{"id":1638,"date":"2026-06-27T14:04:27","date_gmt":"2026-06-27T14:04:27","guid":{"rendered":"https:\/\/pixelpanda.ai\/blog\/2026\/06\/27\/fba-vs-self-fulfillment-cost-comparison-complete-guide\/"},"modified":"2026-10-24T00:47:59","modified_gmt":"2026-10-24T00:47:59","slug":"fba-vs-self-fulfillment-cost-comparison-complete-guide","status":"publish","type":"post","link":"https:\/\/pixelpanda.ai\/blog\/2026\/06\/27\/fba-vs-self-fulfillment-cost-comparison-complete-guide\/","title":{"rendered":"Fulfillment for Amazon FBA vs Self-Fulfillment: Costs, Pros, and Cons"},"content":{"rendered":"<h2 id=\"understanding-fulfillment\">Understanding Amazon FBA vs Self-Fulfillment: What&#8217;s the Real Difference?<\/h2>\n<figure style=\"margin:2em 0;text-align:center\"><img decoding=\"async\" src=\"https:\/\/images.pexels.com\/photos\/16158539\/pexels-photo-16158539.jpeg?auto=compress&amp;cs=tinysrgb&amp;dpr=2&amp;h=650&amp;w=940\" alt=\"A person holding a cardboard Amazon Prime package on a snowy urban sidewalk.\" 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\/@introspectivedsgn\" target=\"_blank\" rel=\"noopener\" style=\"color:#9ca3af;text-decoration:underline\">Erik Mclean<\/a> on <a href=\"https:\/\/www.pexels.com\/photo\/package-from-amazon-prime-carried-by-the-delivery-man-16158539\/\" target=\"_blank\" rel=\"noopener\" style=\"color:#9ca3af;text-decoration:underline\">Pexels<\/a><\/span><\/figcaption><\/figure>\n<p>When you&#8217;re building an e-commerce business on Amazon in 2026, one of your most critical decisions comes down to fulfillment strategy. Do you let Amazon handle everything through Fulfillment by Amazon (FBA), or do you maintain control by fulfilling orders yourself? This fba vs self fulfillment cost comparison determines not just your profit margins, but your entire operational model, your cash flow cycle, and how fast you can scale.<\/p>\n<p>Amazon FBA means you ship your inventory to Amazon&#8217;s warehouses, and they handle storage, picking, packing, shipping, customer service, and returns. You pay fees for these services, but you gain access to Amazon Prime eligibility and the trust that comes with Amazon&#8217;s logistics network. In 2026, FBA also increasingly means access to Amazon&#8217;s expanding same-day and next-day delivery zones, which continue to grow as Amazon builds out more regional sortation centers.<\/p>\n<p>Self-fulfillment (also called Fulfillment by Merchant or FBM) means you store inventory in your own space\u2014whether that&#8217;s a garage, warehouse, or third-party logistics provider\u2014and you handle every order yourself. You control the entire customer experience, but you&#8217;re also responsible for every operational detail, from packaging to carrier negotiations to customer service tickets at 11 p.m.<\/p>\n<p>The choice isn&#8217;t always obvious. A seller moving 50 units monthly faces completely different economics than one shipping 5,000 units. Product dimensions matter enormously\u2014a small jewelry item has radically different storage costs than a large home goods product. And your growth trajectory changes the calculation entirely. This is why any serious fba vs self fulfillment cost comparison needs to account for your specific product category, order volume, and growth stage rather than relying on generic averages.<\/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;The right fulfillment model at 100 orders per month can become the wrong one at 1,000 orders per month\u2014and switching mid-growth is expensive.&#8221;\n<\/p><\/blockquote>\n<p>It&#8217;s also worth noting that this decision isn&#8217;t permanent or exclusive. Many of the most successful Amazon sellers in 2026 run blended models\u2014using FBA for their bestsellers while self-fulfilling slower-moving SKUs or oversized items where FBA fees don&#8217;t make sense. We&#8217;ll cover that hybrid strategy later in this guide, but first, let&#8217;s build a complete, numbers-driven fba vs self fulfillment cost comparison so you can see exactly where your money goes under each model.<\/p>\n<h2 id=\"cost-breakdown\">The Complete Cost Breakdown: FBA vs Self-Fulfillment<\/h2>\n<figure style=\"margin:2em 0;text-align:center\"><img decoding=\"async\" src=\"https:\/\/images.pexels.com\/photos\/7054368\/pexels-photo-7054368.jpeg?auto=compress&amp;cs=tinysrgb&amp;dpr=2&amp;h=650&amp;w=940\" alt=\"A pen pointing to a financial graph showing sales and total costs.