OpenOpen

D2C and e-commerce conversion

The short version

Simplify the page around one action

  • Simplify the page around one action. Seven named before/after tests (Yuppiechef, Imaginary Landscape, Career Point, Humana, Ring, Highrise) all won by removing nav, cutting form fields, cutting copy, one image, one obvious button. Lifts of 2x to 15x. This is the best-evidenced lesson in the set. @edward.builds

In India, prepaid share is a lever you can move with the page plus money: a clean, visually uniform PDP plus a flat...

  • In India, prepaid share is a lever you can move with the page plus money: a clean, visually uniform PDP plus a flat 10% prepaid discount gave 44% prepaid on day one (n=9 orders). A 15% prepaid discount still left about 80% COD for a low-ticket dropshipper. Discount alone is not enough; trust on the page matters. @ecomtushar @itsecomkid

Measure what actually lands: check RTO before you celebrate ROAS, know breakeven ROAS first, track delivered revenue

  • Measure what actually lands: check RTO before you celebrate ROAS, know breakeven ROAS first, track delivered revenue. RTO claims range from 10% (Indian operators in comments) to 60% non-delivery (one low-ticket student). @ritesh_shridhar @itsecomkid

Drop-off between add-to-cart and checkout is the rational brain vetoing the impulse

  • Drop-off between add-to-cart and checkout is the rational brain vetoing the impulse. Fix the vetoes (shame/usefulness with UGC, too many choices with 3-4 options, trust with reviews, 7-day returns and a founder video on the PDP) and shorten the time from impulse to payment. @seemaa_choudharyy1

High-ticket abandoned carts are worth a human: Zapier alert on every abandoned cart, call immediately, answer...

  • High-ticket abandoned carts are worth a human: Zapier alert on every abandoned cart, call immediately, answer questions, send a Shopify draft order, take payment on the phone. Claimed 60% of one store's revenue now comes from draft orders. @saltandpepsam

Respond to leads in seconds, not hours

  • Respond to leads in seconds, not hours. A $1.4B remodeler called back in about 5 seconds on camera. @calebchae

PDP checklist that holds up even though its percentages are invented: trust strip under nav (money-back, free...

  • PDP checklist that holds up even though its percentages are invented: trust strip under nav (money-back, free shipping, certification), review count above the product, pre-selected most-popular option, bundles, sticky add-to-cart. @amboras.ai

Match the page to traffic temperature: warm traffic (referrals, branded search, repeat) gets a form or buy box up...

  • Match the page to traffic temperature: warm traffic (referrals, branded search, repeat) gets a form or buy box up top; cold ad traffic gets visuals and proof first. @sobusells

Catalog size decides the store layout

  • Catalog size decides the store layout. Under 50 products: less choice, split traffic early, land on the product grid. Over 50: filters, category and sale splits, model shots. @shovel.studio

Get ready for AI shopping agents: plain product titles, short descriptions, clear price and a 3-line return policy,...

  • Get ready for AI shopping agents: plain product titles, short descriptions, clear price and a 3-line return policy, and check the Shopify Agentic Storefronts / Catalog settings. @thinkwithsid

