[{"data":1,"prerenderedAt":1146},["ShallowReactive",2],{"site-chrome-my":3,"site-chrome-en":-1,"site-chrome-th":-1,"blog-page-my":287,"blog-categories-my":345,"blog-posts-my":365,"article-blog-my-\u002Fblog\u002Fhow-to-increase-profit-on-shopee":722,"og-copy-my":1103,"og-posts-my-none":1145},{"id":4,"extension":5,"footer":6,"header":116,"indexFacets":202,"meta":243,"notFound":244,"stem":250,"ui":251,"__hash__":286},"chrome_en\u002Fen\u002Fchrome.yml","yml",{"columns":7,"legal":83,"quote":84,"askAi":87,"socials":103},[8,29,47,65],{"label":9,"children":10},"Product",[11,14,17,20,23,26],{"label":12,"to":13},"Ads optimization","\u002Fmy\u002Fblog\u002Fads-optimization",{"label":15,"to":16},"Unit economics","\u002Fmy\u002Fblog\u002Fprofit-margin",{"label":18,"to":19},"Agentic KAM","https:\u002F\u002Flearn.dataglasslabs.com\u002Fdocs\u002Fai-and-api\u002Fassistants",{"label":21,"to":22},"One-click deploy","https:\u002F\u002Flearn.dataglasslabs.com\u002Fdocs\u002Fgrowth\u002Factions\u002Faction-flow",{"label":24,"to":25},"Integrations","https:\u002F\u002Flearn.dataglasslabs.com\u002Fdocs\u002Foverview\u002Fget-started\u002Fsupported-platforms",{"label":27,"to":28},"Pricing","\u002Fmy\u002Fpricing",{"label":30,"children":31},"Resources",[32,35,38,41,44],{"label":33,"to":34},"Blog","\u002Fmy\u002Fblog",{"label":36,"to":37},"Customer stories","\u002Fmy\u002Fcustomers",{"label":39,"to":40},"Research","\u002Fmy\u002Fresearch",{"label":42,"to":43},"Glossary","\u002Fmy\u002Fglossary",{"label":45,"to":46},"Docs","https:\u002F\u002Flearn.dataglasslabs.com\u002Fdocs",{"label":48,"children":49},"Company",[50,53,56,59,62],{"label":51,"to":52},"About","\u002Fmy\u002Fcompany",{"label":54,"to":55},"Contact","\u002Fmy\u002Fcontact",{"label":57,"to":58},"Book a demo","\u002Fmy\u002Fbook-a-demo",{"label":60,"to":61},"Privacy","\u002Fmy\u002Flegal\u002Fprivacy",{"label":63,"to":64},"Terms","\u002Fmy\u002Flegal\u002Fterms",{"label":66,"children":67},"DataGlass for",[68,71,74,77,80],{"label":69,"to":70},"Agencies","\u002Fmy\u002Ffor\u002Fagencies",{"label":72,"to":73},"Brands","\u002Fmy\u002Ffor\u002Fbrands",{"label":75,"to":76},"Planners and optimizers","\u002Fmy\u002Ffor\u002Fplanners",{"label":78,"to":79},"Managers and analysts","\u002Fmy\u002Ffor\u002Fmanagers",{"label":81,"to":82},"Sellers and shop owners","\u002Fmy\u002Ffor\u002Fsellers","© 2026 DataGlass Labs. All rights reserved.",{"text":85,"caption":86},"Measure what you keep, and then grow what you measure.","The DataGlass team",{"label":88,"prompt":89,"assistants":90},"Ask AI about DataGlass","I want to understand DataGlass, a decision engine for Shopee, Lazada and TikTok Shop sellers that optimizes ads, pricing and promotions for true profit. Use web search to read their website at https:\u002F\u002Fwww.dataglasslabs.com (with an agent-readable summary at https:\u002F\u002Fwww.dataglasslabs.com\u002Fllms.txt), then explain what DataGlass does, who it is for and how it differs from an analytics dashboard.",[91,95,99],{"label":92,"icon":93,"url":94},"ChatGPT","chatgpt","https:\u002F\u002Fchatgpt.com\u002F?prompt={prompt}",{"label":96,"icon":97,"url":98},"Claude","claude","https:\u002F\u002Fclaude.ai\u002Fnew?q={prompt}",{"label":100,"icon":101,"url":102},"Perplexity","perplexity","https:\u002F\u002Fwww.perplexity.ai\u002Fsearch?q={prompt}",[104,108,112],{"label":105,"icon":106,"to":107},"LinkedIn","i-lucide-linkedin","https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fdataglass-labs",{"label":109,"icon":110,"to":111},"Facebook","i-lucide-facebook","https:\u002F\u002Fwww.facebook.com\u002Fdataglasslabsth",{"label":113,"icon":114,"to":115},"Instagram","i-lucide-instagram","https:\u002F\u002Fwww.instagram.com\u002Fdataglasslabs\u002F",{"links":117,"cta":196,"secondaryCta":199},[118,152,191,193,194,195],{"label":9,"to":119,"menu":120},"\u002Fmy",{"layout":121,"heading":122,"cards":123,"groups":135,"footer":142},"cards","What DataGlass does",[124,128,132],{"label":125,"description":126,"to":13,"ui":127},"True profit ads optimization","Budgets, pacing and Target ROAS tuned for profit.","budget-tomorrow",{"label":129,"description":130,"to":16,"ui":131},"Unit economics breakdown","What you actually earn from every sale.","unit-economics",{"label":18,"description":133,"to":19,"motif":134},"An AI agent that knows your shops.",true,[136],{"label":137,"size":138,"links":139},"More","secondary",[140,141],{"label":21,"to":22},{"label":24,"to":25},[143,148],{"lead":144,"label":145,"icon":146,"to":147},"DataGlass v.2.6.","See what's new","i-lucide-box","https:\u002F\u002Flearn.dataglasslabs.com\u002Freleases",{"lead":149,"label":150,"icon":151,"to":37},"Read our","customer 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us",{"label":192,"to":37},"Customers",{"label":27,"to":28},{"label":48,"to":52},{"label":54,"to":55},{"label":197,"to":198},"Start for free","https:\u002F\u002Fapp.dataglasslabs.com\u002Fsign-up",{"label":200,"to":201},"Sign in","https:\u002F\u002Fapp.dataglasslabs.com\u002Fsign-in",{"clear":203,"groups":204},"Clear filters",[205,218],{"key":206,"label":207,"options":208},"platforms","Platform",[209,212,215],{"value":210,"label":211},"shopee","Shopee",{"value":213,"label":214},"lazada","Lazada",{"value":216,"label":217},"tiktok","TikTok Shop",{"key":219,"label":220,"options":221},"format","Format",[222,225,228,231,234,237,240],{"value":223,"label":224},"guide","Guide",{"value":226,"label":227},"article","Article",{"value":229,"label":230},"comparison","Comparison",{"value":232,"label":233},"calculator","Calculator",{"value":235,"label":236},"paper","Paper",{"value":238,"label":239},"survey","Survey",{"value":241,"label":242},"dataset","Dataset",{},{"title":245,"description":246,"cta":247,"errorTitle":249},"Page not found","The page may have moved, or it never existed.",{"label":248,"to":119},"Back to home","Something went wrong","en\u002Fchrome",{"previous":252,"next":253,"pause":254,"play":255,"goTo":256,"expand":257,"close":258,"readMore":259,"learnMore":260,"seeAll":261,"menu":262,"back":263,"share":264,"shareOn":265,"copyLink":266,"copied":267,"onThisPage":268,"minRead":269,"sources":270,"viewMore":271,"searchPosts":272,"allPosts":273,"all":274,"filters":275,"search":276,"searchClose":277,"searchPlaceholder":278,"searchSuggested":279,"searchResults":280,"searchNoResults":281,"searchLoading":282,"relatedTitle":283,"mainNav":284,"footerNav":285},"Previous","Next","Pause","Play","Go to item","Expand","Close","Read more","Learn more","See all","Menu","Back","Share","Share on","Copy link","Link copied","On this page","{n} min read","Sources","View more","Search posts","All posts","All","Filters","Search","Close search","Search DataGlass","Suggested","Results","No results for","Loading","More to discover","Main","Footer","HZQSEulcpFGY0nWnUTNYhG2n06nO97XnUBc_pEVOFxo",{"id":288,"title":33,"blog":289,"body":327,"customers":334,"description":335,"draft":336,"draftReason":334,"extension":337,"glossary":334,"industry":334,"meta":338,"navigation":336,"ogImage":339,"path":340,"research":334,"robots":334,"schemaOrg":334,"seo":341,"showcase":336,"sitemap":342,"stem":343,"__hash__":344},"pages_en\u002Fblog.md",{"emptyLabel":290,"labels":291,"indexLabels":296,"listenLabels":307,"indexCta":320,"ctaButtons":323},"No posts match yet. Try another category or a shorter search.",{"tldr":292,"published":293,"updated":294,"related":295},"In short","Published","Updated","Keep reading",{"categories":297,"sort":298,"newest":299,"oldest":300,"grid":301,"list":302,"loadMore":303,"results":304,"result":305,"clearSearch":306},"Categories","Sort","Newest first","Oldest first","Grid view","List view","Load more","{n} results for “{q}”","1 result for “{q}”","Clear search",{"listen":308,"loading":309,"play":310,"pause":311,"back":312,"forward":313,"speed":314,"seek":315,"player":316,"close":317,"follow":318,"of":319},"Listen to article","Loading…","Play audio of this article","Pause audio","Back 15 seconds","Forward 15 seconds","Playback speed","Seek","Audio player","Pause audio and close player","Follow the text","{a} of {b}",{"headline":321,"subline":322},"Turn every post into a decision","See the numbers behind these notes for your own shops, with a demo on your data.",{"primaryCta":324,"secondaryCta":325},{"label":57,"to":58},{"label":326,"to":28},"See