{"id":1629,"date":"2026-06-22T00:04:48","date_gmt":"2026-06-22T00:04:48","guid":{"rendered":"https:\/\/pixelpanda.ai\/blog\/2026\/06\/22\/what-is-logistics-automation-complete-guide\/"},"modified":"2026-08-19T00:32:43","modified_gmt":"2026-08-19T00:32:43","slug":"what-is-logistics-automation-complete-guide","status":"publish","type":"post","link":"https:\/\/pixelpanda.ai\/blog\/2026\/06\/22\/what-is-logistics-automation-complete-guide\/","title":{"rendered":"What Is Logistics Automation? The Complete Beginner&#8217;s Guide"},"content":{"rendered":"<h2 id=\"what-is-logistics-automation\">What Is Logistics Automation?<\/h2>\n<figure style=\"margin:2em 0;text-align:center\"><img decoding=\"async\" src=\"https:\/\/images.pexels.com\/photos\/11679684\/pexels-photo-11679684.jpeg?auto=compress&amp;cs=tinysrgb&amp;dpr=2&amp;h=650&amp;w=940\" alt=\"Detailed view of an industrial conveyor belt system used in manufacturing and production settings.\" 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\/@nc-farm-bureau-mark\" target=\"_blank\" rel=\"noopener\" style=\"color:#9ca3af;text-decoration:underline\">Mark Stebnicki<\/a> on <a href=\"https:\/\/www.pexels.com\/photo\/conveyer-belt-on-industrial-plant-11679684\/\" target=\"_blank\" rel=\"noopener\" style=\"color:#9ca3af;text-decoration:underline\">Pexels<\/a><\/span><\/figcaption><\/figure>\n<p>Logistics automation is the use of technology\u2014software, artificial intelligence, robotics, and data analytics\u2014to replace manual processes in supply chain operations. Instead of employees manually entering shipping addresses, calculating optimal routes, or tracking packages across multiple carriers, what is logistics automation does is handle these tasks automatically through integrated systems that communicate with each other in real time.<\/p>\n<p>The core promise is simple: reduce human error, accelerate fulfillment times, and cut operational costs by letting machines handle repetitive, rule-based logistics tasks. For e-commerce businesses shipping hundreds or thousands of orders weekly, this shift from manual to automated logistics isn&#8217;t just convenient\u2014it&#8217;s becoming essential for survival in competitive markets where customers expect two-day delivery and real-time tracking updates.<\/p>\n<p>A 2024 study by McKinsey found that companies implementing comprehensive logistics automation reduced order processing time by 67% and decreased shipping errors by 84%. Those aren&#8217;t marginal improvements\u2014they represent fundamental transformations in how modern businesses move products from warehouses to doorsteps. Heading into 2026, this trend has only accelerated: Gartner&#8217;s most recent supply chain technology survey found that 61% of logistics leaders now consider automation &#8220;mission critical&#8221; rather than &#8220;nice to have,&#8221; up from just 34% in 2022.<\/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\">$94.6B<\/div>\n<div style=\"color:#92400e;margin-top:0.5em;font-size:0.95em;max-width:420px;margin:0.5em auto 0\">Projected global logistics automation market value by 2027, growing at 11.7% CAGR<\/div>\n<\/div>\n<h3>What Logistics Automation Is NOT<\/h3>\n<p>Before diving deeper, let&#8217;s clarify what logistics automation doesn&#8217;t mean. It&#8217;s not about replacing your entire workforce with robots (though warehouse robotics is one component). It&#8217;s not a single software purchase that magically fixes all supply chain problems. And it&#8217;s definitely not just &#8220;having a website where customers can track packages.&#8221;<\/p>\n<p>True logistics automation involves interconnected systems that make intelligent decisions based on data. When a customer places an order, automated systems should instantly determine the best fulfillment center, select the optimal carrier based on cost and speed, generate shipping labels, update inventory counts, notify the customer, and trigger reorder alerts if stock falls below thresholds\u2014all without human intervention.<\/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\">Logistics automation transforms supply chain operations from manual, error-prone processes into intelligent, self-executing systems that reduce costs and improve customer satisfaction through data-driven decision-making.<\/p>\n<\/div>\n<h2 id=\"why-it-matters-2026\">Why Logistics Automation Matters More in 2026 Than Ever Before<\/h2>\n<p>The question of what is logistics automation has shifted from an academic curiosity to a boardroom priority. Three converging forces are pushing even small and mid-sized businesses toward automated supply chains in 2026: labor shortages, rising consumer expectations, and margin compression from carrier rate increases.<\/p>\n<p>Warehouse labor remains difficult to source and retain in many regions, with turnover rates in fulfillment roles still hovering above 40% annually according to recent labor market data. Meanwhile, consumers who grew accustomed to next-day and same-day delivery during the last several years now treat fast shipping as a baseline expectation rather than a premium perk. A 2025 consumer survey found that 73% of online shoppers abandon a cart if estimated delivery takes longer than five days, and 58% expect real-time tracking updates at every stage of the journey.<\/p>\n<p>At the same time, major carriers have pushed through multiple rate increases and added new accessorial fees (fuel surcharges, demand surcharges during peak season, dimensional weight adjustments) that quietly inflate shipping costs. Businesses without automated rate-shopping and carrier diversification are absorbing these costs directly, while automated shippers route around the worst fee structures in real time. This is precisely why understanding what is logistics automation\u2014and implementing even a partial version of it\u2014has become a competitive necessity rather than an optional upgrade.