\" 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\/@kindelmedia\" target=\"_blank\" rel=\"noopener\" style=\"color:#9ca3af;text-decoration:underline\">Kindel Media<\/a> on <a href=\"https:\/\/www.pexels.com\/photo\/a-close-up-shot-of-a-graph-on-a-paper-7054368\/\" target=\"_blank\" rel=\"noopener\" style=\"color:#9ca3af;text-decoration:underline\">Pexels<\/a><\/span><\/figcaption><\/figure>\n<p>Let&#8217;s start with the numbers that most directly impact your bottom line. Understanding the true fba vs self fulfillment cost comparison requires looking at every fee category, not just the obvious ones.<\/p>\n<h3>Amazon FBA Fee Structure in 2026<\/h3>\n<p>FBA fees break down into several categories that compound quickly:<\/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\">Fee Type<\/th>\n<th style=\"padding:0.75em;text-align:left;border:1px solid #e5e7eb\">Cost Range<\/th>\n<th style=\"padding:0.75em;text-align:left;border:1px solid #e5e7eb\">What It Covers<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Fulfillment Fees<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">$3.30 &#8211; $8.60+ per unit<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Picking, packing, shipping, customer service<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Monthly Storage<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">$0.90 &#8211; $2.50 per cubic foot<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Warehouse space (varies by season)<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Long-term Storage<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">$7.10 per cubic foot<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Items stored 271+ days<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Removal\/Disposal<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">$0.55 &#8211; $1.45 per unit<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Returning or destroying inventory<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Inbound Placement<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">$0.28 &#8211; $1.65 per unit<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Distributing inventory across warehouses<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Low-Inventory-Level Fee<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">$0.04 &#8211; $0.08 per unit<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Applies when stock levels fall below Amazon&#8217;s target weeks of cover<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>For a standard small item (under 1 lb, under 15&#8243; x 12&#8243; x 0.75&#8243;), you&#8217;re looking at approximately $3.30 per fulfillment in 2026. A large standard item (1-2 lbs, under 18&#8243; x 14&#8243; x 8&#8243;) runs around $5.30. Oversized items can exceed $10.50 per unit, and bulky furniture-style items can run $20+ per unit once you factor in special handling.<\/p>\n<p>Storage costs escalate during Q4 (October-December) when Amazon nearly triples monthly storage fees to handle holiday demand. A product occupying 1 cubic foot costs roughly $0.90\/month from January-September, but jumps to around $2.50\/month during peak season. Sellers with slow-moving inventory need to model this seasonal spike carefully, because it can erase a full month of profit margin if stock sits too long going into the holidays.<\/p>\n<h3>Self-Fulfillment Cost Structure<\/h3>\n<p>Self-fulfillment costs are more variable and depend heavily on your setup:<\/p>\n<div style=\"display:flex;gap:1em;padding:1em;margin:0.75em 0;background:#f9fafb;border-radius:8px;border-left:3px solid #10b981\">\n<div style=\"flex-shrink:0;background:#10b981;color:#fff;width:2em;height:2em;border-radius:50%;display:flex;align-items:center;justify-content:center;font-weight:700\">1<\/div>\n<div><strong>Storage Space<\/strong><br \/>If using your own space: $0-$550\/month depending on whether you&#8217;re using a spare room, renting a storage unit, or leasing warehouse space. Third-party fulfillment: $55-$220 per pallet per month.