pricing",{"type":328,"value":329,"toc":330},"minimark",[],{"title":331,"searchDepth":332,"depth":332,"links":333},"",3,[],null,"Notes on profit, pricing and ads for sellers on Shopee, Lazada and TikTok Shop, with the numbers behind them.",false,"md",{},{"component":33},"\u002Fblog",{"title":33,"description":335},{"loc":340},"blog","VuN4_Knpp3IpkJqH-kRoXag4vgoPV2p71ZFiR-VpgzQ",[346,349,351,354,357,360,363],{"slug":347,"label":348},"profit","Profit",{"slug":350,"label":27},"pricing",{"slug":352,"label":353},"ads","Ads",{"slug":355,"label":356},"operations","Operations",{"slug":358,"label":359},"market","Market",{"slug":361,"label":362},"data-science","Data Science",{"slug":364,"label":48},"company",[366,373,379,383,388,393,397,402,407,412,418,423,428,433,438,444,450,456,462,469,475,480,486,491,496,501,506,511,517,523,528,534,540,546,551,557,563,569,574,578,583,588,594,601,607,613,619,625,631,637,643,649,655,661,667,673,679,685,690,695,700,705,710,716],{"title":367,"description":368,"category":352,"date":369,"readMinutes":370,"featured":336,"cover":334,"format":223,"platforms":371,"draft":336,"slug":372},"E-commerce ads optimization for Shopee, Lazada, and TikTok Shop, on profit","E-commerce ads optimization on profit: True ROAS, margin-based Target ROAS and nightly budget allocation for Shopee, Lazada and TikTok Shop ads, applied for you.","2026-10-23",4,[210,213,216],"ads-optimization",{"title":374,"description":375,"category":352,"date":369,"readMinutes":376,"featured":336,"cover":334,"format":232,"platforms":377,"draft":336,"slug":378},"What ROAS is break-even? Calculate break-even ROAS and your maximum ad spend per order","Break-even ROAS is 1 ÷ your contribution-margin ratio. It does not depend on how much you spend on ads. This calculator derives it from a dated Shopee Thailand fee rate — or one you type in — then tells you the number sellers actually need: the most baht one order can pay for ads before it stops making money.",9,[210],"break-even-roas-calculator",{"title":380,"description":381,"category":364,"date":369,"readMinutes":332,"featured":336,"cover":334,"format":229,"platforms":334,"draft":336,"slug":382},"DataGlass vs a marketing agency for marketplace profit","When an agency is the right hire, where the agency model has structural blind spots for marketplace profit, and how DataGlass complements an agency engagement.","dataglass-vs-agency",{"title":384,"description":385,"category":364,"date":369,"readMinutes":386,"featured":336,"cover":334,"format":229,"platforms":334,"draft":336,"slug":387},"DataGlass vs an ERP for marketplace decision-making","When an ERP is the right tool, where it falls short for marketplace ad\u002Fpricing decisions, and how DataGlass complements (not replaces) the ERP for SEA sellers.",2,"dataglass-vs-erp",{"title":389,"description":390,"category":364,"date":369,"readMinutes":386,"featured":336,"cover":334,"format":229,"platforms":391,"draft":336,"slug":392},"DataGlass vs Shopee Seller Center for profit-aware operations","Shopee Seller Center is essential for running a Shopee shop, but it does not show profit-aware metrics or cross-platform views. How DataGlass complements it.",[210],"dataglass-vs-shopee-seller-center",{"title":394,"description":395,"category":364,"date":369,"readMinutes":386,"featured":336,"cover":334,"format":229,"platforms":334,"draft":336,"slug":396},"DataGlass vs spreadsheets for marketplace sellers","When spreadsheets are enough, where they break for marketplace sellers, and how DataGlass connects ads, COGS, fees, and inventory into one decision-ready view.","dataglass-vs-spreadsheet",{"title":398,"description":399,"category":355,"date":369,"readMinutes":386,"featured":336,"cover":334,"format":223,"platforms":400,"draft":336,"slug":401},"Prevent stockouts and overstock across Shopee, Lazada, and TikTok Shop","Prevent Shopee, Lazada, and TikTok Shop stockouts with demand-aware forecasting, campaign-day planning, and cross-platform inventory unification.",[210,213,216],"inventory-stockout",{"title":403,"description":404,"category":355,"date":369,"readMinutes":386,"featured":336,"cover":334,"format":226,"platforms":405,"draft":336,"slug":406},"Lazada integration for marketplace profit optimization","DataGlass integrates with Lazada to model true profit per SKU, detect ad waste, evaluate voucher impact, and forecast stockout risk.",[213],"lazada-integration",{"title":408,"description":409,"category":347,"date":369,"readMinutes":376,"featured":336,"cover":334,"format":232,"platforms":410,"draft":336,"slug":411},"Shopee raised its fees on 4 August 2026 — how much more is your shop paying?","The new rate table is everywhere. Your number is not. Enter last month’s GMV by category and this page computes the baht difference between the schedule effective 1 June 2026 and the one effective 4 August 2026 — including the extra hit for shops that were on the discounted-commission programme.",[210],"marketplace-fee-impact-calculator",{"title":413,"description":414,"category":347,"date":369,"readMinutes":415,"featured":336,"cover":334,"format":223,"platforms":416,"draft":336,"slug":417},"Optimize e-commerce profit across Shopee, Lazada, and TikTok Shop","How to optimize e-commerce profit across Shopee, Lazada and TikTok Shop: one objective, five decision variables, and the constraint that binds each.",7,[210,213,216],"optimize-ecommerce-profit",{"title":419,"description":420,"category":350,"date":369,"readMinutes":386,"featured":336,"cover":334,"format":223,"platforms":421,"draft":336,"slug":422},"Price and promote without destroying margin","Optimize Shopee, Lazada, and TikTok Shop discounts, bundle deals, and campaign-day pricing on true margin. Project promotion impact before publishing.",[210,213,216],"pricing-promotions",{"title":424,"description":425,"category":347,"date":369,"readMinutes":370,"featured":336,"cover":334,"format":232,"platforms":426,"draft":336,"slug":427},"E-commerce profit calculator for Shopee sellers","Calculate true Shopee profit per SKU with a per-order breakdown covering commission fees, ads, COGS, and fulfillment.",[210],"profit-margin",{"title":429,"description":430,"category":355,"date":369,"readMinutes":386,"featured":336,"cover":334,"format":226,"platforms":431,"draft":336,"slug":432},"Shopee integration for profit, ads, stock, and promotion decisions","DataGlass connects to Shopee to model true profit per SKU, detect wasted ad spend, and surface daily decisions. Live integration, no manual exports.",[210],"shopee-integration",{"title":434,"description":435,"category":355,"date":369,"readMinutes":386,"featured":336,"cover":334,"format":226,"platforms":436,"draft":336,"slug":437},"TikTok Shop integration for ads, inventory, and profit decisions","DataGlass integrates with TikTok Shop for True ROAS on video and live ads, margin-aware discount analysis, and stock prioritization before live events.",[216],"tiktok-shop-integration",{"title":439,"description":440,"category":352,"date":441,"readMinutes":415,"featured":336,"cover":334,"format":223,"platforms":442,"draft":336,"slug":443},"Shopee ROAS protection and TikTok ROI protection: when the credit actually protects profit","Shopee ROAS protection credits campaigns back to 80% of target, TikTok to 90%. Why that protects profit only above 1.25× break-even, with a worked example.","2026-10-08",[210,216],"roas-protection",{"title":445,"description":446,"category":352,"date":441,"readMinutes":447,"featured":336,"cover":334,"format":223,"platforms":448,"draft":336,"slug":449},"Shopee Ads optimization: set Target ROAS, budget and timing from profit","How to optimize Shopee Ads for profit: break-even ROAS per SKU, which lever binds, and CPC by hour from 9.11M Thai clicks. Worked THB example.",10,[210],"shopee-ads-optimization",{"title":451,"description":452,"category":347,"date":441,"readMinutes":453,"featured":336,"cover":334,"format":223,"platforms":454,"draft":336,"slug":455},"Shopee seller fees in the Philippines 2026: every fee, what it is charged on, and your break-even ROAS","Shopee Philippines seller fees 2026: commission, 2.24% transaction fee, 5.6% platform shipping, seller growth support and ₱5 order fee, worked on one