{"id":2192,"date":"2026-09-04T14:20:16","date_gmt":"2026-09-04T14:20:16","guid":{"rendered":"https:\/\/pixelpanda.ai\/blog\/2026\/09\/04\/reduce-cart-abandonment-shipping-costs-delivery-optimization\/"},"modified":"2026-10-06T00:18:02","modified_gmt":"2026-10-06T00:18:02","slug":"reduce-cart-abandonment-shipping-costs-delivery-optimization","status":"publish","type":"post","link":"https:\/\/pixelpanda.ai\/blog\/2026\/09\/04\/reduce-cart-abandonment-shipping-costs-delivery-optimization\/","title":{"rendered":"Reduce Cart Abandonment by Optimizing Shipping Times and Costs"},"content":{"rendered":"<figure data-autorank-featured=\"1\" style=\"margin:0 0 2em;text-align:center\"><img decoding=\"async\" src=\"https:\/\/autorank.so\/media\/featured\/324.jpg\" alt=\"Reduce Cart Abandonment by Optimizing Shipping Times and Costs\" style=\"width:100%;max-width:100%;height:auto;border-radius:12px\" loading=\"eager\" \/><\/figure>\n<div style=\"background:#eff6ff;border-left:4px solid #2563eb;padding:1.1em 1.4em;margin:1.5em 0;border-radius:6px\">\n<p style=\"margin:0 0 0.35em;font-weight:700;color:#1e3a8a;font-size:0.78em;letter-spacing:0.05em;text-transform:uppercase\">Key Takeaway<\/p>\n<p style=\"margin:0;color:#1e3a8a;line-height:1.5\">Shipping cost cart abandonment is the single biggest conversion killer in e-commerce, responsible for 48% of all abandoned carts \u2014 but optimizing delivery speed, pricing transparency, and checkout experience can recover up to 35% of lost sales in 2026.<\/p>\n<\/div>\n<h2 id=\"toc\">Table of Contents<\/h2>\n<ul style=\"line-height:1.8\">\n<li><a href=\"#why-shipping-matters\">Why Shipping Cost Cart Abandonment Is Destroying Your Revenue<\/a><\/li>\n<li><a href=\"#psychology\">The Psychology Behind Shipping-Related Cart Abandonment<\/a><\/li>\n<li><a href=\"#data-analysis\">Analyzing Your Shipping Data to Identify Abandonment Triggers<\/a><\/li>\n<li><a href=\"#cost-optimization\">Seven Proven Strategies to Reduce Shipping Costs Without Sacrificing Quality<\/a><\/li>\n<li><a href=\"#speed-optimization\">How to Optimize Delivery Times for Maximum Conversion<\/a><\/li>\n<li><a href=\"#transparency\">Shipping Transparency: Communicating Costs Early in the Customer Journey<\/a><\/li>\n<li><a href=\"#automation\">Automating Shipping Decisions to Reduce Cart Abandonment<\/a><\/li>\n<li><a href=\"#comparison\">Comparing Shipping Strategies: Which Approach Fights Cart Abandonment Best<\/a><\/li>\n<li><a href=\"#checkout-ux\">Checkout UX Fixes That Reduce Shipping Cost Cart Abandonment<\/a><\/li>\n<li><a href=\"#case-studies\">Real-World Results: E-Commerce Brands That Solved Shipping Cost Cart Abandonment<\/a><\/li>\n<li><a href=\"#mistakes\">Common Mistakes That Make Shipping Cost Cart Abandonment Worse<\/a><\/li>\n<li><a href=\"#faq\">Frequently Asked Questions<\/a><\/li>\n<\/ul>\n<h2 id=\"why-shipping-matters\">Why Shipping Cost Cart Abandonment Is Destroying Your Revenue<\/h2>\n<figure style=\"margin:2em 0;text-align:center\"><img decoding=\"async\" src=\"https:\/\/images.pexels.com\/photos\/5926215\/pexels-photo-5926215.jpeg?auto=compress&amp;cs=tinysrgb&amp;dpr=2&amp;h=650&amp;w=940\" alt=\"Miniature shopping carts containing dollar bills on a white background.\" style=\"max-width:100%;height:auto;border-radius:10px\" loading=\"lazy\" \/><figcaption style=\"text-align:center\"><span style=\"display:block;margin-top:0.3em;color:#9ca3af;font-size:0.75em\">Photo by <a href=\"https:\/\/www.pexels.com\/@sora-shimazaki\" target=\"_blank\" rel=\"noopener\" style=\"color:#9ca3af;text-decoration:underline\">Sora Shimazaki<\/a> on <a href=\"https:\/\/www.pexels.com\/photo\/photo-of-mini-blue-push-cart-with-dollar-bills-5926215\/\" target=\"_blank\" rel=\"noopener\" style=\"color:#9ca3af;text-decoration:underline\">Pexels<\/a><\/span><\/figcaption><\/figure>\n<p>Every e-commerce founder knows the sinking feeling of watching analytics show hundreds of abandoned carts. You&#8217;ve invested in product development, marketing campaigns, and conversion optimization \u2014 yet shoppers still leave at the final step. The culprit? Shipping costs and delivery times that don&#8217;t align with customer expectations. In 2026, with inflation-sensitive consumers and more competition than ever for online attention, shipping cost cart abandonment has only grown more costly to ignore.