Full playbook

India COD, prepaid share and RTO

  • One India dropshipping student (via a US mentor): only about 40% of orders reach the customer (60% fail), about 80% of orders are COD even with a 15% prepaid discount, small parcels cost about 20-30 US cents to ship, and a 5-10 ROAS is "normal" in India because so much never gets delivered and cash cannot be collected upfront. Chargebacks are a minor concern by comparison. The on-screen correction "*60%" at about 96s clarifies 60% fail. @itsecomkid
  • Counter-evidence in the same comments: "we hardly have 10% RTO" (147 likes), "industry standard is around 80% delivery not 40%", another says 30-40% delivery. The mentor himself replied that the student's COGS is under $1 and higher-ticket sales suffer less. Treat 10-20% RTO as the operator benchmark and 60% as a bad-case outlier for very cheap parcels. @itsecomkid
  • Commenters' India views: COD is used for about 80% of orders with high returns; customers "test" the product before paying; "your first move should be a US LLC + Stripe + Wise" (60 likes). The student's fix was to move to the US market with a US LLC so he can run US ads. @itsecomkid
  • Prepaid case: a brand-new IPL hair remover store (HaloSkin page), no pixel data, no brand presence, launched the night before. 9 orders on day one, 4 prepaid = 44.44% prepaid shown in Fastrr analytics. Orders list shows "Standard (COD)" vs "Standard (Prepaid)" delivery methods, SR_STANDARD tags and an rto_prediction tag column. @ecomtushar
  • The two reasons he gives for prepaid: (1) colours and branding, meaning visual uniformity across the page, clean copy and a page that clearly says what the product is; AI images are fine if the page tells the buyer what they are buying. (2) A flat 10% prepaid discount, because India is cash-sensitive and a discount makes the buyer feel obligated to use that channel rather than pay full price on COD. @ecomtushar
  • His page elements: announcement bar "10% off on prepaid orders" and "Free shipping on all orders", struck price around Rs 4,999, a "Women have been loving Halo" UGC grid, before/after images, a comparison table ("Stop paying for salon visits"). @ecomtushar
  • Meta ads rules that touch COD: know your breakeven ROAS before you run ads; check RTO before you celebrate ROAS; fix your website before you scale ads. @ritesh_shridhar
  • Margin math from a commenter (sharper than the creator's own point): a Rs 50 item sold at Rs 250 leaves nothing after ads, RTO, returns, packaging and GST. Another commenter spent Rs 5k on dropshipping ads, got 12 orders, and lost Rs 3,800. @build.sagar
  • Junk orders and junk leads come from the same low-intent clickers: a skit of a founder phoning a Meta lead-form lead who denies interest; ecommerce owners in comments say accidental COD orders come from the same kind of people. Commenter fix: set up CAPI to feed better signals back. @architmehrotra.in
  • COD purchase events fire at order placement, not delivery, so Meta optimises toward people who order but may not accept. Send CAPI events and consider a confirmed-delivery or offline event. (From the note's application on the pixel reel.) @nicoaguirre.td

Checkout drop-off and the "four vetoes"

  • Problem: users drop between add-to-cart (ATC) and initiate checkout (IC). Cause: not too little persuasion. The brain decides on impulse, adds to cart, then the rational mind steps in and vetoes. @seemaa_choudharyy1
  • Veto 1: spoken in the first 30 seconds but cut off in the transcript; content unknown (raw transcript checked, it ends mid-sentence). @seemaa_choudharyy1
  • Veto 2, "the shame brain" ("very Indian thing", "is it useful for me?"): add UGC showing how the product solves their pain point. @seemaa_choudharyy1
  • Veto 3, too many choices: the brain freezes, users skip and bounce. Offer 3 to 4 choices, not many. @seemaa_choudharyy1
  • Veto 4, trust: will it reach me, will they deliver, will the product be right and the quality as described. Fix: add reviews, give returns (7-day return), put a founder video on the PDP. @seemaa_choudharyy1
  • Rule: "you don't have to sell more, you just have to reduce that time" between impulse and payment. @seemaa_choudharyy1
  • Commenter additions: use GoKwik's Kwik Cart (Shopify app), buy-more-get-more (BMGM) levers and cart upsells, keep cognitive load low, show both Buy Now and ATC on the PDP; for high-AOV brands add affordability levers like EMI and no-cost credit-card EMI. @seemaa_choudharyy1
  • An unanswered comment shows the problem in the wild: 400 visits, 94 reached checkout, 0 purchases. @seemaa_choudharyy1
  • Drop-off causes the reel does not mention: shipping-cost surprise, forced account creation, payment failures. Check these too. (Note's doubt.) @seemaa_choudharyy1

Abandoned cart recovery by phone and draft order

  • Workflow: (1) every Shopify abandoned cart fires a Zapier notification to the team's phone; (2) call every abandoned cart immediately; (3) answer questions on the call; (4) send a Shopify draft order and the customer pays over the phone. Self-serve orders still come in, but "60% of our business is from draft orders". Shown: a $5,000 draft order notification, and even a $180 order done as a draft order. @saltandpepsam
  • Staffing: only one person makes the calls now; they had several until they found a good one. @saltandpepsam
  • Bottleneck raised in comments: you need the phone number, and Shopify only has it if the customer typed it at checkout. Commenters also flag calling as a compliance risk. Automation alternatives pitched in comments: AI callers and a recovery tool ("liverecover"). @saltandpepsam
  • Draft orders can bypass some checkout fraud checks and show under a separate draft-order channel, which affects attribution. (Note's doubt.) @saltandpepsam

Speed to lead

  • Test: he filled a "Request a call" form on Power Home Remodeling (claimed $1.4B revenue last year) as a windows-and-roofing lead, with Google Voice open to catch the callback and an on-screen 59-second countdown. The call came in about 5 seconds ("This is Alex from Power Home Remodeling", then scheduling "daytime or the evening?"). Moral: respond to inbound leads within 60 seconds. @calebchae
  • Comment debate: many think the caller was an AI voice agent (vapi named); the creator says not AI, likely offshore staff. "So what if it's AI, it clearly works." @calebchae
  • Counterpoint (724 likes): one business found instant calls created trust issues and lowered conversion; he waits at least 10 minutes. Others: "anything over 30 mins and you're fighting a losing battle", "if you aren't calling in 10 seconds what are you doing". Unanswered: what about leads that submit at midnight. @calebchae
  • The same 60-second rule appears inside a CRM demo: a chatbot replies within 60 seconds, qualifies budget and location, and offers three real survey slots. @sobusells (see Retention, email, WhatsApp, CRM)