order.",5,[210],"shopee-seller-fees",{"title":457,"description":458,"category":352,"date":441,"readMinutes":459,"featured":336,"cover":334,"format":223,"platforms":460,"draft":336,"slug":461},"TikTok Shop ads optimization: set GMV Max ROI from margin and affiliate mix","How to optimize TikTok Shop GMV Max for profit: break-even ROI after TikTok fees, the affiliate commission trap, and the 3% commission rule. Worked THB example.",8,[216],"tiktok-shop-ads-optimization",{"title":463,"description":464,"category":352,"date":465,"readMinutes":466,"featured":336,"cover":334,"format":226,"platforms":467,"draft":336,"slug":468},"How Shopee ads bidding works: what your Target ROAS and budget actually do to a bid","How Shopee ads bidding works, derived: GMV Max gives you two boxes — a Target ROAS and a daily budget — and every guide treats them as two levers. They are not. Both collapse into a single threshold on value-to-cost before any bid is placed, only one is binding at a time, and the other is doing nothing at all. Here is the derivation, the three regimes a campaign can be in, and the one-line test that tells you which of your two levers is switched off.","2026-09-01",13,[210],"how-shopee-ads-bidding-works",{"title":470,"description":471,"category":352,"date":465,"readMinutes":472,"featured":336,"cover":334,"format":223,"platforms":473,"draft":336,"slug":474},"Break-even ROAS is the zero line: the Target ROAS that actually maximizes Shopee profit","Setting your Target ROAS to your break-even ROAS does not protect profit — it targets exactly zero, for every possible volume. The target that maximizes profit is break-even marked up three times: by the demand your ads did not create, by the price your own expansion pays, and by the gap between your average click and your last one. On mid-market parameters those compound to 3.3×, moving the correct target on a 20%-margin product from 5.00 to 16.67.",12,[210],"profit-maximizing-target-roas",{"title":476,"description":477,"category":361,"date":465,"readMinutes":466,"featured":336,"cover":334,"format":241,"platforms":478,"draft":336,"slug":479},"Shopee ad benchmarks 2026: what a click and a thousand impressions actually cost","Across 333.9 million Shopee impressions and 9.11 million clicks on 80+ Thai shops, the price of a click varies 2.01× by hour of day while the rate at which people click varies 1.14×. CPC ranges THB 3.36 to THB 6.75, CPM ranges THB 89.16 to THB 200.15, and every behavioural input is nearly flat. The full table, the methodology, and the two ways a benchmark like this gets misused.",[210],"shopee-ads-benchmarks-cpc-cpm",{"title":481,"description":482,"category":364,"date":483,"readMinutes":484,"featured":336,"cover":334,"format":229,"platforms":334,"draft":336,"slug":485},"DataGlass is not an OMS — what the difference is, and when to run both","An OMS makes the order happen. DataGlass decides what to do next. The daily-question boundary, an explicit list of what DataGlass does not do, and the one seam: price.","2026-08-25",6,"dataglass-vs-oms",{"title":487,"description":488,"category":352,"date":483,"readMinutes":415,"featured":336,"cover":334,"format":223,"platforms":489,"draft":336,"slug":490},"How much should you spend on Shopee Ads? Derive it from margin, not from feel","Break-even ROAS is 1 ÷ contribution margin ratio. Worked THB example: a fashion SKU allows THB 71 per attributed order and roughly THB 994 a day. Budget is an output.",[210],"shopee-ads-budget",{"title":492,"description":493,"category":347,"date":483,"readMinutes":415,"featured":336,"cover":334,"format":223,"platforms":494,"draft":336,"slug":495},"Losing money on Shopee — the leaks a fee calculator cannot see","Shopee deducts 7.49–17.12% plus a 3.21% payment fee — the half a calculator sees. Six month-level leaks turn a 28.6% \"profit\" into 1.6%. Sourced THB waterfall.",[210],"shopee-losing-money",{"title":497,"description":498,"category":358,"date":483,"readMinutes":415,"featured":336,"cover":334,"format":229,"platforms":499,"draft":336,"slug":500},"Shopee vs TikTok Shop vs Lazada — what survives after fees and the ads it takes to sell","TikTok Shop's 11.77% fashion commission becomes a 23.2% take rate once the Commerce Growth and Transaction Fees stack. The crossover with Shopee sits near THB 3,720.",[210,213,216],"where-to-sell-shopee-tiktok-lazada",{"title":502,"description":503,"category":352,"date":504,"readMinutes":376,"featured":336,"cover":334,"format":226,"platforms":334,"draft":336,"slug":505},"CTR and Target ROAS under CPM vs CPC: what changes when marketplaces bill for impressions","Under cost-per-click billing, a better creative is worth nothing to your unit economics — it buys the same clicks from fewer impressions, and your cost per click does not move. Under cost-per-impression billing the same improvement cuts the price of every click by g\u002F(1+g). Five lemmas on the transition, and why click-through rate is the input most marketplace sellers are least prepared to have priced.","2026-08-18","ctr-target-roas-cpm-vs-cpc",{"title":507,"description":508,"category":352,"date":509,"readMinutes":447,"featured":336,"cover":334,"format":226,"platforms":334,"draft":336,"slug":510},"What is ROAS — and why a high ROAS doesn't always mean more sales or more profit","ROAS (Return on Ad Spend) is sales ÷ ad spend: spend THB 1, get THB 20 of sales back, and your ROAS is 20. But a high ROAS only means a high return per ad baht — not the highest total sales, and not real profit once you subtract COGS, platform fees, payment fees, vouchers, shipping, and returns. Here is what ROAS is, what it hides, and the number sellers should actually watch.","2026-06-01","what-is-roas",{"title":512,"description":513,"category":352,"date":514,"readMinutes":459,"featured":336,"cover":334,"format":223,"platforms":515,"draft":336,"slug":516},"What is Target ROAS? How to set it in Shopee GMV Max without burning profit","What is Target ROAS? It is the revenue-to-ad-spend ratio Shopee GMV Max optimises toward — and on the Shopee fee schedule effective 4 August 2026, a THB 1,000 product with THB 600 of COGS is left with 7.7% margin before ads, so a Target ROAS of 5 recovers THB 0.39 of contribution per THB 1.00 of ad spend while the campaign reports that it hit its target. What Target ROAS means, how to set it in GMV Max, and the two formulas — break-even ROAS and target-margin ROAS — that protect your margin.","2026-05-30",[210],"how-to-set-target-roas-gmv-max",{"title":518,"description":519,"category":352,"date":520,"readMinutes":484,"featured":336,"cover":334,"format":226,"platforms":521,"draft":336,"slug":522},"Platform ROAS vs true ROAS: why your ads make sales but no profit","A ROAS of 5 feels like a win — until you notice the platform computed it on gross attributed sales, before fees, vouchers, shipping, and COGS, and while still counting orders that were later returned or cancelled. The dashboard number is a revenue ratio wearing a profit costume. A primer on what platform ROAS hides and how true ROAS is calculated across Shopee, Lazada, and TikTok Shop.","2026-05-29",[210,213,216],"platform-roas-vs-true-roas",{"title":524,"description":525,"category":361,"date":520,"readMinutes":484,"featured":336,"cover":334,"format":226,"platforms":526,"draft":336,"slug":527},"What is e-commerce optimization?","Optimization is not a marketing word — it is an operations-research discipline: use data and math to compute the best decision against an explicit objective. Point it at a Shopee, Lazada, or TikTok Shop store and the objective is true profit, not sales. A primer on why those two numbers stopped moving together, and what optimization actually answers.",[210,213,216],"what-is-ecommerce-optimization",{"title":529,"description":530,"category":347,"date":531,"readMinutes":376,"featured":336,"cover":334,"format":223,"platforms":532,"draft":336,"slug":533},"How to cut Shopee seller costs: the supply-side margin audit","The median gap between COGS refreshes on a top-50 Shopee catalogue is 87 days, and over that window supplier and packaging drift alone compresses contribution margin by 1.5–3.0 percentage points. The eight supply-side cost lines that compound against Shopee margin between audits, ranked by recoverable magnitude, with the review cadence that holds each