<\/div>\n<\/div>\n<div style=\"display:flex;gap:1em;padding:1em;margin:0.75em 0;background:#f9fafb;border-radius:8px;border-left:3px solid #10b981\">\n<div style=\"flex-shrink:0;background:#10b981;color:#fff;width:2em;height:2em;border-radius:50%;display:flex;align-items:center;justify-content:center;font-weight:700\">2<\/div>\n<div><strong>Shipping Costs<\/strong><br \/>Direct carrier rates: $4.25-$12.50 per package for domestic ground shipping, depending on weight, zone, and negotiated rates. International shipping adds significant complexity and cost. Using a multi-carrier platform instead of retail rates can shave 10-30% off these numbers at moderate volume.<\/div>\n<\/div>\n<div style=\"display:flex;gap:1em;padding:1em;margin:0.75em 0;background:#f9fafb;border-radius:8px;border-left:3px solid #10b981\">\n<div style=\"flex-shrink:0;background:#10b981;color:#fff;width:2em;height:2em;border-radius:50%;display:flex;align-items:center;justify-content:center;font-weight:700\">3<\/div>\n<div><strong>Packing Materials<\/strong><br \/>Boxes, bubble wrap, tape, labels: $0.55-$2.10 per order depending on product size and protection requirements.<\/div>\n<\/div>\n<div style=\"display:flex;gap:1em;padding:1em;margin:0.75em 0;background:#f9fafb;border-radius:8px;border-left:3px solid #10b981\">\n<div style=\"flex-shrink:0;background:#10b981;color:#fff;width:2em;height:2em;border-radius:50%;display:flex;align-items:center;justify-content:center;font-weight:700\">4<\/div>\n<div><strong>Labor Costs<\/strong><br \/>Your time or employee wages: $16-$27\/hour for picking, packing, and shipping. At scale, this becomes your largest variable cost, and it&#8217;s the one most new sellers underestimate.<\/div>\n<\/div>\n<div style=\"display:flex;gap:1em;padding:1em;margin:0.75em 0;background:#f9fafb;border-radius:8px;border-left:3px solid #10b981\">\n<div style=\"flex-shrink:0;background:#10b981;color:#fff;width:2em;height:2em;border-radius:50%;display:flex;align-items:center;justify-content:center;font-weight:700\">5<\/div>\n<div><strong>Software and Tools<\/strong><br \/>Shipping software, inventory management, label printers: $50-$320\/month. Tools like <a href=\"https:\/\/pixelpanda.ai\/blog\/best-shipping-software-small-business-under-100-month\/\">shipping automation software<\/a> can streamline operations significantly, and platforms like ShipPost help consolidate multi-carrier rate shopping, batch label printing, and inventory sync into one dashboard instead of juggling five separate tools.<\/div>\n<\/div>\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\">$6.75 &#8211; $9.40<\/div>\n<div style=\"color:#92400e;margin-top:0.5em;font-size:0.95em;max-width:420px;margin:0.5em auto 0\">Average all-in cost per self-fulfilled order for small to medium-sized products when factoring in all expenses, as of 2026 carrier and labor rates<\/div>\n<\/div>\n<p>The critical insight: self-fulfillment costs scale linearly with volume, while FBA costs include fixed components that become more efficient at higher volumes. However, FBA&#8217;s per-unit costs are generally higher, meaning there&#8217;s a crossover point where self-fulfillment becomes more expensive. We&#8217;ll calculate that crossover point precisely in the volume analysis section below.<\/p>\n<h2 id=\"side-by-side\">FBA vs Self Fulfillment Cost Comparison: Side-by-Side Table<\/h2>\n<p>Before diving deeper into hidden costs and volume thresholds, here&#8217;s a direct side-by-side snapshot of how the two models compare across the factors sellers care about most. Use this table as a quick reference, then read the sections below for the full context behind each row.<\/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\">Factor<\/th>\n<th style=\"padding:0.75em;text-align:left;border:1px solid #e5e7eb\">Amazon FBA<\/th>\n<th style=\"padding:0.75em;text-align:left;border:1px solid #e5e7eb\">Self-Fulfillment (FBM)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\"><strong>Avg. cost per small\/medium order<\/strong><\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">$7.50 &#8211; $11.00+ (fulfillment + storage)<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">$6.75 &#8211; $9.40 (all-in)<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\"><strong>Prime badge eligibility<\/strong><\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Yes, automatic<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Only via Seller Fulfilled Prime (strict