Product page (PDP) feature ladder

  • "Top X% of stores" ladder (percentages are rhetorical, not data):
    1. Top 80%: sales banner plus countdown timer.
    2. Top 50%: trust strip right under the nav bar with a money-back guarantee, free shipping and a certification.
    3. Top 30%: review count shown before the product (social proof first), most popular option pre-selected, price shown as discounted.
    4. Top 20%: bundles that make buying just one feel like a mistake, and free gifts worth more than the order itself.
    5. Top 10%: sticky add-to-cart pinned to the bottom so nobody scrolls back up.
    6. Top 1%: comment "store" to get a tutorial (a funnel to the Amboras AI store builder). @amboras.ai
  • Example store shown (appears to be IM8, "The Beckham Stack"): 4.8 stars "from 22,xxx Reviews" near the title, flavour selector, $143/mo with $183 struck through, 30-day/90-day supply selector with "Most Popular" badge, trust strip "30 day money back guarantee, free shipping, NSF certified for sport", 90-day supply bundle, sticky bottom ATC bar. @amboras.ai
  • Viewer pushback on the look: "looks so cheap, like temu" (36 likes). Timers and strike-throughs that are not real breach consumer rules in India and the EU. Free gifts worth more than the order can destroy margin. @amboras.ai
  • Visual uniformity and clear copy beat perfect imagery: if the page says plainly what the product is, AI images are acceptable. @ecomtushar
  • Model shots "can lift sales up to 20-30% over flat lay shots" (unsourced). @shovel.studio
  • Branding touch: the selected colour swatch matches the add-to-bag button colour (Skims PDP button turns the lilac of "Iris Mica"). @shovel.studio
  • Trust items for the PDP: reviews, 7-day returns, founder video. @seemaa_choudharyy1
  • "Ask me a question" story-sticker format and expert posts used as ads by The Stack can also live as PDP FAQ content (see Pricing, offers and positioning for that teardown). @adsandcopy

Store architecture by catalog size (Yeezy vs Skims)

  • Small catalog (Yeezy, under 50 products):
    1. Splits traffic into Male / Female at entry. Claim: "less choice means 10 times more sales when you have less than 50 products". @shovel.studio
    2. Almost no homepage: you land on the product listing page (PLP), saving a click. The PLP "feels more like art"; sort with one click, sometimes refine by colour. @shovel.studio
    3. Zero info on sizing or shipping, which hides that shipping can take weeks (commenters say months). Conversion trick and legal/trust risk at once. @shovel.studio
    4. Teases upcoming drops (e.g. "Yeezy 800s available December 2026"). @shovel.studio
    5. Email pop-up delayed 6-10 seconds gets 26% more emails than an instant pop-up (unsourced). @shovel.studio
  • Large catalog (Skims):
    1. Splits traffic by sale, category and gender (homepage tiles for markdowns, matching sets, men's). @shovel.studio
    2. "76% of shoppers use filters when there's more than 50 items" (unsourced). @shovel.studio
    3. Model shots over flat lays (+20-30% claimed). @shovel.studio
    4. Swatch colour matches the button. @shovel.studio
    5. No third-party express buttons (Apple Pay, Shop Pay) on the PDP: "I've seen an AOV increase up to 40% without them" because skipping quick checkout makes you browse and add more. Cart shows "Frequently bought together" and a free-shipping progress bar. @shovel.studio
  • Commenter pushback: "Source of the statistics?" (unanswered); a shopper rarely buys without PayPal/Apple Pay; Skims wants you to buy many, try and return; "can't see any trust signals in those designs"; celebrity brands with huge direct traffic may not transfer to unknown brands. @shovel.studio