<\/p>\n<h2 id=\"core-components\">Core Components of Logistics Automation<\/h2>\n<figure style=\"margin:2em 0;text-align:center\"><img decoding=\"async\" src=\"https:\/\/images.pexels.com\/photos\/34222005\/pexels-photo-34222005.jpeg?auto=compress&amp;cs=tinysrgb&amp;dpr=2&amp;h=650&amp;w=940\" alt=\"Industrial machinery with robotic arm in a modern manufacturing facility.\" 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\/@freek-wolsink-508219\" target=\"_blank\" rel=\"noopener\" style=\"color:#9ca3af;text-decoration:underline\">Freek Wolsink<\/a> on <a href=\"https:\/\/www.pexels.com\/photo\/automated-factory-conveyor-system-in-operation-34222005\/\" target=\"_blank\" rel=\"noopener\" style=\"color:#9ca3af;text-decoration:underline\">Pexels<\/a><\/span><\/figcaption><\/figure>\n<p>Understanding what is logistics automation requires breaking down the technology stack into its fundamental building blocks. Modern logistics automation isn&#8217;t a monolithic system\u2014it&#8217;s an ecosystem of specialized tools working together.<\/p>\n<h3>1. Transportation Management Systems (TMS)<\/h3>\n<p>A TMS serves as the central nervous system of logistics automation. It plans, executes, and optimizes the physical movement of goods. When you ship 200 orders on Monday morning, your TMS automatically compares rates across USPS, FedEx, UPS, and regional carriers, selects the most cost-effective option for each package based on destination and weight, and generates shipping labels in batch.<\/p>\n<p>Advanced TMS platforms like <a href=\"\/blog\/shippost-vs-shipstation-vs-easypost-comparison-2025\/\">ShipPost integrate with multiple carriers<\/a> through a single API, eliminating the need to log into separate carrier websites or maintain multiple accounts. The system tracks shipments in real time, automatically sends customer notifications at each delivery milestone, and flags exceptions like delays or failed deliveries for immediate attention.<\/p>\n<h3>2. Warehouse Management Systems (WMS)<\/h3>\n<p>While TMS handles transportation, WMS manages everything happening inside your fulfillment centers. These systems track inventory locations down to the specific shelf or bin, optimize picking routes for warehouse staff, and coordinate with TMS to ensure orders ship from the most efficient location.<\/p>\n<p>Modern WMS platforms use barcode scanning or RFID technology to update inventory counts in real time. When a picker scans an item, the system instantly reduces available stock, updates reorder calculations, and adjusts allocation for pending orders. This level of precision eliminates the classic e-commerce nightmare: selling products you don&#8217;t actually have in stock.<\/p>\n<h3>3. Order Management Systems (OMS)<\/h3>\n<p>An OMS orchestrates the entire order lifecycle from purchase to delivery. It receives orders from multiple sales channels (your Shopify store, Amazon, eBay, wholesale partners), validates payment and inventory availability, routes orders to the appropriate fulfillment location, and coordinates with WMS and TMS to execute fulfillment.<\/p>\n<p>The automation here prevents channel conflicts\u2014you won&#8217;t accidentally sell the same last unit on both your website and Amazon marketplace because the OMS maintains a single source of truth for inventory across all channels.<\/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\">System Type<\/th>\n<th style=\"padding:0.75em;text-align:left;border:1px solid #e5e7eb\">Primary Function<\/th>\n<th style=\"padding:0.75em;text-align:left;border:1px solid #e5e7eb\">Key Automation<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">TMS<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Transportation &amp; shipping<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Carrier selection, rate shopping, label generation<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">WMS<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Warehouse operations<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Inventory tracking, pick optimization, stock allocation<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">OMS<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Order orchestration<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Multi-channel sync, order routing, fulfillment coordination<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Route Optimization<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Delivery planning<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Dynamic routing, traffic analysis, delivery sequencing<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Robotics &amp; AS\/RS<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Physical material handling<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Autonomous picking, sorting, pallet movement<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Predictive Analytics\/AI<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Demand &amp; risk forecasting<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Inventory forecasting, anomaly detection, dynamic pricing<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>4. Route Optimization Software<\/h3>\n<p>For businesses managing their own delivery fleets or coordinating with local couriers, route optimization software uses algorithms to calculate the most efficient delivery sequences. These systems factor in traffic patterns, delivery time windows, vehicle capacity, and driver schedules to minimize fuel costs and maximize deliveries per route.