one.","2026-05-08",[210],"how-to-increase-shopee-profit-without-more-sales",{"title":535,"description":536,"category":352,"date":531,"readMinutes":537,"featured":336,"cover":334,"format":223,"platforms":538,"draft":336,"slug":539},"How to sell more on Shopee without burning margin","The standard Shopee growth advice — discount harder, scale ad budget, opt into every campaign — works against the operator at scale. A research note on the lever order that actually compounds Shopee revenue, and the metric that tells you whether the lift was earned or bought.",11,[210],"how-to-sell-more-on-shopee",{"title":541,"description":542,"category":347,"date":543,"readMinutes":484,"featured":336,"cover":334,"format":223,"platforms":544,"draft":336,"slug":545},"Increase profit on Shopee without selling more","Shopee ROAS hides commission, fees, vouchers and shipping. Optimize Shopee profit with the per-SKU break-even framework that replaces it — 280 Thai accounts.","2026-05-07",[210],"increase-shopee-profit",{"title":547,"description":548,"category":358,"date":543,"readMinutes":484,"featured":336,"cover":334,"format":223,"platforms":549,"draft":336,"slug":550},"Increase sales on Shopee in 2026","Shopee CPC is climbing — buying demand got pricier while repeat demand stayed flat. The three levers that compound revenue, plus a 90-day operator cadence.",[210],"increase-shopee-sales",{"title":552,"description":553,"category":361,"date":543,"readMinutes":554,"featured":336,"cover":334,"format":235,"platforms":555,"draft":336,"slug":556},"Mechanism-Aware Hierarchical Causal Elasticity Modeling for Platform E-Commerce","A methodological working paper proposing MA-HCEM: a hierarchical Bayesian, double-machine-learning, mechanism-aware estimator for SKU-level price elasticity on Shopee, Lazada, and TikTok Shop, with Bundle Deal and voucher mechanisms treated as structured price discrimination.",27,[210,213,216],"mechanism-aware-hierarchical-causal-elasticity-modeling-platform-ecommerce",{"title":558,"description":559,"category":350,"date":543,"readMinutes":560,"featured":336,"cover":334,"format":226,"platforms":561,"draft":336,"slug":562},"Price elasticity modeling for marketplace sellers — why Shopee, Lazada, and TikTok Shop pricing decisions need it","A practical guide from DataGlass Labs Research on the most under-used lever in Southeast Asian e-commerce: knowing how customers actually respond to price changes.",14,[210,213,216],"price-elasticity-modeling-shopee-lazada-tiktok-shop",{"title":564,"description":565,"category":361,"date":566,"readMinutes":567,"featured":336,"cover":334,"format":235,"platforms":334,"draft":336,"slug":568},"From Gut Feel to Posterior Inference: A Research Article on the DataGlass Decision-Intelligence System for E-Commerce Ad Budget Allocation","A rigorous public communication of the DataGlass decision-intelligence system for daily ad-budget allocation on platform-controlled marketplaces — the pre-algorithmic baseline, the analytical reasons it fails (the reported-vs-true ROAS gap and the rolling-mean bias), the Bayesian + bandits-with-knapsacks methodology, and the empirical 18–24% portfolio-profit lift with reduced reallocation frequency.","2026-05-04",20,"bayesian-budget-allocation-for-marketplace-ads",{"title":570,"description":571,"category":361,"date":566,"readMinutes":572,"featured":336,"cover":334,"format":238,"platforms":334,"draft":336,"slug":573},"Decision Intelligence for E-commerce: How Retailers Optimise Pricing, Demand Forecasting, Inventory, Promotions & Personalization","Pricing, forecasting, inventory, promotions, and personalization — a deep technical survey of the techniques large retailers use, the variants that matter, and how to deploy them",42,"decision-intelligence-playbook-for-e-commerce",{"title":575,"description":576,"category":361,"date":566,"readMinutes":332,"featured":336,"cover":334,"format":226,"platforms":334,"draft":336,"slug":577},"DataGlass Research Methodology","A single canonical reference for the sample frame, time window, attribution rules, and exclusions that calibrate every \"in our data\" claim across the blog and research surfaces.","methodology",{"title":579,"description":580,"category":361,"date":566,"readMinutes":581,"featured":336,"cover":334,"format":238,"platforms":334,"draft":336,"slug":582},"Prediction and Risk Optimization Under Uncertainty: A Cross-Domain Meta-Review","Mature decision systems in finance, operations, insurance, energy, healthcare, causal inference, and e-commerce share the same four primitives — a calibrated probabilistic model, a coherent risk-aware objective, an operational constraint set, and a principled exploration mechanism. Eleven worked cases ground the framework, with the DataGlass marketplace ad-budget system as the connecting tissue.",49,"prediction-and-risk-optimization-meta-review",{"title":584,"description":585,"category":355,"date":566,"readMinutes":560,"featured":336,"cover":334,"format":226,"platforms":586,"draft":336,"slug":587},"Shopee optimization in 2026 is a feedback loop, not a checklist","The popular \"10 ways to optimize your Shopee shop\" advice optimises the wrong objective. The lever that actually moves margin is the tightness of the diagnose → decide → operate loop — and most checklists skip the diagnose stage entirely.",[210],"shopee-optimization-in-2026",{"title":589,"description":590,"category":358,"date":566,"readMinutes":591,"featured":134,"cover":334,"format":241,"platforms":592,"draft":336,"slug":593},"Shopee Sellers in 2026: Southeast Asia E-commerce Market Research, GMV & Seller Economics","Market growth has resumed; seller economics have become more exacting. Southeast Asia's platform e-commerce reached US$157.6B in 2025 (up 22.8% YoY), top-three platforms now control about 98.8% of platform GMV, and content commerce accounts for ~32% of platform GMV. The 2026 question for sellers is no longer \"how big is the market?\" — it is \"who controls the decision loop?\"",22,[210],"southeast-asia-seller-market-research-2026",{"title":595,"description":596,"category":355,"date":597,"readMinutes":598,"featured":336,"cover":334,"format":223,"platforms":599,"draft":336,"slug":600},"Shopee fee structure and commission calculation in 2026: the six layers, the four-term formula","Most 'Shopee fees' explainers stop at commission and transaction fee. The four layers underneath — voucher co-funding, Free Shipping Program subsidy, Mall premium, payment-channel pass-through — are where the gap between dashboard revenue and bank deposit actually lives. With a sourced layer-by-layer breakdown, the four-term commission-per-order formula, two worked THB examples, a sensitivity table, and the reconciliation procedure.","2026-05-03",18,[210],"shopee-fee-structure-2026",{"title":602,"description":603,"category":352,"date":604,"readMinutes":537,"featured":336,"cover":334,"format":223,"platforms":605,"draft":336,"slug":606},"Cross-platform ad budget allocation for SEA marketplace sellers","Most multi-platform sellers split ad budget across Shopee, Lazada, and TikTok Shop by historical revenue share. The math says that's wrong. Optimal allocation equalises marginal ROAS, not historical share — and the gap between the two on a typical account is 4–7 percentage points of net contribution margin per quarter.","2026-04-29",[210,213,216],"cross-platform-ad-budget-allocation",{"title":608,"description":609,"category":352,"date":610,"readMinutes":415,"featured":336,"cover":334,"format":223,"platforms":611,"draft":336,"slug":612},"Why scaling Shopee ad budget grows revenue and shrinks profit","A Shopee account moving its monthly ad budget from THB 40,000 to THB 100,000 commonly grows revenue 60% and loses a third of its net profit — and not one decision in that sequence looks wrong on the dashboard. The arithmetic of the scaling trap, why platform-reported ROAS is blind to it by construction, and the per-SKU break-even bar that stops it.","2026-04-22",[210],"how-to-increase-profit-on-shopee",{"title":614,"description":615,"category":347,"date":616,"readMinutes":466,"featured":336,"cover":334,"format":223,"platforms":617,"draft":336,"slug":618},"How to increase profit on Lazada in 2026","The LazMall badge lifts conversion. It also raises commission, mandates free-shipping subsidies, and pulls the price ceiling down through the platform's