Landing pages: do less

  • Yuppiechef wedding registry: removed top navigation, conversions 3% to 6%. @edward.builds
  • Imaginary Landscape contact form: 12 fields to 4 plus shorter intro copy, submissions +160% (speech says "doubled"). @edward.builds
  • Career Point (nursing training): shorter form, big obvious image of a nurse above the fold, no navigation, one clear CTA; 3.12% to 13.64%. @edward.builds
  • Humana homepage banner: text cut to one short line, paginator turned grey so it does not compete, "Shop Medicare plans" button made the focus; clicks +1,456% (about 15x). @edward.builds
  • Ring create-account screen: video background replaced by a plain dark background; more accounts created (no figure). @edward.builds
  • Highrise CRM: cluttered homepage replaced by one customer photo, three short bullets and one CTA; paid signups doubled. @edward.builds
  • Pattern: "remove distractions, simplify the page, make the main action obvious". "You can make more money by doing less." Full 10 cases at freeseoknowledge.com. Caveat: mostly older single tests; removing nav suits single-goal landing pages, not category browsing. @edward.builds
  • Traffic temperature decides layout. Form in the hero for people who already know you (referrals, repeat clients, people who googled your name): "they need a form". Lead with the work (big visuals, results, one button) for strangers: "nobody fills in the form for a stranger". Med spa on ads: visuals. Contractor on referrals: form at the top. "Which is better" is the wrong question; ask where clients come from. @sobusells
  • Fix the site before scaling ads. @ritesh_shridhar
  • Do not sell in the ad for affluent buyers: give a next step (guide, short video, invitation to learn your approach), and make sure the website and reputation back up the credibility the ad created, because they research you before contacting. @gentlerainman (see Pricing, offers and positioning)

Offers and AOV on the store

  • Prepaid discount: flat 10% for prepaid (worked) vs 15% (still 80% COD in a low-trust, low-ticket case). @ecomtushar @itsecomkid
  • Bundles that make one unit feel like a loss; pre-select the most popular pack; free gifts. @amboras.ai
  • Frequently bought together and a free-shipping bar in the cart. @shovel.studio
  • 3-4 choices maximum. @seemaa_choudharyy1
  • Decoy option: add one extreme, rarely bought option next to the best seller so the normal one looks smart (Tesla Rocket invite-only / Thrust $250,000 / Performance $50,000; cake $1,900 for 200 guests vs $45 birthday cake vs $4 cupcake; "VIP coaching by application only" vs $300 1:1 vs $49 group call, the $300 tagged "smart choice"). @decoyreport
  • Post-purchase subscription upsell framed as an instant "refund": "Before you leave, get refunded $16 instantly", 4:59 countdown, $64.99 struck to $48.75 (save 25%), "$16.25 USD refund", checkbox on subscription terms, built with Rokt Aftersell. Really the subscribe-and-save discount. Comments flag instant cancellations, dark patterns, FTC and chargeback risk. Full detail in Retention, email, WhatsApp, CRM. @wellcopymax
  • Interactive reel to code: a "pause at the exact frame" reel ("You did it. New sweatsuit Sept 30. DM us screenshot for discount") hit 7.5M views, about 15-16k follows and "crazy sales"; DMs could not be answered so they published code FRAMEPERFECT15 (15% sitewide, link in bio). Code removes the DM bottleneck and tracks attribution. @robertmckeaveney

Lead capture and qualification on site

  • Delay the email pop-up by 6-10 seconds (26% more sign-ups claimed). @shovel.studio
  • Quiz funnel (Hormozi's Acquisition.com "$100M Scaling Roadmap"): free, fast (under 30 seconds), personalised. Asks name, email, phone, shipping address first; employees and annual revenue last (frames also show net margin, partner status, years in business). Headcount sets the roadmap stage; revenue under $250k gets a value-only path, over $250k gets a book-a-call page. About 25% of his 600 Facebook ads point to it, and every YouTube video has a mid-roll or end screen to it. "You give value to 100% of your leads while only selling the right ones." @kailodebiz
  • Shipping address collected for cheap snail mail ("when everyone zigs, you zag"). Privacy and consent apply. @kailodebiz
  • Visitor identification plus WhatsApp to people who never gave a number (Super Acquire) is a consent and legal risk; see Retention, email, WhatsApp, CRM. @suraj.adsriddle

AI shopping agents (Meta Muse, Shopify agentic checkout)

  • Timeline claimed: 8 Sept Meta launched Muse AI shopping assistant; 22-23 Sept Meta and Shopify signed a deal enabling agentic checkout via Shop Pay across Shopify stores. A Shopify headline shown says stores are enrolled by default in new AI shopping channels and eligible products were shared with Meta on launch day. Example: "buy a headphone for 3000 rupees", the agent searches, picks, reads the site and checks out. @thinkwithsid
  • What to do: clear plain titles and descriptions, few adjectives ("skin serum or hair serum, not 'glow drop'"); fewer popups and fewer images, because a bad agent experience means the agent leaves; check the Shopify admin AI agentic channel and enable all platforms (panel shown: "₹1,649.00 earned from over 214 Agentic Storefronts visits in the last 30 days"); accurate pricing, minimal description, return policy clear within three lines. @thinkwithsid
  • Shopify Catalog requirements shown: product title, description, images, variants; tags, vendor, collections, barcodes (GTIN/UPC/EAN/ISBN), SKU; external product URL. @thinkwithsid
  • "90 days to save your business" is hype (commenter: "What a misleading hook"). India rollout unclear. "Fewer images" conflicts with human-buyer best practice. @thinkwithsid