<\/p>\n<p>Research from the Baymard Institute reveals that unexpected shipping costs cause 48% of cart abandonment, making it the single largest conversion killer in e-commerce. When customers reach checkout and encounter shipping fees they didn&#8217;t anticipate, or delivery timelines that don&#8217;t meet their needs, they abandon their purchase and often never return. Updated 2026 survey data from Statista and Shopify&#8217;s annual commerce report confirms this trend has held steady \u2014 and in some verticals, like apparel and home goods, shipping-related abandonment has actually increased as consumers have grown more price-conscious.<\/p>\n<div style=\"background:linear-gradient(135deg,#fef3c7 0%,#fde68a 100%);padding:1.5em;border-radius:10px;margin:1.5em 0;text-align:center\">\n<div style=\"font-size:2.5em;font-weight:800;color:#78350f;line-height:1\">$260 Billion<\/div>\n<div style=\"color:#92400e;margin-top:0.5em;font-size:0.95em;max-width:420px;margin:0.5em auto 0\">The annual value of abandoned carts in US e-commerce alone, with shipping costs being the primary driver<\/div>\n<\/div>\n<p>The shipping cost cart abandonment problem compounds when you consider that 63% of online shoppers check shipping costs before adding items to their cart. If your shipping strategy isn&#8217;t competitive, you&#8217;re losing customers before they even begin the checkout process. This isn&#8217;t just about the immediate lost sale \u2014 it&#8217;s about lifetime customer value, brand perception, and your ability to compete against giants like Amazon that have conditioned consumers to expect fast, free shipping.<\/p>\n<p>But here&#8217;s the reality: you can&#8217;t simply absorb all shipping costs without destroying your margins. The solution lies in strategic optimization that balances cost efficiency with customer expectations. <a href=\"\/blog\/reduce-shipping-costs-ecommerce-without-sacrificing-speed\/\">Reducing shipping costs for e-commerce<\/a> requires a data-driven approach that considers carrier negotiations, packaging optimization, and intelligent routing.<\/p>\n<p>It&#8217;s also worth noting that shipping cost cart abandonment doesn&#8217;t affect every store equally. Stores selling low-margin, low-price items feel the sting of a flat $7.99 shipping fee far more acutely than stores selling premium products where shipping is a rounding error. Understanding where your store sits on this spectrum is the first step toward building a shipping strategy that actually converts rather than one copied from a competitor&#8217;s playbook.<\/p>\n<h2 id=\"psychology\">The Psychology Behind Shipping-Related Cart Abandonment<\/h2>\n<p>Understanding why shipping costs trigger cart abandonment requires examining the psychological factors at play during the online shopping experience. Unlike in-store purchases where the total cost is immediately apparent, online shopping creates a mental separation between product value and final price.<\/p>\n<h3>The Anchoring Effect and Sticker Shock<\/h3>\n<p>When shoppers browse your product pages, they anchor their purchase decision to the displayed price. This becomes their mental reference point. When they reach checkout and see additional shipping fees, their brain processes this as a price increase \u2014 even though shipping was always going to be part of the transaction. This cognitive dissonance creates friction that often results in abandonment.