own competitive-parity rules. Whether the badge pays is a per-SKU question. A research note on the LazMall economics, why Sponsored Discovery leaks more margin than Sponsored Search, and the audit that recovers 4–6 percentage points of margin in 30 days.","2026-04-15",[213],"how-to-increase-profit-on-lazada",{"title":620,"description":621,"category":352,"date":622,"readMinutes":466,"featured":336,"cover":334,"format":223,"platforms":623,"draft":336,"slug":624},"How to reduce Shopee ad waste without killing sales","On a typical Shopee account, 20–30% of ad spend runs at a structural loss the platform dashboard ranks as winning campaigns. Pausing \"underperformers\" misses the leak. A research note on the two structural defaults that cause hidden ad waste — and the audit that surfaces it without losing revenue.","2026-04-08",[210],"how-to-reduce-shopee-ad-waste",{"title":626,"description":627,"category":347,"date":628,"readMinutes":537,"featured":336,"cover":334,"format":223,"platforms":629,"draft":336,"slug":630},"How to calculate Shopee seller margin","The math, the inputs, and the program-specific traps. Why Shopee's in-dashboard income view almost always overstates margin — and how to reconstruct true contribution margin per SKU using the order-line data Shopee already exposes via Open Platform.","2026-04-05",[210],"how-to-calculate-shopee-seller-margin",{"title":632,"description":633,"category":347,"date":634,"readMinutes":537,"featured":336,"cover":334,"format":223,"platforms":635,"draft":336,"slug":636},"How to calculate Lazada seller margin","The math, the inputs, and the program-specific traps. Why Lazada's in-platform P&L summary almost always overstates margin — and how to reconstruct true contribution margin per SKU using the order-line data Lazada exposes via the Open Platform.","2026-04-01",[213],"how-to-calculate-lazada-seller-margin",{"title":638,"description":639,"category":352,"date":640,"readMinutes":560,"featured":336,"cover":334,"format":223,"platforms":641,"draft":336,"slug":642},"How to calculate true Shopee ROAS for profit","A methodology note. Shopee's in-platform ROAS is gross-revenue based and structurally biased toward overspend at scale. True ROAS is the same formula with one input substituted — and that substitution flips winners into losses on roughly half the typical Shopee catalog. With charts, three SKU profiles, sensitivity analysis, and the operating procedure that applies the substitution at production cadence.","2026-03-25",[210],"how-to-calculate-true-shopee-roas",{"title":644,"description":645,"category":352,"date":646,"readMinutes":537,"featured":336,"cover":334,"format":223,"platforms":647,"draft":336,"slug":648},"How to reduce Lazada ad waste","Lazada runs two structurally different ad products — Sponsored Search and Sponsored Discovery — with break-even economics that diverge by ~1.4–1.8× in true-ROAS terms. A single account-wide ROAS target misjudges both. A research note on the audit that surfaces the structural waste, the pruning order that recovers margin without losing revenue, and the per-placement framework that survives Pay Day and 11.11.","2026-03-18",[213],"how-to-reduce-lazada-ad-waste",{"title":650,"description":651,"category":347,"date":652,"readMinutes":466,"featured":336,"cover":334,"format":223,"platforms":653,"draft":336,"slug":654},"How to find low-margin SKUs on Shopee","On a typical Shopee account, the top-10 SKUs by revenue and the top-10 by contribution profit overlap by roughly 50%. Half of every shop's bestsellers are not the most profitable products. A research note on the audit that surfaces the gap, the patterns hiding inside it, and the per-SKU operating decisions that recover margin.","2026-03-12",[210],"how-to-find-low-margin-skus-on-shopee",{"title":656,"description":657,"category":350,"date":658,"readMinutes":560,"featured":336,"cover":334,"format":223,"platforms":659,"draft":336,"slug":660},"How to plan Lazada campaigns around profit","Pay Day, Mega Sale, 11.11, and the long tail of category windows make participation feel mandatory. The platform documents the eligibility tiers; the seller absorbs them. A research note on what each campaign actually costs, when participation pays, and the margin-first rubric that survives all three.","2026-03-04",[213],"how-to-plan-lazada-campaigns-around-profit",{"title":662,"description":663,"category":347,"date":664,"readMinutes":472,"featured":336,"cover":334,"format":223,"platforms":665,"draft":336,"slug":666},"How to increase profit on TikTok Shop in 2026","TikTok Shop is the only SEA marketplace with a stacked second commission — affiliate commission (10–25% via the Open Affiliate Plan) layered on top of platform commission. A 6.0 platform ROAS routinely becomes ~1.4 true ROAS once the full four-line cost stack is subtracted. A research note on the affiliate-stack arithmetic, live-stream pricing discipline, and the per-SKU framework that recovers margin without retreating from the platform.","2026-02-26",[216],"how-to-increase-profit-on-tiktok-shop",{"title":668,"description":669,"category":358,"date":670,"readMinutes":671,"featured":336,"cover":334,"format":226,"platforms":334,"draft":336,"slug":672},"The SEA marketplace in 2026: a fragmented arena with one survival rule","Eighteen distinct platform-market cells, six countries, three platforms, and roughly a million sellers competing on a saturated product surface. The aggregate is growing; the per-cell margin distribution is compressing. A research note on the structural shifts and the operating rule that survives them.","2026-02-22",16,"sea-marketplace-2026",{"title":674,"description":675,"category":361,"date":676,"readMinutes":537,"featured":336,"cover":334,"format":226,"platforms":677,"draft":336,"slug":678},"Data ingestion for Shopee sellers: why zero-setup analytics matters","Most Shopee sellers don't have a strategy problem first. They have a data plumbing problem — orders, ads, COGS, fees, vouchers, inventory, pricing, and returns live in seven different surfaces, and by the time the seller has stitched them together the campaign is over. A research note on the data-source matrix, the canonical-entity model, and the zero-setup architecture that recovers ~10 hours per week.","2026-02-18",[210],"data-ingestion-for-shopee-sellers",{"title":680,"description":681,"category":358,"date":682,"readMinutes":415,"featured":336,"cover":334,"format":226,"platforms":683,"draft":336,"slug":684},"The race to zero margin — and how Shopee, Lazada, and TikTok Shop got there","Read the platform documentation end-to-end and the conclusion is uncomfortable: the discounts buyers see, the free shipping that drives conversion, and the affiliate spend that drives reach are all paid by the seller. The race-to-zero is the equilibrium output of that design.","2026-02-08",[210,213,216],"race-to-zero-margin",{"title":686,"description":687,"category":361,"date":688,"readMinutes":560,"featured":336,"cover":334,"format":226,"platforms":334,"draft":336,"slug":689},"ML demand forecasting for e-commerce sellers","Machine learning in e-commerce gets discussed in vague terms; for marketplace sellers the operating question is concrete — how many units of this SKU will sell in the next N days, with what confidence, and what decision flows from the answer? A research note on the practical model architecture, the stockout-distortion problem, sensitivity analysis, and the operating decisions forecasts feed.","2026-02-04","ml-demand-forecasting-for-ecommerce",{"title":691,"description":692,"category":358,"date":693,"readMinutes":484,"featured":336,"cover":334,"format":226,"platforms":334,"draft":336,"slug":694},"Complexity is the new tax on small sellers","A multi-shop seller in 2026 logs into seven platforms, reconciles four fee schedules, exports six CSVs, and re-enters COGS by hand. Big brands absorb the cost with a data team. Small sellers absorb it with their evenings — and it's the single biggest reason multi-shop operators stall before they reach scale.","2026-01-25","complexity-is-the-tax",{"title":696,"description":697,"category":355,"date":698,"readMinutes":472,"featured":336,"cover":334,"format":226,"platforms":334,"draft":336,"slug":699},"Stockout math for e-commerce sellers","A stockout is not one cost; it