Tracking, analytics and ad-side hygiene that affect conversion

  • The pixel is "working perfectly and reporting garbage": since iOS 14 ATT, users who tap "Don't track" vanish; claimed 40-60% of data missing on browser pixel alone, so the algorithm "optimises blind for half your audience". Fix: server-side tracking / Conversions API (server to server), optionally via a server-side tag manager. Part 2 (Shopify hidden errors) not in this reel. @nicoaguirre.td
  • GA4 cohort retention plus Claude: take weekly cohorts (example 100 to 20 to 10 to 5 over weeks 1-4), then for returners check how many reached PDP, cart, checkout, purchase; list what you posted, changed on site, influencer work and campaigns in weeks 2-4; ask Claude to find patterns. Guide gated behind "pattern". The real GA4 screenshot shows 2.6% week-1 retention, so samples are tiny. @apurv_sngh
  • 16 Meta rules from an 8-year media buyer, the conversion-relevant ones: 1 campaign 1 offer; judge after 2-3k spend; kill above 2x CPA; CTR under 1% means new creatives; exclude buyers from prospecting; know breakeven ROAS; check RTO; fix the website. Full list in the frameworks section. @ritesh_shridhar
  • 4-campaign structure claimed to drive Rs 2.33 crore on about Rs 30 lakh spend (7.5 ROAS): interest CBO with 4 single-interest ad sets; broad creative testing; statics only; a "secret" testing/retargeting campaign at 17.40 ROAS. Mix video and statics and move into AI creatives. No RTO, COD or margin data. @daksh_manochaa

Product choice and positioning upstream of conversion

  • The IndiaMART (Rs 40-45) to Amazon (Rs 250-290) resale dream fails because the product already belongs to an established brand (example Man Matters 1.00 mm derma roller, about Rs 295) running hundreds of creatives; at Rs 500-1,000 per creative per day, they outspend you. Analogy: Google never ranks a small site over Times of India / Aaj Tak / India TV for news. Pinned tip: check any brand's spend and size in the Facebook Ads Library. @build.sagar

Frameworks and templates

Four vetoes checkout audit

Four vetoes checkout audit @seemaa_choudharyy1

Veto 1: unknown (lost in transcript)

  1. Veto 1: unknown (lost in transcript). Check price/value clarity anyway.

Shame / "is it useful for me?" -> UGC showing the pain point solved

  1. Shame / "is it useful for me?" -> UGC showing the pain point solved.

Too many choices -> 3 to 4 options

  1. Too many choices -> 3 to 4 options.

Trust (will it arrive, real quality) -> reviews, 7-day returns, founder video on PDP

  1. Trust (will it arrive, real quality) -> reviews, 7-day returns, founder video on PDP. Goal: shorten impulse-to-payment time.

PDP ladder checklist

PDP ladder checklist @amboras.ai

Sale banner (only if the sale is real) and countdown (only if the deadline is real)

  • [ ] Sale banner (only if the sale is real) and countdown (only if the deadline is real)

Trust strip under nav: money-back guarantee, free shipping, certification (add "COD available" / "pay online and...

  • [ ] Trust strip under nav: money-back guarantee, free shipping, certification (add "COD available" / "pay online and save" for India)

Review count above or beside the title

  • [ ] Review count above or beside the title

Most popular option pre-selected, with honest compare-at price

  • [ ] Most popular option pre-selected, with honest compare-at price

Bundle tiers that make 1 unit feel like the worst deal; gift with purchase if margin allows

  • [ ] Bundle tiers that make 1 unit feel like the worst deal; gift with purchase if margin allows

Sticky add-to-cart on mobile

  • [ ] Sticky add-to-cart on mobile

Prepaid recipe (India)

Prepaid recipe (India) @ecomtushar

Uniform colours and branding across the page

  1. Uniform colours and branding across the page.

Clean copy that states exactly what the product is

  1. Clean copy that states exactly what the product is.

Announcement bar: "10% off on prepaid orders" + "Free shipping on all orders"

  1. Announcement bar: "10% off on prepaid orders" + "Free shipping on all orders".

UGC grid, before/after, comparison table

  1. UGC grid, before/after, comparison table.

Track prepaid % daily (Fastrr or Shopify payment-method tags) and RTO prediction tags

  1. Track prepaid % daily (Fastrr or Shopify payment-method tags) and RTO prediction tags.

Abandoned cart call desk

Abandoned cart call desk @saltandpepsam Trigger: Shopify abandoned checkout -> Zapier -> phone notification. Action: call immediately -> answer questions -> create Shopify draft order -> take payment by phone or send invoice link. One trained caller.