<\/p>\n<p>A study by MIT found that shoppers are more sensitive to shipping costs than to equivalent product price increases. Raising a product price by $10 has less psychological impact than showing a $10 shipping fee, even though the final cost is identical. This phenomenon explains why &#8220;free shipping&#8221; with a higher product price often outperforms transparent pricing that separates product and shipping costs.<\/p>\n<blockquote style=\"border-left:4px solid #4f46e5;padding:1em 1.5em;margin:2em 0;font-size:1.15em;font-style:italic;color:#374151;background:#fafafa;border-radius:4px\"><p>\n&#8220;Customers don&#8217;t mind paying for shipping \u2014 they mind being surprised by it at checkout.&#8221;\n<\/p><\/blockquote>\n<h3>The Immediacy Bias in Delivery Expectations<\/h3>\n<p>Modern consumers have been conditioned to expect instant gratification. Amazon Prime&#8217;s two-day (and increasingly same-day) delivery has fundamentally shifted baseline expectations for online shopping. When your checkout page shows a 7-10 day delivery window, customers experience a psychological cost beyond the monetary shipping fee \u2014 they&#8217;re paying with time, and that feels expensive.<\/p>\n<p>Research from Convey shows that 47% of shoppers have abandoned a cart specifically because the delivery time was too long, even when shipping was free. This reveals that shipping cost cart abandonment isn&#8217;t solely about money \u2014 it&#8217;s about the perceived total cost including time investment.<\/p>\n<h3>Loss Aversion and the &#8220;Free Shipping&#8221; Trigger<\/h3>\n<p>Behavioral economists have long documented that humans weigh losses roughly twice as heavily as equivalent gains. When a customer sees a shipping fee added at checkout, their brain registers it as a loss relative to the price they mentally committed to on the product page. This is why strategically framing shipping as &#8220;earned&#8221; (e.g., &#8220;You&#8217;re $12 away from free shipping&#8221;) converts better than simply displaying a flat fee \u2014 it reframes the transaction from a loss into an achievable gain.<\/p>\n<div style=\"background:#eff6ff;border-left:4px solid #2563eb;padding:1.1em 1.4em;margin:1.5em 0;border-radius:6px\">\n<p style=\"margin:0 0 0.35em;font-weight:700;color:#1e3a8a;font-size:0.78em;letter-spacing:0.05em;text-transform:uppercase\">Key Takeaway<\/p>\n<p style=\"margin:0;color:#1e3a8a;line-height:1.5\">Shipping optimization must address both cost and speed simultaneously \u2014 focusing on only one dimension leaves conversion opportunities on the table.<\/p>\n<\/div>\n<h2 id=\"data-analysis\">Analyzing Your Shipping Data to Identify Abandonment Triggers<\/h2>\n<figure style=\"margin:2em 0;text-align:center\"><img decoding=\"async\" src=\"https:\/\/images.pexels.com\/photos\/32429516\/pexels-photo-32429516.jpeg?auto=compress&amp;cs=tinysrgb&amp;dpr=2&amp;h=650&amp;w=940\" alt=\"Rusty abandoned ship on a foggy, desolate shoreline creating a moody scene.\" style=\"max-width:100%;height:auto;border-radius:10px\" loading=\"lazy\" \/><figcaption style=\"text-align:center\"><span style=\"display:block;margin-top:0.3em;color:#9ca3af;font-size:0.75em\">Photo by <a href=\"https:\/\/www.pexels.com\/@lange-x-2151365597\" target=\"_blank\" rel=\"noopener\" style=\"color:#9ca3af;text-decoration:underline\">lange x<\/a> on <a href=\"https:\/\/www.pexels.com\/photo\/rusty-abandoned-ship-on-a-foggy-shoreline-32429516\/\" target=\"_blank\" rel=\"noopener\" style=\"color:#9ca3af;text-decoration:underline\">Pexels<\/a><\/span><\/figcaption><\/figure>\n<p>Before implementing solutions, you need to understand exactly where and why customers abandon due to shipping issues. This requires collecting and analyzing specific data points that reveal patterns in customer behavior.<\/p>\n<h3>Essential Metrics to Track<\/h3>\n<p>Start by segmenting your cart abandonment data to isolate shipping-related exits. Your analytics should track:<\/p>\n<ul style=\"line-height:1.8\">\n<li><strong>Checkout abandonment by shipping method:<\/strong> Which delivery options cause the highest drop-off rates?