is five compounding costs. Lost contribution profit on the missed unit, plus wasted ad spend during the stockout window, plus algorithmic ranking demotion, plus repeat-buyer trust erosion, plus distorted forecasting that increases the likelihood of the next stockout. A research note on the multi-line stockout cost function, the per-SKU reorder-point math that accounts for it, and the campaign-aware adjustment that survives Pay Day and 11.11.","2026-01-18","inventory-stockout-math-ecommerce",{"title":701,"description":702,"category":350,"date":703,"readMinutes":537,"featured":336,"cover":334,"format":226,"platforms":334,"draft":336,"slug":704},"Dynamic pricing for marketplace sellers","Discounting is easy. Profitable pricing is hard. A 30% volume lift on a 10% price cut routinely lowers total contribution profit — the math says volume must lift by ~33% just to break even, and most SKUs underperform that bar. A research note on the price-elasticity arithmetic, the inventory × demand four-quadrant framework, and the per-SKU pricing decision that survives campaign-window pressure.","2026-01-04","dynamic-pricing-ecommerce-marketplaces",{"title":706,"description":707,"category":361,"date":708,"readMinutes":472,"featured":336,"cover":334,"format":226,"platforms":334,"draft":336,"slug":709},"E-commerce Decision Engine: How Marketplace Sellers Turn Data Into Profit Recommendations","A dashboard tells you what happened. A decision engine tells you what to do next, ranks the options by projected profit lift, and surfaces the math behind every recommendation. A research note on the five-layer architecture that separates the two, why marketplace commerce now requires the latter, and where the operating model breaks.","2025-12-12","how-ecommerce-decision-engines-work",{"title":711,"description":712,"category":355,"date":713,"readMinutes":459,"featured":336,"cover":334,"format":226,"platforms":714,"draft":336,"slug":715},"Multi-shop analytics for Shopee, Lazada, and TikTok Shop sellers","Modern marketplace sellers rarely operate on one channel. They have multiple dashboards but not one operating view. They know sales by channel — but not profit by channel.","2025-11-26",[210,213,216],"multi-shop-analytics-lazada-shopee-tiktok",{"title":717,"description":718,"category":358,"date":719,"readMinutes":720,"featured":336,"cover":334,"format":226,"platforms":334,"draft":336,"slug":721},"The new competitive world of commerce","A research note on what changed in marketplace commerce between 2022 and 2026. Platforms became active algorithmic counterparties; sellers who treat them as passive listing markets are competing against optimization systems they cannot see. The fix is to run your own optimization layer on top.","2025-11-12",15,"new-competitive-world-of-commerce",{"entry":723,"document":770,"toc":1091},{"id":724,"title":608,"category":352,"cover":334,"cta":725,"date":610,"description":609,"draft":336,"draftReason":334,"extension":337,"featured":336,"format":223,"listen":334,"math":336,"meta":728,"navigation":334,"ogImage":334,"path":729,"platforms":730,"readMinutes":415,"related":731,"robots":334,"schemaOrg":334,"seo":732,"sitemap":735,"sources":736,"stem":761,"tldr":762,"topic":334,"updatedAt":483,"__hash__":769},"blog_en\u002Fblog\u002Fhow-to-increase-profit-on-shopee.md",{"title":726,"body":727},"Find the profit leaks hiding inside your Shopee store.","DataGlass identifies low-margin SKUs, wasted ad spend, stockout risk, and pricing decisions that quietly reduce profit — across every shop you run.",{},"\u002Fblog\u002Fhow-to-increase-profit-on-shopee",[210],[474,468,533],{"title":733,"description":734},"Why Scaling Shopee Ad Budget Shrinks Profit | DataGlass","Scaling Shopee ad budget from THB 40k to 100k typically grows revenue 60% and cuts net profit 33%. Why platform ROAS hides it, and the per-SKU break-even fix.",{"loc":729,"lastmod":483},[737,741,745,749,753,757],{"title":738,"url":739,"note":740},"Sea Limited — Investor Relations","https:\u002F\u002Fwww.sea.com\u002Finvestor\u002Fhome","Sea Limited 4Q25 \u002F 1Q26 disclosures on Shopee's commission revenue trajectory and AI investment in search, recommendations, and advertising — the platform-side context for the rising cost-per-acquired-sale.",{"title":742,"url":743,"note":744},"Google, Temasek & Bain — e-Conomy SEA 2025","https:\u002F\u002Fwww.temasek.com.sg\u002Fen\u002Fnews-and-resources\u002Fnews-room\u002Fnews\u002F2025\u002Fe-conomy-sea-2025-report-aseans-digital-economy-poised-to-surpass-300-billion","SEA e-commerce GMV \u002F revenue projections and the rising share of video commerce — macro context for the structural pricing pressure on Shopee margins.",{"title":746,"url":747,"note":748},"Shopee Ads Thailand — Keyword Ads documentation","https:\u002F\u002Fads.shopee.co.th\u002Fad-types\u002F10","Shopee's own documentation on keyword-based ad mechanics, CPC second-price auction, and budget control — the structural foundation of the dashboard-vs-true-ROAS gap.",{"title":750,"url":751,"note":752},"Shopee Ads Thailand — ROAS definition and Target ROAS","https:\u002F\u002Fads.shopee.co.th\u002Flearn\u002Ffaq\u002F493\u002F1641","Shopee's in-platform ROAS definition (ad-attributed revenue \u002F ad spend) and Target ROAS bidding mechanics — the metric the seller-side framework substitutes against.",{"title":754,"url":755,"note":756},"Shopee — Seller commission and fee schedule","https:\u002F\u002Fhelp.shopee.co.th\u002Fportal\u002Farticle\u002F77790","Shopee Help Center documentation of Sale Transaction Fee rates (non-Mall 7.49–17.12%, Shopee Mall up to 19.26% by category, VAT-inclusive, effective 4 August 2026), the 3.21% payment transaction fee, and Shop Voucher mechanics — the cost-stack inputs the platform ROAS numerator excludes.",{"title":758,"url":759,"note":760},"Google, Temasek & Bain — e-Conomy SEA 2025: retail media","https:\u002F\u002Fwww.bain.com\u002Finsights\u002Fe-conomy-sea-2025\u002F","Bain commentary on retail-media inflation in SEA marketplaces — the structural cost-per-click trajectory that compounds the worked-example margin compression.","blog\u002Fhow-to-increase-profit-on-shopee",[763,764,765,766,767,768],"Thesis: scaling Shopee ad budget is not a neutral volume decision. Every cost platform ROAS omits — commission, fees, vouchers, shipping subsidy, COGS — moves with scale and against margin, so the metric's error is largest exactly when the budget is.","The pattern in baht: a THB 40k → 100k monthly ad budget grows revenue 60% and cuts net profit 33%. The dashboard cannot distinguish this from genuine growth, because the metric it reports omits the lines that compound on the increment.","Replace one global ROAS target with a per-SKU break-even ROAS = 1 \u002F (1 − total variable cost share). A 4.0 platform ROAS can be profitable on one SKU and a structural loss on another in the same catalog.","Three moves recover most of the leakage: (1) cut bottom-quartile keywords by true ROAS, (2) refuse voucher tiers above category margin, (3) lock break-even ROAS per SKU into every campaign brief.","In our data across ~280 Thai SEA-6 Shopee accounts, the framework recovers 4–7 percentage points of net contribution margin in the first quarter — without changing total ad budget, only its allocation. The supply-side half of the recovery is at \u002Fblog\u002Fhow-to-increase-shopee-profit-without-more-sales.","Limitation: the framework requires order-line data clean enough to reconstruct fees and vouchers per order. Below ~THB 200K monthly revenue, simpler heuristics (fixed-rate margin assumption per category, refresh quarterly) outperform.","0OSeQiQXpGn4ZKdWVXIUCqvDwM_1MBKYD0kEoMblOlU",{"frontmatter":771,"meta":784,"nodes":817},{"title":608,"description":609,"seo":772,"category":352,"format":223,"platforms":773,"date":610,"updatedAt":483,"readMinutes":415,"tldr":774,"related":775,"sources":776,"cta":783},{"title":733,"description":734},[210],[763,764,765,766,767,768],[474,468,533],[777,778,779,780,781,782],{"title":738,"url":739,"note":740},{"title":742,"url":743,"note":744},{"title":746,"url":747,"note":748},{"title":750,"url":751,"note":752},{"title":754,"url":755,"note":756},{"title":758,"url":759,"note":760},{"title":726,"body":727},{"toc":785},{"title":331,"searchDepth":386,"depth":386,"links":786},[787,790,793,796,809,812,815],{"id":788,"depth":386,"text":789},"why-scaling-shopee-ad-budget-breaks-the-platform-metric","Why