SLAs)<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\"><strong>Upfront investment<\/strong><\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Low (no warehouse needed)<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Moderate to high (space, labor, software)<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\"><strong>Scalability<\/strong><\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">High \u2014 Amazon absorbs peak-season volume<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Requires hiring, space, and process investment<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\"><strong>Customer experience control<\/strong><\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Limited \u2014 Amazon owns packaging and support<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Full control over branding and unboxing<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\"><strong>Best for<\/strong><\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Fast-moving, standard-size SKUs at volume<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Low-volume, oversized, or brand-sensitive SKUs<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\"><strong>Cash flow impact<\/strong><\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Fees deducted before payout; inventory tied up in FCs<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">More control, but you front shipping costs immediately<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\"><strong>Risk of long-term storage penalties<\/strong><\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Yes, if inventory sits 271+ days<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">No Amazon penalty, but you bear the carrying cost<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>As the table shows, neither model wins outright in every category. This fba vs self fulfillment cost comparison is less about which option is &#8220;cheaper&#8221; in isolation and more about which option is cheaper <em>for your specific product, volume, and growth stage<\/em>. The next sections break down exactly where those crossover points sit.<\/p>\n<h2 id=\"hidden-costs\">Hidden Costs Most Sellers Forget to Model<\/h2>\n<p>A proper fba vs self fulfillment cost comparison has to go beyond the sticker-price fees, because both models carry costs that don&#8217;t show up until you&#8217;re a few months in.<\/p>\n<h3>Hidden FBA Costs<\/h3>\n<ul>\n<li><strong>Prep and labeling requirements:<\/strong> Amazon requires specific poly-bagging, bubble wrapping, and FNSKU labeling. Prep services run $0.35-$1.10 per unit if you don&#8217;t do it yourself.<\/li>\n<li><strong>Inbound shipping to Amazon warehouses:<\/strong> You still pay to get inventory to Amazon&#8217;s fulfillment centers, and with inventory placement fees, Amazon may split a single shipment across multiple FCs, increasing freight costs.<\/li>\n<li><strong>Returns processing:<\/strong> Amazon&#8217;s generous return policy means more returns, and FBA return processing fees apply per category, often eating into margin on apparel and electronics specifically.<\/li>\n<li><strong>Account-level storage utilization surcharges:<\/strong> Sellers with poor sell-through ratios can be hit with additional storage utilization surcharges on top of standard fees.<\/li>\n<li><strong>Aged inventory surcharges:<\/strong> Beyond long-term storage fees, Amazon&#8217;s aged inventory surcharge structure penalizes slow sellers in tiers starting well before the 271-day mark.<\/li>\n<\/ul>\n<h3>Hidden Self-Fulfillment Costs<\/h3>\n<ul>\n<li><strong>Packaging material waste and overstock:<\/strong> Buying in bulk means tied-up cash and potential waste if box sizes change.<\/li>\n<li><strong>Software subscriptions stacking up:<\/strong> Inventory software, shipping software, customer service tools, and accounting integrations can add up to $200-$500\/month if not consolidated.<\/li>\n<li><strong>Insurance and liability:<\/strong> Warehouse insurance, product liability coverage, and workers&#8217; comp if you have employees.<\/li>\n<li><strong>Opportunity cost of your time:<\/strong> If you&#8217;re personally packing orders, that&#8217;s time not spent on product research, advertising optimization, or scaling.