<\/p>\n<p>The automation happens continuously\u2014if a new rush order comes in at 2 PM, the system recalculates routes for drivers still on the road and inserts the new stop in the optimal position. Learn more about <a href=\"\/blog\/optimize-shipping-routes-ecommerce-guide\/\">how to optimize shipping routes<\/a> for your specific business model.<\/p>\n<h3>5. Predictive Analytics and AI<\/h3>\n<p>Predictive analytics is arguably the most transformative layer of logistics automation heading into 2026. Rather than simply reacting to what has already happened, AI-driven systems forecast demand spikes before they occur, flag potential shipping delays based on weather and carrier performance data, and recommend optimal reorder points to prevent stockouts.<\/p>\n<p>Machine learning models trained on historical order data can predict which SKUs will surge during specific seasons, which delivery routes are likely to experience disruptions, and even which customers are likely to request returns. This predictive layer transforms logistics automation from a reactive cost-cutting tool into a proactive strategic asset.<\/p>\n<h3>6. Robotics and Automated Storage\/Retrieval Systems (AS\/RS)<\/h3>\n<p>In larger fulfillment operations, physical robotics increasingly handle the material movement that used to require dozens of warehouse staff. Autonomous mobile robots (AMRs) navigate warehouse floors to bring shelves directly to pickers, reducing walking time by up to 60-70% according to warehouse efficiency studies. AS\/RS systems use vertical storage towers and robotic arms to retrieve items from high-density storage, maximizing square footage while minimizing labor costs.<\/p>\n<p>While full robotics implementations remain capital-intensive and are typically reserved for larger operations, smaller businesses are increasingly adopting scaled-down versions\u2014like semi-automated pick-to-light systems or collaborative robots (&#8220;cobots&#8221;) that work alongside human staff rather than replacing them entirely.<\/p>\n<h2 id=\"benefits-of-logistics-automation\">Key Benefits of Logistics Automation<\/h2>\n<p>Now that we&#8217;ve answered what is logistics automation at the component level, it&#8217;s worth examining the tangible business outcomes it produces. These aren&#8217;t theoretical advantages\u2014they show up directly in operating margins, customer retention, and growth capacity.<\/p>\n<h3>Reduced Operational Costs<\/h3>\n<p>Automation eliminates redundant manual labor, reduces shipping errors that result in costly reshipments, and optimizes carrier selection to consistently secure the lowest available rates. Businesses using automated rate-shopping tools typically save 15-30% on shipping costs compared to manually selecting a single carrier for all shipments.<\/p>\n<h3>Faster Order Fulfillment<\/h3>\n<p>When systems talk to each other instantly rather than requiring manual data entry between platforms, the entire fulfillment timeline compresses. Orders that once took hours to process\u2014from payment confirmation to label generation\u2014now complete in minutes or even seconds.<\/p>\n<h3>Improved Accuracy<\/h3>\n<p>Human data entry is inherently error-prone. Automated systems that pull address data directly from checkout forms, validate addresses against postal databases, and auto-select shipping dimensions based on product data virtually eliminate the address errors and mis-shipments that plague manual processes.<\/p>\n<h3>Scalability Without Proportional Headcount Growth<\/h3>\n<p>Perhaps the most important benefit for growing businesses: automation allows order volume to scale without a corresponding increase in staffing costs. A business processing 500 orders weekly can often handle 2,000 orders weekly with the same core team, simply because the automated systems\u2014not additional employees\u2014absorb the increased transaction volume.<\/p>\n<h3>Better Customer Experience<\/h3>\n<p>Automated tracking notifications, accurate delivery estimates, and faster processing times combine to create a customer experience that matches or exceeds expectations set by major retailers. In a market where 58% of shoppers expect proactive tracking updates, this is no longer a differentiator\u2014it&#8217;s table stakes.<\/p>\n<h2 id=\"automation-vs-manual-comparison\">Manual Logistics vs. Automated Logistics: A Direct Comparison<\/h2>\n<p>To fully grasp what is logistics automation in practice, it helps to see manual and automated approaches side by side across the metrics that matter most to growing e-commerce businesses.<\/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\">Manual Logistics<\/th>\n<th style=\"padding:0.75em;text-align:left;border:1px solid #e5e7eb\">Automated Logistics<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Order processing time<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">15-30 minutes per order<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Under 2 minutes per order<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Shipping error rate<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">5-8% of shipments<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Under 1% of shipments<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Carrier rate optimization<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Rarely compared, single carrier<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Real-time multi-carrier rate shopping<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Inventory accuracy<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">70-85% typical accuracy<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">98-99.9% typical