<\/li>\n<li><strong>Geographic abandonment patterns:<\/strong> Are certain regions experiencing higher abandonment due to shipping costs or delivery times?<\/li>\n<li><strong>Cart value vs. shipping cost ratio:<\/strong> At what point does shipping cost become prohibitive relative to order value?<\/li>\n<li><strong>Time-to-delivery sensitivity:<\/strong> How do abandonment rates change based on estimated delivery windows?<\/li>\n<li><strong>Shipping cost surprise factor:<\/strong> How many customers abandon after seeing shipping costs for the first time at checkout?<\/li>\n<\/ul>\n<p>Use heatmap tools and session recordings to observe exactly when customers disengage during the checkout process. If you see consistent patterns of users viewing shipping costs and then closing the tab, you&#8217;ve identified a critical friction point.<\/p>\n<h3>Building a Shipping Performance Dashboard<\/h3>\n<p>Create a centralized dashboard that tracks shipping KPIs alongside conversion metrics. This should include:<\/p>\n<table style=\"width:100%;border-collapse:collapse;margin:1.5em 0;font-size:0.95em\">\n<thead>\n<tr style=\"background:#f3f4f6\">\n<th style=\"padding:0.75em;text-align:left;border:1px solid #e5e7eb\">Metric<\/th>\n<th style=\"padding:0.75em;text-align:left;border:1px solid #e5e7eb\">Why It Matters<\/th>\n<th style=\"padding:0.75em;text-align:left;border:1px solid #e5e7eb\">Target Benchmark<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Average shipping cost as % of order value<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Identifies when shipping feels disproportionate<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Under 15%<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Checkout abandonment rate when shipping &gt; $10<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Reveals psychological price thresholds<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Under 25%<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Free shipping threshold conversion lift<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Measures effectiveness of shipping incentives<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">15-30% increase<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Average delivery time vs. competitor<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Benchmarks your speed competitiveness<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Within 1-2 days<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Mobile vs. desktop shipping abandonment<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Mobile shoppers are more price-sensitive and impatient<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Parity within 5%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Tools like Google Analytics 4, Hotjar, and your e-commerce platform&#8217;s native analytics can provide these insights. For more advanced tracking, consider implementing <a href=\"\/blog\/what-is-supply-chain-optimization-guide-ecommerce-founders\/\">supply chain optimization<\/a> software that connects shipping performance directly to revenue outcomes.<\/p>\n<h3>Segmenting Abandonment by Customer Type<\/h3>\n<p>Not all abandoning customers are equal. New visitors who abandon due to shipping sticker shock represent a different problem than returning customers who abandon because your delivery times have slipped. Segment your abandonment data by:<\/p>\n<ul style=\"line-height:1.8\">\n<li><strong>First-time vs. returning visitors:<\/strong> First-time shoppers are far more sensitive to unexpected shipping fees since they have no established trust with your brand.<\/li>\n<li><strong>Traffic source:<\/strong> Paid social traffic tends to abandon faster over shipping costs than organic or email traffic, which arrives with higher intent.<\/li>\n<li><strong>Device type:<\/strong> Mobile shoppers frequently abandon at the shipping calculation step because smaller screens make comparison shopping (and leaving to check a competitor) easier.