{"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":"2026-09-02T00:40:48","modified_gmt":"2026-09-02T00:40:48","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>Artificial intelligence has moved from buzzword to backbone in logistics automation. Machine learning models now analyze historical order data, seasonality trends, marketing calendars, and even weather patterns to forecast demand weeks or months in advance. This allows businesses to pre-position inventory closer to customers, reducing average transit time and last-mile shipping costs.<\/p>\n<p>AI also powers anomaly detection\u2014flagging a sudden spike in returns from a specific SKU, identifying a carrier lane that&#8217;s consistently running late, or catching a pricing error before it ships thousands of underpriced orders. In 2026, generative AI tools are increasingly layered on top of these systems, allowing operations teams to simply ask a chatbot &#8220;which carrier had the worst on-time performance last week?&#8221; instead of building a custom report.<\/p>\n<h3>6. Robotics and Automated Storage\/Retrieval Systems (AS\/RS)<\/h3>\n<p>At the physical layer, robotics handle the heavy lifting\u2014literally. Autonomous mobile robots (AMRs) navigate warehouse floors to bring shelves to human pickers instead of making people walk miles per shift. AS\/RS units store and retrieve pallets or totes automatically, maximizing vertical storage density while minimizing labor costs. Large-scale fulfillment operations increasingly combine AMRs with robotic arms capable of picking individual SKUs, though full &#8220;lights-out&#8221; fulfillment centers remain rare outside of a handful of mega-retailers.<\/p>\n<h2 id=\"benefits\">Key Benefits of Logistics Automation<\/h2>\n<p>Understanding what is logistics automation is only useful if you also understand the tangible business outcomes it produces. Here are the benefits that consistently show up across case studies and industry reports:<\/p>\n<ul style=\"line-height:1.9\">\n<li><strong>Cost reduction:<\/strong> Automated rate-shopping alone typically saves businesses 15-30% on shipping costs by always selecting the cheapest viable carrier for each package.<\/li>\n<li><strong>Fewer errors:<\/strong> Manual data entry mistakes\u2014wrong addresses, mismatched SKUs, incorrect weights\u2014drop dramatically when systems pull data directly from validated sources instead of human typing.<\/li>\n<li><strong>Faster fulfillment:<\/strong> Orders that once took a day to process can move from &#8220;order placed&#8221; to &#8220;label printed&#8221; in under a minute with automated workflows.<\/li>\n<li><strong>Better inventory accuracy:<\/strong> Real-time WMS updates mean businesses rarely oversell products that are actually out of stock, reducing cancellations and refunds.<\/li>\n<li><strong>Scalability without proportional headcount growth:<\/strong> A business can go from 50 to 500 daily orders without needing to hire 10x the fulfillment staff, because the software absorbs the repetitive workload.<\/li>\n<li><strong>Improved customer experience:<\/strong> Automated tracking notifications and accurate delivery estimates reduce &#8220;where is my order&#8221; support tickets, which industry benchmarks suggest can make up 30-40% of total customer service volume for growing e-commerce brands.<\/li>\n<li><strong>Data-driven decision-making:<\/strong> Automation systems generate a continuous stream of performance data\u2014carrier reliability, warehouse throughput, delivery times by region\u2014that managers can use to make smarter operational decisions instead of relying on gut feel.<\/li>\n<\/ul>\n<h2 id=\"how-to-get-started\">How to Get Started With Logistics Automation<\/h2>\n<p>Businesses new to the concept of what is logistics automation often assume they need an enterprise-level budget and a dedicated IT department to begin. That&#8217;s not true in 2026. Most small and mid-sized e-commerce businesses can start automating with a phased, low-risk approach:<\/p>\n<h3>Step 1: Automate Shipping Label Generation and Rate Shopping<\/h3>\n<p>This is the single highest-ROI starting point for most businesses. Platforms like ShipPost connect to your sales channels and automatically pull order details, compare live rates across carriers, and generate labels in bulk. This alone typically eliminates hours of manual work per week and immediately reduces shipping spend.<\/p>\n<h3>Step 2: Connect Your Inventory Across Sales Channels<\/h3>\n<p>Before scaling further, make sure your inventory counts sync automatically across every channel you sell on. This prevents overselling and gives you accurate data to feed into more advanced forecasting tools later.<\/p>\n<h3>Step 3: Automate Customer Notifications<\/h3>\n<p>Set up automated emails and SMS messages for order confirmation, shipment, out-for-delivery, and delivered statuses. This single change dramatically reduces &#8220;where is my order&#8221; support inquiries and improves customer trust.