accuracy<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Scalability<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Requires proportional headcount growth<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Scales with minimal added labor<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Customer notifications<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Manual or none<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Automatic at every milestone<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Peak season readiness<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Frequently overwhelmed<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Scales dynamically with demand<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2 id=\"how-to-get-started\">How to Get Started With Logistics Automation<\/h2>\n<p>Understanding what is logistics automation conceptually is one thing; actually implementing it is another. Most businesses shouldn&#8217;t try to automate everything at once. Instead, a phased approach tends to produce the best results with the least disruption.<\/p>\n<h3>Step 1: Audit Your Current Manual Processes<\/h3>\n<p>Before automating anything, map out exactly where time is currently being spent. Which tasks take the longest? Where do errors most frequently occur? Which processes require an employee to manually copy data from one system to another? These pain points are your highest-priority automation targets.<\/p>\n<h3>Step 2: Start With Shipping and Label Generation<\/h3>\n<p>For most e-commerce businesses, the fastest win comes from automating shipping label generation and carrier rate comparison. Platforms like ShipPost let you connect multiple sales channels, automatically pull order data, compare rates across carriers, and print labels in batches\u2014often cutting label generation time by more than 80% in the first month of use.<\/p>\n<h3>Step 3: Automate Inventory Syncing<\/h3>\n<p>Once shipping is automated, turn attention to inventory. Real-time inventory syncing across all sales channels prevents overselling and provides the accurate data needed for demand forecasting later.<\/p>\n<h3>Step 4: Layer in Predictive Analytics<\/h3>\n<p>With clean shipping and inventory data flowing consistently, predictive analytics tools become far more useful. At this stage, businesses can start forecasting demand, optimizing reorder points, and identifying seasonal trends with much greater confidence.<\/p>\n<h3>Step 5: Consider Physical Automation Where Volume Justifies It<\/h3>\n<p>Robotics and AS\/RS investments only make financial sense once order volume reaches a certain threshold\u2014usually in the tens of thousands of orders monthly for most product categories. Until then, software-based automation typically delivers a far better return on investment.<\/p>\n<h2 id=\"visual-content-automation\">Don&#8217;t Forget Visual Content Automation<\/h2>\n<p>Logistics automation conversations tend to focus exclusively on shipping, warehousing, and order data\u2014but there&#8217;s another operational bottleneck that often goes unaddressed: product visual content. As automated systems accelerate how quickly you can list and ship products, your visual content pipeline needs to keep pace or it becomes the new bottleneck.<\/p>\n<p>Businesses launching new SKUs at higher velocity because of automated fulfillment often find themselves stuck manually editing product photos one at a time. Tools like an <a href=\"\/free-tools\/background-remover\">AI Background Remover<\/a> can automatically strip backgrounds from hundreds of product images in bulk, matching the same &#8220;no manual intervention&#8221; philosophy that defines logistics automation elsewhere in the business.<\/p>\n<p>Similarly, an <a href=\"\/free-tools\/enhance-photo\">AI Image Upscaler<\/a> can automatically enhance low-resolution supplier photos into marketplace-ready assets without a designer manually retouching every image. For brands that need professional team photos without scheduling a studio shoot, <a href=\"\/ai-headshots\">AI Headshots<\/a> generate polished, consistent staff phot<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Logistics automation uses AI, software, and data analytics to replace manual supply chain processes. This comprehensive guide explains how automated systems reduce shipping errors by 90%, cut fulfillment costs, and accelerate delivery times for e-commerce businesses of all sizes.<\/p>\n","protected":false},"author":1,"featured_media":1630,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rank_math_title":"","rank_math_description":"Learn what is logistics automation, how it works, and why e-commerce businesses use AI-powered systems to reduce shipping costs, eliminate errors, and improve delivery speed.","rank_math_focus_keyword":"what is logistics automation","footnotes":""},"categories":[1],"tags":[611],"class_list":["post-1629","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","tag-what-is-logistics-automation"],"_links":{"self":[{"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/posts\/1629","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=1629"}],"version-history":[{"count":5,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/posts\/1629\/revisions"}],"predecessor-version":[{"id":2075,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/posts\/1629\/revisions\/2075"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/media\/1630"}],"wp:attachment":[{"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/media?parent=1629"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/categories?post=1629"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/tags?post=1629"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}