<\/li>\n<li><strong>Cart value tier:<\/strong> Low-cart-value shoppers are disproportionately affected by flat shipping rates, while high-cart-value shoppers are more sensitive to delivery speed.<\/li>\n<\/ul>\n<h2 id=\"cost-optimization\">Seven Proven Strategies to Reduce Shipping Costs Without Sacrificing Quality<\/h2>\n<p>Reducing shipping expenses while maintaining service quality is the foundation of solving shipping cost cart abandonment. The following seven strategies have been validated across thousands of e-commerce businesses and remain the backbone of any successful shipping strategy in 2026.<\/p>\n<h3>1. Negotiate Carrier Rates Based on Volume and Data<\/h3>\n<p>Most small-to-mid-sized e-commerce businesses accept standard carrier rates without realizing that rates are negotiable at surprisingly low volume thresholds. If you&#8217;re shipping more than 50 packages per week, you likely qualify for discounted rates with UPS, FedEx, or regional carriers like OSM Worldwide and LSO. Use your historical shipping data as leverage \u2014 carriers want predictable volume, and showing a year&#8217;s worth of consistent shipping activity strengthens your negotiating position significantly.<\/p>\n<h3>2. Use Multi-Carrier Shipping Software<\/h3>\n<p>Platforms like ShipPost, ShipStation, and Easyship allow you to compare rates across multiple carriers in real time and automatically select the cheapest option that still meets delivery speed requirements. This single change typically reduces shipping costs by 10-20% without any negative impact on delivery times, directly addressing one of the core drivers of shipping cost cart abandonment.<\/p>\n<h3>3. Optimize Packaging Dimensions<\/h3>\n<p>Dimensional weight pricing (DIM pricing) means carriers charge based on package size, not just actual weight. Oversized boxes with excess void fill inflate your shipping costs unnecessarily. Right-sizing your packaging \u2014 even by an inch or two per dimension \u2014 can save 15-25% on shipping costs per order, savings you can pass on to customers as lower checkout fees or fund a free shipping threshold.<\/p>\n<h3>4. Implement Zone Skipping for High-Volume Regions<\/h3>\n<p>If a significant portion of your orders ship to specific geographic clusters, zone skipping (consolidating shipments and injecting them closer to the final delivery zone) can cut transit costs substantially while also improving delivery speed \u2014 a double win against shipping cost cart abandonment.<\/p>\n<h3>5. Offer Regional Carrier Alternatives<\/h3>\n<p>Regional carriers often undercut national carriers by 20-40% for last-mile delivery within their service areas. Building a multi-carrier strategy that routes orders to the most cost-effective option per region, rather than defaulting to one national carrier, significantly reduces average shipping spend.<\/p>\n<h3>6. Build Free Shipping Into Product Pricing Strategically<\/h3>\n<p>Rather than absorbing shipping as a pure cost, distribute it across your pricing architecture. A modest 3-5% price increase across your catalog can fund free shipping, which \u2014 as covered in the psychology section \u2014 converts dramatically better than itemized shipping fees, even when the total transaction cost is identical.<\/p>\n<h3>7. Use Hybrid Fulfillment Networks<\/h3>\n<p>Distributing inventory across multiple fulfillment centers (rather than shipping everything from one warehouse) reduces the average distance to customers, cutting both shipping costs and delivery times simultaneously. 3PL networks have made this strategy accessible even to smaller brands that previously could only afford a single warehouse.