<\/li>\n<li><strong>Carrier rate volatility:<\/strong> Without negotiated volume discounts, small sellers pay retail shipping rates, which rise annually and spike further during peak season surcharge periods.<\/li>\n<li><strong>Damaged or lost shipment claims:<\/strong> Without Amazon&#8217;s claims infrastructure, you&#8217;re on the hook for chasing carrier reimbursements yourself, which eats staff hours.<\/li>\n<\/ul>\n<h2 id=\"volume-threshold\">The Volume Threshold: When Self-Fulfillment Becomes Cheaper<\/h2>\n<p>This is the core question in any fba vs self fulfillment cost comparison: at what order volume does one model clearly beat the other? The answer depends on product size, but here&#8217;s a general framework based on 2026 fee structures.<\/p>\n<h3>Low Volume (Under 200 orders\/month)<\/h3>\n<p>At this volume, FBA often makes more sense despite higher per-unit fees, because you avoid fixed costs like warehouse rent, software subscriptions, and labor. The fixed-cost burden of self-fulfillment infrastructure doesn&#8217;t amortize well across so few orders. Unless you already have existing fulfillment infrastructure (say, from a separate retail or wholesale business), FBA&#8217;s pay-as-you-go model wins here.<\/p>\n<h3>Medium Volume (200-1,000 orders\/month)<\/h3>\n<p>This is the crossover zone where the decision becomes genuinely close, and product dimensions matter more than order count alone. Small, lightweight, fast-moving products often still favor FBA because fulfillment fees stay low and storage is cheap. Larger or heavier products start favoring self-fulfillment because FBA&#8217;s oversized fees and storage costs grow disproportionately. Many sellers in this range run hybrid models, keeping bestsellers in FBA and overflow or slow-movers in self-fulfillment.<\/p>\n<h3>High Volume (1,000+ orders\/month)<\/h3>\n<p>At scale, self-fulfillment&#8217;s fixed costs amortize efficiently, and your negotiating power with carriers increases substantially. Sellers shipping 1,000+ orders monthly can often negotiate carrier rates 15-25% below retail, and dedicated staff become cost-efficient rather than a luxury. However, this requires significant operational maturity\u2014you need reliable systems, trained staff, and redundancy plans for when things go wrong. The savings are real, but so is the operational risk if your systems aren&#8217;t mature enough to support the volume.<\/p>\n<h2 id=\"hybrid-strategy\">The Hybrid Approach: Using Both Models Strategically<\/h2>\n<p>The smartest sellers in 2026 don&#8217;t choose one model exclusively. Instead, they build a fba vs self ful<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Choosing between Amazon FBA and self-fulfillment isn&#8217;t just about per-order costs\u2014it&#8217;s about understanding break-even points, hidden fees, and operational trade-offs. This comprehensive guide breaks down the real costs, reveals hidden expenses most sellers miss, and provides a decision framework to choose the right model for your business stage and product type.<\/p>\n","protected":false},"author":1,"featured_media":1639,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rank_math_title":"","rank_math_description":"Complete fba vs self fulfillment cost comparison for 2025. Real numbers, break-even analysis, and decision framework to choose the right fulfillment model for your Amazon business.","rank_math_focus_keyword":"fba vs self fulfillment cost comparison","footnotes":""},"categories":[1],"tags":[614],"class_list":["post-1638","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","tag-fba-vs-self-fulfillment-cost-comparison"],"_links":{"self":[{"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/posts\/1638","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=1638"}],"version-history":[{"count":4,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/posts\/1638\/revisions"}],"predecessor-version":[{"id":2981,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/posts\/1638\/revisions\/2981"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/media\/1639"}],"wp:attachment":[{"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/media?parent=1638"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/categories?post=1638"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/tags?post=1638"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}