scaling Shopee ad budget breaks the platform metric",{"id":791,"depth":386,"text":792},"the-scaling-trap-in-baht","The scaling trap, in baht",{"id":794,"depth":386,"text":795},"true-roas-operationalised","True ROAS, operationalised",{"id":797,"depth":386,"text":798,"children":799},"three-moves-that-make-scaling-shopee-ad-budget-safe","Three moves that make scaling Shopee ad budget safe",[800,803,806],{"id":801,"depth":332,"text":802},"three-moves-that-make-scaling-shopee-ad-budget-safe-_1-cut-the-bottom-quartile-keywords-by-true-roas-not-platform-roas","1. Cut the bottom-quartile keywords by true ROAS, not platform ROAS",{"id":804,"depth":332,"text":805},"three-moves-that-make-scaling-shopee-ad-budget-safe-_2-refuse-the-campaigns-whose-voucher-tier-exceeds-your-category-margin","2. Refuse the campaigns whose voucher tier exceeds your category margin",{"id":807,"depth":332,"text":808},"three-moves-that-make-scaling-shopee-ad-budget-safe-_3-set-a-break-even-roas-per-sku-and-lock-it-into-the-campaign-brief","3. Set a break-even ROAS per SKU and lock it into the campaign brief",{"id":810,"depth":386,"text":811},"sensitivity-when-the-framework-recovers-more-vs-less","Sensitivity — when the framework recovers more vs. less",{"id":813,"depth":386,"text":814},"limitations-and-where-this-argument-breaks","Limitations and where this argument breaks",{"id":577,"depth":386,"text":816},"Methodology",[818,822,830,834,843,846,855,861,863,873,880,883,897,899,902,908,910,913,916,918,921,923,926,929,931,934,940,1028,1033,1035,1061,1063,1078,1086],[819,820,821],"p",{},"Take a Shopee account moving its monthly ad budget from THB 40,000 to THB 100,000. In the accounts we model, revenue on that move commonly grows about 60% while net profit falls by roughly a third. Nothing in the sequence looks like a mistake while it is happening: the dashboard reports growth, the campaigns hit their ROAS targets, and the operator scales again next month.",[819,823,824,825,829],{},"The reason is in the definition. Shopee's own ads documentation defines ROAS as attributed gross revenue divided by ad spend ",[826,827],"blog-cite",{"n":828},"4",". That is mathematically clean and operationally misleading — it excludes the four largest variable costs of selling on Shopee: commission and transaction fees, seller-funded vouchers, shipping subsidies, and the cost of goods. A metric that omits most of where your margin goes cannot tell you when growth stopped paying.",[831,832],"blog-pullquote",{"text":833},"Optimising toward platform ROAS is, on a scaling campaign, mathematically biased toward overspend.",[819,835,836,837,842],{},"Thesis: scaling Shopee ad budget is not a neutral volume decision — every input that platform ROAS ignores moves in the same direction as scale and against the seller's margin, so the metric's error grows precisely when the stakes do. What would falsify this is a scaling account where auction cost per click, voucher tier, and discount depth all held flat as budget rose; we do not observe that. This is the ad-side deep-dive of the increase profit on Shopee framework — the supply-side half is ",[838,839,841],"a",{"href":840},"\u002Fmy\u002Fblog\u002Fhow-to-increase-shopee-profit-without-more-sales","how to cut Shopee seller costs",".",[844,845,789],"h2",{"id":788},[819,847,848,849,852,853,842],{},"Shopee's Sale Transaction Fee varies by category — on the Thailand schedule effective 4 August 2026 (4 ส.ค. 2569) it runs 7.49–17.12% for non-Mall sellers and up to 19.26% for Shopee Mall, VAT-inclusive as published, with a 3.21% payment transaction fee and a THB 1 per-order infrastructure fee on top ",[826,850],{"n":851},"5",". Free-shipping subsidies and voucher mechanics layer additional seller-funded costs on top, and several of those mechanics are toggled on by default during major campaign windows like Pay Day, 9.9, and 11.11 ",[826,854],{"n":851},[819,856,857,858,860],{},"Aggregate those costs and the gap between platform-reported revenue and seller-realised revenue is structural — on the fee schedule effective 4 August 2026 it is typically 25–33 percentage points on a mainstream non-Mall category carrying a voucher and free shipping, before COGS or ads even enter the calculation, and about 19 points even on the 7.49% electronics floor ",[826,859],{"n":851},". A campaign reporting 4.0 platform ROAS on a category with 50% COGS lands at a true ROAS of about 0.9 once those fees and vouchers are deducted — below break-even, not barely above it, and reliably indistinguishable from a \"winning\" campaign in the platform dashboard. The same arithmetic on the superseded 1 June 2026 schedule produced 1.0.",[844,862,792],{"id":791},[864,865,868],"pre",{"language":866,"filename":867},"text","A typical Shopee scaling pattern, monthly",[869,870,872],"code",{"class":871},"language-text","Baseline:   THB  500,000 revenue · 35% gross margin · THB  40,000 ads · THB 60,000 net profit\nScaled up:  THB  800,000 revenue · 25% gross margin · THB 100,000 ads · THB 40,000 net profit\n\nRevenue grew 60%. Net profit fell 33%.\nMarginal revenue:  +THB 300,000  →  marginal net profit: −THB 20,000.",[819,874,875,876,879],{},"Each additional unit sold during the scale-up carries a higher ad cost (the auction is bid up by the seller's own additional spend) ",[826,877],{"n":878},"3",", a heavier voucher subsidy (Shopee's voucher tiers escalate with campaign size), and a marginally lower price (more orders at the discounted tier). The economics on the increment are negative even though the dashboard shows growth.",[819,881,882],{},"The asymmetry matters operationally. The dashboard reports the THB 800,000 month as a 60% revenue gain — a number worth celebrating in a board update. The operator who looks only at GMV scales the ad budget further the next month, the auction bids up further, and the marginal economics deteriorate again. Within two or three quarters the account has doubled in revenue and halved in net profit, with no single decision visibly wrong. The compounding is structural: every input the platform-reported metric ignores moves in the same direction as scale, against the seller's margin.",[884,885,887,888,890,891,893,894,896],"blog-question",{"question":886},"Why is my Shopee profit falling while my sales are growing?","Because the metric you scaled against does not contain the costs that scale with you. Shopee reports ROAS as attributed gross revenue divided by ad spend ",[826,889],{"n":828},", before commission, transaction fees, seller-funded vouchers, shipping subsidy, and COGS ",[826,892],{"n":851},". As budget rises, the auction is bid up by your own additional spend ",[826,895],{"n":878},", campaign voucher tiers escalate, and more of the volume lands at the discounted tier — so the marginal order costs more and returns less than the average order the dashboard is reporting. The diagnostic is to compute true ROAS per SKU (attributed revenue minus COGS, fees, vouchers and shipping, divided by ad spend) and compare it to that SKU's break-even bar of 1 ÷ (1 − variable cost share). Keywords below the bar are where the profit went.",[844,898,795],{"id":794},[819,900,901],{},"The formula is straightforward. The hard part is the data plumbing — reconstructing fees, vouchers, COGS, and fulfillment per order across an account with hundreds of SKUs and dozens of campaigns. This is the work DataGlass automates. Once that data is unified, every campaign on a Shopee account can be ranked against its own break-even bar in production.",[864,903,905],{"language":866,"filename":904},"True ROAS — per SKU",[869,906,907],{"class":871},"True ROAS = (attributed revenue − COGS − marketplace fees − vouchers − shipping subsidy − discounts) \u002F ad spend\n\nBreak-even ROAS  =  1 \u002F (1 − total variable cost share)\n\nExample: SKU with 50% COGS, 8% fees, 5% voucher, 4% shipping\n         break-even ROAS = 1 \u002F (1 − 0.67) = 3.0\n         A 4.0 platform ROAS campaign on this SKU is fine.