Store layout by catalog size

Store layout by catalog size @shovel.studio

Under 50 products: split traffic early (gender or collection), land on PLP, minimal choice, drop teasers, email...

  • Under 50 products: split traffic early (gender or collection), land on PLP, minimal choice, drop teasers, email pop-up delayed 6-10s, consider no express checkout (test only).

Over 50 products: split by sale / category / gender, filters, model shots, swatch-matched button, FBT and...

  • Over 50 products: split by sale / category / gender, filters, model shots, swatch-matched button, FBT and free-shipping bar in cart.

Landing page simplification test list

Landing page simplification test list @edward.builds Remove top nav. Cut form to essential fields (12 to 4). One-line headline. One clear image above the fold. One obvious CTA. Grey out competing elements (sliders, paginators). Replace busy backgrounds (video) with plain ones.

Page type by traffic source

Page type by traffic source @sobusells Warm (referral, repeat, branded search) -> form or buy box in hero. Cold (ads, strangers) -> visuals, results, one button.

Quiz qualification funnel

Quiz qualification funnel @kailodebiz Promise: free, personalised, under 30 seconds. Q1-4: name, email, phone, address. Middle: diagnostic questions. Last: size questions (headcount, revenue). Branch: below threshold -> value path and nurture; above threshold -> book-a-call. Drive 25% of ads and every long video to it.

AI-agent readiness checklist

AI-agent readiness checklist @thinkwithsid Plain category word in every title. Short factual description. Fill tags, vendor, collections, GTIN/barcode, SKU, variants. Accurate price. Return policy in 3 lines. Fewer pop-ups. Check Shopify Agentic Storefronts / Catalog channel and which platforms are enabled.

16 Meta rules

16 Meta rules @ritesh_shridhar

3-5 ads per ad set

  1. 3-5 ads per ad set. 2. 5-10 new creatives every week. 3. 1 campaign, 1 offer. 4. Go broad always (first). 5. Creative is the new targeting. 6. 70% UGC, 20% static, 10% carousel. 7. 1 angle per ad set (keep creative style consistent across ad sets, per his reply). 8. Judge after 2-3k spend. 9. Kill anything above 2x CPA. 10. CTR under 1% = new creatives. 11. Scale winners 20% every 2-3 days. 12. Duplicate, don't edit winners. 13. Exclude buyers from prospecting. 14. Know breakeven ROAS. 15. Check RTO before celebrating ROAS. 16. Fix your website before you scale.

Unit economics line (from comments)

Unit economics line (from comments) @build.sagar Per order: price - COGS - ad cost per order - RTO and return losses - packaging - shipping - GST = contribution. Do this before scaling.

Hooks and lines worth stealing

"Alright, so we just got an order for $5,000 as you can see, and yes, it's a draft order, but let me explain to you...

  • "Alright, so we just got an order for $5,000 as you can see, and yes, it's a draft order, but let me explain to you why it's a draft order and how it's real." @saltandpepsam

"abandon cart hack that made me millions" (caption)

"Users drop off from Add to Cart to Initiate Checkout not because we need to convince them more, but because we give...

  • "Users drop off from Add to Cart to Initiate Checkout not because we need to convince them more, but because we give their rational brain time." @seemaa_choudharyy1

"You don't have to sell more, you just have to reduce that time."

"Is Kanye's web designer better than Kim's?" / "Yeezy vs Skims

  • "Is Kanye's web designer better than Kim's?" / "Yeezy vs Skims. Who wins?" @shovel.studio

"I launched this product last night

  • "I launched this product last night. As you can see, we've gotten 9 orders." @ecomtushar

"Business owner, which website do you think is more likely to convert between this one and this one?"

  • "Business owner, which website do you think is more likely to convert between this one and this one?" @sobusells

"Nobody fills in the form for a stranger."

  • "Nobody fills in the form for a stranger." @sobusells

"If your store has a sales banner and a countdown timer, don't get too excited because you're only in the top 80% of...

  • "If your store has a sales banner and a countdown timer, don't get too excited because you're only in the top 80% of stores." @amboras.ai

"This company removed their top navigation bar

  • "This company removed their top navigation bar. Conversions to their call to action button doubled." @edward.builds

"You can make more money by doing less."

