-converts-better-than-any-other-channel-and-most-businesses-are-not-set-up-to-capture-it\/","og_site_name":"Newsdata.io - Stay Updated with the Latest News API Trends","article_published_time":"2026-07-10T07:11:16+00:00","og_image":[{"width":1500,"height":1000,"url":"https:\/\/newsdata.io\/blog\/wp-content\/uploads\/2026\/07\/unnamed-2026-07-10T124046.088.jpg","type":"image\/jpeg"}],"author":"Raghav Sharma","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Raghav Sharma","Est. reading time":"7 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/newsdata.io\/blog\/llm-traffic-converts-better-than-any-other-channel-and-most-businesses-are-not-set-up-to-capture-it\/","url":"https:\/\/newsdata.io\/blog\/llm-traffic-converts-better-than-any-other-channel-and-most-businesses-are-not-set-up-to-capture-it\/","name":"LLM Traffic Converts Better Than Any Other Channel, and Most Businesses Are Not Set Up to Capture It - Newsdata.io - Stay Updated with the Latest News API Trends","isPartOf":{"@id":"https:\/\/newsdata.io\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/newsdata.io\/blog\/llm-traffic-converts-better-than-any-other-channel-and-most-businesses-are-not-set-up-to-capture-it\/#primaryimage"},"image":{"@id":"https:\/\/newsdata.io\/blog\/llm-traffic-converts-better-than-any-other-channel-and-most-businesses-are-not-set-up-to-capture-it\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/newsdata.io\/blog\/wp-content\/uploads\/2026\/07\/unnamed-2026-07-10T124046.088.jpg?fit=1500%2C1000&ssl=1","datePublished":"2026-07-10T07:11:16+00:00","dateModified":"2026-07-10T07:11:16+00:00","author":{"@id":"https:\/\/newsdata.io\/blog\/#\/schema\/person\/2c7fdfa00a8bc73559748ec23250f501"},"breadcrumb":{"@id":"https:\/\/newsdata.io\/blog\/llm-traffic-converts-better-than-any-other-channel-and-most-businesses-are-not-set-up-to-capture-it\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/newsdata.io\/blog\/llm-traffic-converts-better-than-any-other-channel-and-most-businesses-are-not-set-up-to-capture-it\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/newsdata.io\/blog\/llm-traffic-converts-better-than-any-other-channel-and-most-businesses-are-not-set-up-to-capture-it\/#primaryimage","url":"https:\/\/i0.wp.com\/newsdata.io\/blog\/wp-content\/uploads\/2026\/07\/unnamed-2026-07-10T124046.088.jpg?fit=1500%2C1000&ssl=1","contentUrl":"https:\/\/i0.wp.com\/newsdata.io\/blog\/wp-content\/uploads\/2026\/07\/unnamed-2026-07-10T124046.088.jpg?fit=1500%2C1000&ssl=1","width":1500,"height":1000},{"@type":"BreadcrumbList","@id":"https:\/\/newsdata.io\/blog\/llm-traffic-converts-better-than-any-other-channel-and-most-businesses-are-not-set-up-to-capture-it\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Blog","item":"https:\/\/newsdata.io\/blog\/"},{"@type":"ListItem","position":2,"name":"LLM Traffic Converts Better Than Any Other Channel, and Most Businesses Are Not Set Up to Capture It"}]},{"@type":"WebSite","@id":"https:\/\/newsdata.io\/blog\/#website","url":"https:\/\/newsdata.io\/blog\/","name":"Newsdata.io - Stay Updated with the Latest News API Trends","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/newsdata.io\/blog\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/newsdata.io\/blog\/#\/schema\/person\/2c7fdfa00a8bc73559748ec23250f501","name":"Raghav Sharma","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/newsdata.io\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/c64fa1d6e5c1d3bb3076c1db38e95026?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/c64fa1d6e5c1d3bb3076c1db38e95026?s=96&d=mm&r=g","caption":"Raghav Sharma"},"description":"Raghav Sharma is a content writer and media researcher at Newsdata.io, specializing in news industry analysis, media literacy, and the evolving landscape of digital journalism. With a background in English Literature and Journalism, along with a focus on fact-based reporting standards, Raghav covers topics including news API technology, editorial bias evaluation, and responsible information consumption. Raghav's work has covered media trends across categories, including healthcare news, international journalism, and API-driven publishing. You can connect with him on LinkedIn or explore more of his writing on the Newsdata.io blog.","sameAs":["https:\/\/www.linkedin.com\/in\/raghav-sharma-4981b4232\/"],"url":"https:\/\/newsdata.io\/blog\/author\/raghav\/"}]}},"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"https:\/\/i0.wp.com\/newsdata.io\/blog\/wp-content\/uploads\/2026\/07\/unnamed-2026-07-10T124046.088.jpg?fit=1500%2C1000&ssl=1","category":["General"],"featured_image_url":"https:\/\/i0.wp.com\/newsdata.io\/blog\/wp-content\/uploads\/2026\/07\/unnamed-2026-07-10T124046.088.jpg?fit=1500%2C1000&ssl=1","_links":{"self":[{"href":"https:\/\/newsdata.io\/blog\/wp-json\/wp\/v2\/posts\/8126"}],"collection":[{"href":"https:\/\/newsdata.io\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/newsdata.io\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/newsdata.io\/blog\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/newsdata.io\/blog\/wp-json\/wp\/v2\/comments?post=8126"}],"version-history":[{"count":1,"href":"https:\/\/newsdata.io\/blog\/wp-json\/wp\/v2\/posts\/8126\/revisions"}],"predecessor-version":[{"id":8128,"href":"https:\/\/newsdata.io\/blog\/wp-json\/wp\/v2\/posts\/8126\/revisions\/8128"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/newsdata.io\/blog\/wp-json\/wp\/v2\/media\/8127"}],"wp:attachment":[{"href":"https:\/\/newsdata.io\/blog\/wp-json\/wp\/v2\/media?parent=8126"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/newsdata.io\/blog\/wp-json\/wp\/v2\/categories?post=8126"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/newsdata.io\/blog\/wp-json\/wp\/v2\/tags?post=8126"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}