\n         A 3.5 platform ROAS campaign on this SKU is a loss.",[844,909,798],{"id":797},[911,912,802],"h3",{"id":801},[819,914,915],{},"Across the Shopee accounts we model, 20–30% of ad spend on a typical account runs below break-even on true ROAS terms. Pausing it lifts profit before any new sale. The cleanest implementation: rank every keyword by true ROAS, pause the bottom quartile, redistribute its budget proportionally to the top decile.",[911,917,805],{"id":804},[819,919,920],{},"Shopee's major campaigns escalate seller-funded voucher tiers — 5%, 10%, 15%, sometimes higher. A category running at 22% gross margin cannot absorb a 15% seller-funded voucher and still cover commission, fees, and ads. Decline the higher voucher tiers in those categories. Participation is not free; it is bought with margin you may not have.",[911,922,808],{"id":807},[819,924,925],{},"A single account-wide ROAS target is, by construction, wrong for most of the catalog. Every SKU has a different break-even ROAS — derived from its own COGS, fees, and voucher exposure. The brief for every campaign should name the target SKUs, their break-even ROAS, and the rule for pausing.",[831,927],{"text":928},"A 4.0 platform ROAS feels profitable. A 1.3 true ROAS is barely break-even. The dashboard cannot distinguish between them.",[844,930,811],{"id":810},[819,932,933],{},"The framework's margin recovery scales with the gap between platform ROAS and true ROAS. The table below stress-tests how much margin the per-SKU break-even rule recovers under different account profiles.",[819,935,936],{},[937,938,939],"em",{},"Margin-recovery range by account profile",[941,942,943,959],"table",{},[944,945,946],"thead",{},[947,948,949,953,956],"tr",{},[950,951,952],"th",{},"Account profile",[950,954,955],{},"Typical platform-ROAS gap",[950,957,958],{},"First-quarter margin recovery",[960,961,962,974,985,996,1006,1017],"tbody",{},[947,963,964,968,971],{},[965,966,967],"td",{},"Mall-heavy account, high voucher participation",[965,969,970],{},"Platform 5.0 → True 1.4",[965,972,973],{},"5–8 percentage points",[947,975,976,979,982],{},[965,977,978],{},"Non-Mall, moderate voucher tier",[965,980,981],{},"Platform 5.0 → True 2.0",[965,983,984],{},"4–6 percentage points",[947,986,987,990,993],{},[965,988,989],{},"Mall-heavy, declines deep voucher tiers",[965,991,992],{},"Platform 5.0 → True 2.4",[965,994,995],{},"3–5 percentage points",[947,997,998,1001,1004],{},[965,999,1000],{},"Single-platform Shopee specialist (no Lazada\u002FTikTok)",[965,1002,1003],{},"Platform 5.0 → True 1.8",[965,1005,984],{},[947,1007,1008,1011,1014],{},[965,1009,1010],{},"Cross-border seller (different fee stack)",[965,1012,1013],{},"Variable",[965,1015,1016],{},"Re-derive against negotiated rates",[947,1018,1019,1022,1025],{},[965,1020,1021],{},"Top-decile enterprise (negotiated commission)",[965,1023,1024],{},"Platform 5.0 → True 2.6",[965,1026,1027],{},"2–3 percentage points",[819,1029,1030],{},[937,1031,1032],{},"The structural conclusion: accounts with higher Mall participation and deeper voucher exposure see larger margin recovery from the framework, because the platform-vs-true gap is larger to begin with. Top-decile sellers with negotiated rates have less to recover; below the size bound, simpler heuristics outperform the operational overhead.",[844,1034,814],{"id":813},[1036,1037,1038,1042,1045,1048,1051,1058],"ul",{},[1039,1040,1041],"li",{},"Account-size lower bound. The per-SKU break-even ROAS framework requires order-line data clean enough to reconstruct fees, vouchers, and COGS per order. Below ~THB 200K monthly revenue, the operational overhead exceeds recovered margin; simpler heuristics (per-category margin assumption, fixed account-wide ROAS target with conservative voucher caps) outperform.",[1039,1043,1044],{},"COGS data quality. The per-SKU break-even ROAS is only as good as the COGS input. Long-tail SKUs without uploaded COGS default to category-mean inference; a 5-percentage-point COGS error shifts a SKU's break-even ROAS by ~0.5–1.0 — material on borderline-margin SKUs. Refresh COGS quarterly.",[1039,1046,1047],{},"Negotiated commission. Top-decile Shopee accounts operate with commission rates below the public-rate-card values used in the worked example. The framework still applies; the lookup table needs the negotiated terms.",[1039,1049,1050],{},"Cross-border sellers. Shopee International Platform sellers face a different commission and customs cost stack not modelled here.",[1039,1052,1053,1054,1057],{},"Time horizon. Sea Limited's documented AI investment in the ad auction is one-way pressure on cost-per-click ",[826,1055],{"n":1056},"1",":blog-cite. The framework's margin recovery is durable but the input values (auction CPC, voucher tiers) drift upward over time. Re-run the audit quarterly.",[1039,1059,1060],{},"Internal-data scope. The 4–7 percentage-point margin recovery figure is aggregated across the SEA-6 Thai Shopee accounts we model directly. Not a population claim about all Shopee sellers; explicitly excludes accounts below the size bound.",[844,1062,816],{"id":577},[819,1064,1065,1066,1068,1069,1071,1072,1074,1075,842],{},"Public-data citations are taken from the Shopee Ads Help Center (ROAS definition, Target ROAS bidding mechanics, Keyword Ads documentation) ",[826,1067],{"n":878},":blog-cite, the Shopee general Help Center (commission, transaction fee, Shop Voucher mechanics) ",[826,1070],{"n":851},", Sea Limited's 4Q25 \u002F 1Q26 investor disclosures ",[826,1073],{"n":1056},", and the Bain e-Conomy SEA 2025 commentary on retail-media inflation in SEA marketplaces ",[826,1076],{"n":1077},"6",[819,1079,1080,1081,1085],{},"Internal-data claims — the 4–7 percentage-point margin recovery figure, the 20–30% loss-making ad-spend share, the typical platform-vs-true ROAS spread (4.0 → 1.3 on representative profiles), the 200%+ volume-lift requirement that 12% discounts impose on 18% contribution-margin SKUs, and the cohort distribution underneath the audit recommendations — are aggregated across the Thai SEA-6 Shopee accounts we model directly. The Shopee subset comprises approximately 280 active accounts across the ",[838,1082,1084],{"href":1083},"\u002Fmy\u002Fblog\u002Fmethodology","DataGlass research methodology"," sample frame (Jan 2024 – Apr 2026, 28-month observation window). Worked examples in the post are illustrative composites, not the financials of any specific seller.",[1087,1088,1090],"blog-callout",{"title":1089},"Scale against the SKU's own bar, not the dashboard's","Scaling Shopee ad budget only compounds profit when every incremental baht is judged against the SKU's own break-even ROAS rather than a global platform-ROAS target. The math is mechanical; the operating moat is data plumbing that applies it at production cadence. The supply-side half of the same recovery is at \u002Fblog\u002Fhow-to-increase-shopee-profit-without-more-sales, and the framework both sit under is \u002Fblog\u002Fincrease-shopee-profit.",[1092,1093,1094,1095,1100,1101,1102],{"id":788,"depth":386,"text":789},{"id":791,"depth":386,"text":792},{"id":794,"depth":386,"text":795},{"id":797,"depth":386,"text":798,"children":1096},[1097,1098,1099],{"id":801,"depth":332,"text":802},{"id":804,"depth":332,"text":805},{"id":807,"depth":332,"text":808},{"id":810,"depth":386,"text":811},{"id":813,"depth":386,"text":814},{"id":577,"depth":386,"text":816},{"id":1104,"categories":1105,"domain":1112,"extension":5,"fallback":1113,"home":1116,"industry":1125,"meta":1130,"pricing":1131,"stem":1143,"__hash__":1144},"og_en\u002Fen\u002Fog.yml",[1106,1107,1108,1109,1110,1111],{"slug":347,"label":348},{"slug":350,"label":27},{"slug":352,"label":353},{"slug":355,"label":356},{"slug":361,"label":362},{"slug":364,"label":48},"dataglasslabs.com",{"title":1114,"description":1115},"DataGlass","The decision engine for Shopee, Lazada and TikTok Shop sellers.",{"chart":1117,"metrics":1118},"Net profit, last 30 days",[1119,1122],{"label":1120,"value":1121},"Net profit","฿1.24M",{"label":1123,"value":1124},"Profit ROAS","3.4x",{"axis":1126,"point":1127},"Ad spend",{"label":1128,"value":1129},"Next baht still pays","+฿0.42",{},{"plans":1132},[1133,1137,1140],{"name":1134,"price":1135,"period":1136},"Free","฿0","\u002Fmonth",{"name":1138,"price":1139,"period":1136},"Standard","฿1,499",{"name":1141,"price":1142,"period":1136},"Pro","฿2,499","en\u002Fog","63L8y4Lv8I2q3NvR26fMXU1sE9Wd7TZaz2l_tV6oZuo",[],1792784990205]