"If you're selling on Shopify you have just 90 days to save your business." (works as a hook, but commenters called...

  • "If you're selling on Shopify you have just 90 days to save your business." @thinkwithsid (works as a hook, but commenters called it misleading)

"Call it a skin serum or hair serum, not 'glow drop'."

  • "Call it a skin serum or hair serum, not 'glow drop'." @thinkwithsid

"If you live in India, IM SORRY"

"Please call your leads within 60 seconds

  • "Please call your leads within 60 seconds. No way. This company made $1.4 billion last year..." @calebchae

"If your Meta pixel is not broken, it's worse than that

  • "If your Meta pixel is not broken, it's worse than that. It's working perfectly and reporting garbage." @nicoaguirre.td

"Fix your damn website before you scale ads."

"Your best seller needs a show-off standing next to it."

  • "Your best seller needs a show-off standing next to it." @decoyreport

"You give value to 100% of your leads while only selling the right ones."

  • "You give value to 100% of your leads while only selling the right ones." @kailodebiz

"I'm literally getting multiple DMs every minute."

Contradictions and doubts

RTO: 60% failed delivery vs 10% RTO and 80% delivery from Indian operators in the same comments

  • RTO: 60% failed delivery (@itsecomkid) vs 10% RTO and 80% delivery from Indian operators in the same comments. The 60% figure is one low-ticket student's second-hand number.

Prepaid discount size: 10% gave 44% prepaid (, n=9, one day, possibly warm Q4 demand; store was password-protected...

  • Prepaid discount size: 10% gave 44% prepaid (@ecomtushar, n=9, one day, possibly warm Q4 demand; store was password-protected at filming) vs 15% still 80% COD (@itsecomkid). Neither computes discount cost vs RTO saved.

Express checkout: Skims-style removal "up to 40% AOV" vs commenters who will not buy without Apple Pay/PayPal;...

  • Express checkout: Skims-style removal "up to 40% AOV" (@shovel.studio) vs commenters who will not buy without Apple Pay/PayPal; also UPI/COD express are expected in India. Higher AOV can still mean lower revenue.

Images: "fewer images" for AI agents vs model shots and rich galleries for humans

Choice: "less choice, 10x sales" and "3-4 choices" vs commenters saying women's fashion needs variety

Speed to lead: 5-second call vs a commenter who saw instant calls lower trust and waits 10 minutes

  • Speed to lead: 5-second call (@calebchae) vs a commenter who saw instant calls lower trust and waits 10 minutes. The video may be staged or sponsored.

All Yeezy/Skims statistics (10x, 26%, 76%, 20-30%, 40%) are unsourced

  • All Yeezy/Skims statistics (10x, 26%, 76%, 20-30%, 40%) are unsourced. The PDP ladder percentages are invented. The 40-60% pixel loss figure is unsourced.

Legal/ethical: fake countdowns and fake strike-through prices (India Consumer Protection Act dark-pattern...

  • Legal/ethical: fake countdowns and fake strike-through prices (India Consumer Protection Act dark-pattern guidelines, EU rules); Yeezy hiding shipping times; calling abandoned carts without consent (TCPA in US, DND/TRAI in India); "refund" framing on a subscription upsell (FTC negative-option risk, chargebacks); Super Acquire WhatsApping visitors without opt-in (DPDP Act, WhatsApp policy). Publishing a recorded call with a company agent may raise recording-consent issues.

Vendor funnels: Amboras ("store"), Aftersell partnership, quiz-funnel builder, AI agent guide ("AI"), GA4 guide...

  • Vendor funnels: Amboras ("store"), Aftersell partnership, quiz-funnel builder, AI agent guide ("AI"), GA4 guide ("pattern") all gate the real content. Treat their claims as marketing.

The CRO cases are mostly 2010s single tests with no sample sizes; speech and caption numbers disagree slightly...

  • The CRO cases (@edward.builds) are mostly 2010s single tests with no sample sizes; speech and caption numbers disagree slightly (doubled vs +160%).

The 4-campaign Rs 2.33 crore claim mixes "2 months" and "single month", calls the 4th campaign both testing and...

  • The 4-campaign Rs 2.33 crore claim (@daksh_manochaa) mixes "2 months" and "single month", calls the 4th campaign both testing and retargeting, and shows no RTO or margin.