<\/p>\n<h3>Step 4: Layer in Demand Forecasting<\/h3>\n<p>Once your baseline data is clean and centralized, add forecasting tools that analyze historical sales to recommend reorder points and quantities. This reduces both stockouts and excess inventory tying up cash.<\/p>\n<h3>Step 5: Evaluate Warehouse-Level Automation<\/h3>\n<p>Only after the above steps are solid should most growing businesses consider warehouse robotics, AS\/RS, or a dedicated WMS. These investments carry higher upfront costs and are best justified once order volume and complexity genuinely require them.<\/p>\n<div style=\"background:#f0fdf4;border-left:4px solid #16a34a;padding:1.1em 1.4em;margin:1.5em 0;border-radius:6px\">\n<p style=\"margin:0 0 0.35em;font-weight:700;color:#14532d;font-size:0.78em;letter-spacing:0.05em;text-transform:uppercase\">Pro Tip<\/p>\n<p style=\"margin:0;color:#14532d;line-height:1.5\">Don&#8217;t try to automate everything at once. Start with shipping and rate-shopping automation since it delivers the fastest, most measurable ROI, then expand into inventory, notifications, and forecasting as your operation matures.<\/p>\n<\/div>\n<h2 id=\"visual-brand-side\">The Overlooked Visual Side of Automated Logistics<\/h2>\n<p>Most conversations about what is logistics automation focus exclusively on backend systems\u2014TMS, WMS, OMS, and robotics. But automation also touches the customer-facing, visual side of e-commerce operations, and businesses that ignore this piece leave efficiency gains on the table.<\/p>\n<p>Consider product listings. As automated inventory systems bring in new SKUs faster than ever, teams need a way to produce professional product photography at the same pace. Manually editing every product photo\u2014removing backgrounds, adjusting lighting, upscaling low-resolution supplier images\u2014creates a bottleneck that undermines the speed gained elsewhere in the pipeline. Tools like <a href=\"\/free-tools\/background-remover\">AI Background Remover<\/a> automate this exact task, instantly stripping backgrounds from product photos so listings go live in minutes rather than hours. Similarly, an <a href=\"\/free-tools\/enhance-photo\">AI Image Upscaler<\/a> can rescue low-resolution supplier or dropshipping images, making them sharp enough for modern retina displays without manual retouching.<\/p>\n<p>For brands selling on multiple marketplaces, consistent, high-quality visuals also support automated cataloging\u2014many marketplace algorithms favor listings with clean, standardized imagery, which indirectly improves search ranking and conversion rates. <a href=\"\/ai-product-photos\">AI Product Photography<\/a> tools can generate on-brand lifestyle and studio-style images at scale, letting fast-moving catalogs keep pace with automated inventory feeds instead of waiting weeks for a traditional photo shoot. Even internal operations benefit: teams building out staff directories, vendor portals, or automated HR onboarding flows can use <a href=\"\/ai-headshots\">AI Headshots<\/a> to generate professional, consistent profile photos in bulk instead of scheduling individual photo sessions.<\/p>\n<p>The takeaway: true end-to-end logistics automation doesn&#8217;t stop at the warehouse door. It extends into every repetitive, manually intensive task in the order lifecycle\u2014including the visual content that drives the sale in the first place.<\/p>\n<h2 id=\"comparison-manual-vs-automated\">Manual vs. Automated Logistics: A Side-by-Side Comparison<\/h2>\n<p>To fully answer what is logistics automation, it helps to see the contrast directly against traditional manual processes. The table below summarizes the practical differences businesses experience after adopting automation.<\/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\">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\">Minutes to hours per order<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Seconds per order, batch processing<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Carrier selection<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Fixed carrier or manual comparison<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Real-time rate shopping across carriers<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Error rate<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Higher, driven by manual data entry<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Significantly lower, validated data sources<\/td>\n<\/tr>\n<tr>&lt;td style=&quot;padding:0.75em;border:1px sol<\/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":6,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/posts\/1629\/revisions"}],"predecessor-version":[{"id":2190,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/posts\/1629\/revisions\/2190"}],"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}]}}