<\/p>\n<div style=\"background:#eff6ff;border-left:4px solid #2563eb;padding:1.1em 1.4em;margin:1.5em 0;border-radius:6px\">\n<p style=\"margin:0 0 0.35em;font-weight:700;color:#1e3a8a;font-size:0.78em;letter-spacing:0.05em;text-transform:uppercase\">Key Takeaway<\/p>\n<p style=\"margin:0;color:#1e3a8a;line-height:1.5\">Reducing shipping costs isn&#8217;t about finding one silver bullet \u2014 it&#8217;s about stacking multiple small optimizations across carriers, packaging, fulfillment, and pricing strategy until shipping cost cart abandonment becomes a non-factor in your checkout flow.<\/p>\n<\/div>\n<h2 id=\"speed-optimization\">How to Optimize Delivery Times for Maximum Conversion<\/h2>\n<p>While cost is the headline driver of shipping cost cart abandonment, delivery speed is a close second \u2014 and the two are deeply intertwined. A customer who sees &#8220;Free shipping, arrives in 7-10 days&#8221; may still abandon in favor of a competitor offering &#8220;$4.99 shipping, arrives in 2 days.&#8221;<\/p>\n<h3>Set Realistic (and Slightly Conservative) Delivery Estimates<\/h3>\n<p>Nothing damages trust faster than an inaccurate delivery promise. It&#8217;s better to quote 4-6 days and deliver in 3 than to quote 2-3 days and deliver in 5. Use historical carrier performance data, not just carrier-published transit times, to calculate your estimated delivery dates (EDDs).<\/p>\n<h3>Offer Expedited Options at Checkout<\/h3>\n<p>Even if most customers select standard shipping, offering a visible expedited option increases perceived control and can lift conversion by making standard shipping look like the &#8220;smart, economical choice&#8221; rather than the only option.<\/p>\n<h3>Leverage Local Fulfillment and Distributed Inventory<\/h3>\n<p>As mentioned in the cost section, distributing inventory geographically shortens transit distances. This is doubly valuable for speed: a 2-day ground shipment from a nearby warehouse is both cheaper and faster than a cross-country 2-day air shipment.<\/p>\n<h3>Communicate Cutoff Times Clearly<\/h3>\n<p>&#8220;Order within 3 hours 12 minutes for same-day dispatch&#8221; countdown timers create urgency while setting accurate expectations, reducing the gap between what customers expect and what they receive.<\/p>\n<h2 id=\"transparency\">Shipping Transparency: Communicating Costs Early in the Customer Journey<\/h2>\n<p>The single highest-leverage fix for shipping cost cart abandonment is simply telling customers the cost earlier. Surprise is the enemy; clarity is the<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Discover how to reduce cart abandonment by optimizing shipping costs and delivery times. This comprehensive guide reveals data-driven strategies that have helped e-commerce businesses reduce abandonment by up to 35% while cutting shipping expenses by 20-40%.<\/p>\n","protected":false},"author":1,"featured_media":2193,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rank_math_title":"","rank_math_description":"Shipping costs cause 48% of cart abandonment. Learn proven strategies to optimize shipping times and costs, reduce abandonment by 35%, and increase e-commerce revenue.","rank_math_focus_keyword":"shipping cost cart abandonment","footnotes":""},"categories":[1],"tags":[636],"class_list":["post-2192","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","tag-shipping-cost-cart-abandonment"],"_links":{"self":[{"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/posts\/2192","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/comments?post=2192"}],"version-history":[{"count":2,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/posts\/2192\/revisions"}],"predecessor-version":[{"id":2737,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/posts\/2192\/revisions\/2737"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/media\/2193"}],"wp:attachment":[{"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/media?parent=2192"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/categories?post=2192"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/tags?post=2192"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}