How to apply this

If you sell products online (D2C, e-commerce)

  1. Before any new ad spend, fix the page. Run the PDP ladder and four-vetoes audit on your product page: trust strip under nav (money-back or replacement promise, free shipping, COD available if you offer it, a certification or lab test badge if relevant), review count near the title, 3 packs only (for example 1 / 2 / 3 months) with the middle pre-selected and honest compare-at prices, founder video, 7-day return wording, sticky ATC on mobile. Skip countdown timers and gift stacking, which cheapen fine or premium products. @amboras.ai @seemaa_choudharyy1
  2. If you sell COD, add a flat 10% prepaid discount in the announcement bar and at checkout, and track prepaid % and RTO % per day. Use a checkout that tags COD vs prepaid and predicts RTO (Fastrr, GoKwik or Shopify tags). @ecomtushar
  3. Build the unit-economics sheet per pack: price, COGS, ad cost per order at current CPA, RTO rate, packaging, shipping, GST. Set breakeven ROAS on delivered revenue, not platform ROAS. If you spend a few thousand with about no sales, suspect a page, offer or tracking problem before a creative problem. @ritesh_shridhar @build.sagar
  4. Check tracking: confirm the pixel and CAPI both fire with deduplication and good Event Match Quality; if possible send a confirmed-order or delivered event so Meta stops optimising for fake COD orders. @nicoaguirre.td @architmehrotra.in
  5. Set up abandoned-checkout and COD-confirmation outreach on WhatsApp (consented numbers only) within minutes, with a UPI payment link to convert COD to prepaid. Use a human call only for bundles. @saltandpepsam @calebchae
  6. Cut the ad landing page down: no nav, one image, one CTA, short form (name, phone, pincode). Test a no-nav version with one hero image and one CTA against your current page before rolling out. @edward.builds @sobusells
  7. Look up 3 to 5 competitors in the Ads Library and note long-running ads before choosing new angles. @build.sagar
  8. For high-value orders, handle abandoned checkouts personally: make phone optional-but-prompted at checkout, alert a team member, reply on WhatsApp or call within minutes, and close with a Shopify draft order or invoice. If you have a "save my design" or wishlist feature, extend it into a draft order. Only contact people who gave consent. @saltandpepsam
  9. AI-agent readiness: add a plain descriptor to every product title (for example "14k gold evil eye charm necklace" next to the collection name), fill GTIN/SKU, material, karat, dimensions, keep the return policy to three lines, and review the Shopify Agentic Storefronts / Catalog channel settings. @thinkwithsid
  10. Treat collection pages as small catalogs: keep choice tight, use curated entry points (collection or gifting), keep the model shots, match the CTA button colour to the selected variant swatch, add "frequently bought together" items in cart. Do not remove Shop Pay/Apple Pay; if anything, A/B test it on one template only. @shovel.studio
  11. Test a 6 to 10 second delayed email pop-up against current behaviour. @shovel.studio
  12. Consider a gift or product quiz (budget question last) that routes high budgets to a human. @kailodebiz
  13. Show EMI / Shop Pay Instalments messaging on high-AOV PDPs. @seemaa_choudharyy1

If you sell a service (agency, freelance, consulting)

  1. Package a "conversion audit" as a paid first step: four vetoes, PDP ladder, traffic-source page match, landing-page simplification list, AI-agent readiness, tracking (pixel + CAPI), speed-to-lead test. @seemaa_choudharyy1 @amboras.ai @sobusells @edward.builds @thinkwithsid @nicoaguirre.td @calebchae
  2. For India D2C clients, sell a COD/RTO desk: prepaid incentive, WhatsApp confirmation, courier/pincode RTO tracking, "delivered ROAS" reporting. @itsecomkid @ecomtushar
  3. For high-ticket Shopify clients, sell the abandoned-cart call plus draft order desk. @saltandpepsam
  4. Use the speed-to-lead stunt in pitches: submit a test lead on the prospect's site, time the reply, show the result. @calebchae

If you are a creator or building a personal brand

  • Formats that worked here: proof in the first 2 seconds (order notification, dashboard), then steps (@saltandpepsam, @ecomtushar); "X vs Y who wins" site teardowns with stat tags (@shovel.studio); percentile ladder with a building wireframe (@amboras.ai); before/after card walkthroughs (@edward.builds); live timer stunts (@calebchae).
  • If you run a store, real numbers from your own COD/RTO data or site changes ("our real RTO vs the 60% claim") would beat these anecdote reels.

If you are just starting

  1. Fix the page before you buy traffic: trust strip, reviews near the title, 3 packs, return wording. @amboras.ai @seemaa_choudharyy1
  2. Learn your unit economics (price, COGS, ad cost, shipping, returns) before you set a budget. @ritesh_shridhar
  3. Study 3 to 5 competitors' long-running ads before choosing angles. @build.sagar

The reels

New d2c and e-commerce conversion lessons, first

When I find a reel worth acting on, you get the short version: what it says and what to do. Free, rare, one click to leave.

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