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Journal — notes from the studio.

Long-form essays on Shopify, DTC attribution, app development, brand architecture, and shipping software. Written by the team, edited for operators.

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in short
  • Ten pillar guides and seventy-nine supporting essays across Shopify, web development, SaaS, mobile, brand design, attribution, and growth disciplines — eighty-nine posts total.
  • Every post follows the same editorial rule: named author, primary sources cited inline, metrics tied to real engagements.
  • Editorial discipline maps to Google's Helpful Content guidance — operator-focused, decision-grade, no thin SEO posts.
  • Each essay is grounded in real client work, not regurgitated SEO copy or AI-generated boilerplate.
  • Refresh cadence is quarterly — posts are dated, last-updated, and rewritten when the underlying platform shifts.
§ pillars · long-form topic anchors

Ten pillar guides.

Each pillar anchors a cluster of four to eight supporting posts. Read the pillar first for the full topic frame; follow the inline links to the supporting essays for the specific tactical work.

attribution · pillar · 12 min read

DTC Attribution After iOS 18: The 2026 Pillar

How DTC attribution actually works after iOS 18: server-side tracking, Meta CAPI, Consent Mode v2, MMM, incremental holdouts. The truth platforms hide.

Asmit G.By Asmit G.
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growth · pillar · 12 min read

Ecommerce Growth Playbook 2026: The DTC Pillar

The honest DTC growth playbook for 2026: blended CAC, contribution LTV, payback, channel allocation. The four equations that decide if you scale.

Charlotte A.By Charlotte A.
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performance · pillar · 12 min read

Shopify Core Web Vitals Guide 2026: The Pillar

The complete Shopify Core Web Vitals guide: LCP, INP, CLS, TBT, TTFB. Diagnosis, fixes, and the conversion math behind every fix.

Layla S.By Layla S.
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migration · pillar · 13 min read

Complete Shopify Migration Guide 2026: The Pillar

The full Shopify migration playbook: discovery, data, theme, integrations, redirects, launch, recovery. Honest cost ranges and real timelines.

Saanvi J.By Saanvi J.
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theme dev · pillar · 12 min read

Shopify Theme Development Masterclass 2026

The full Shopify theme development pillar: Liquid, Online Store 2.0, sections + blocks, metafields, performance, accessibility, and when to build custom.

Aarav S.By Aarav S.
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app dev · pillar · 12 min read

Shopify App Development Guide 2026: The Pillar

The full Shopify app development pillar: public vs private apps, GraphQL Admin API, embedded vs standalone, billing, webhooks, and the App Store submission path.

Ben H.By Ben H.
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mobile app · pillar · 12 min read

Mobile App for Shopify Store 2026: The Pillar

Should your Shopify brand build a mobile app? Native vs hybrid, builders comparison, launch checklist, push notification economics — the full decision frame.

Ezra C.By Ezra C.
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saas · pillar · 12 min read

SaaS MVP Playbook 2026: The Pillar

How to ship a SaaS MVP in 90 days: scope, stack, pricing, onboarding metrics, framework choice. The honest playbook for founders, not investors.

Priya D.By Priya D.
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retainer · pillar · 12 min read

Shopify Agency vs Freelancer vs In-House: 2026 Pillar

Shopify agency vs freelancer vs in-house: how to decide. Honest cost ranges, real tradeoffs, decision matrix by stage. Built from 200+ engagements.

Zayn H.By Zayn H.
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brand identity · pillar · 12 min read

Brand Identity Systems Guide 2026: The Pillar

How a brand identity system is built and kept consistent: brand book, type scale, color system, motion tokens, accessibility. From 200+ brands.

Sampada G.By Sampada G.
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After iOS 18. Honest measurement.

Eight essays on server-side tracking, Meta CAPI, Consent Mode v2, blended CAC, and contribution LTV. Each post is tagged as BlogPosting structured data so AI search engines can extract the answers cleanly, and every number traces back to a real Shopify store we work with.

attribution · 8 min read

Server-Side Tracking Setup for Shopify in 2026

GTM Server, Meta CAPI, Google Enhanced Conversions. Why client-side is no longer enough, and the 4-part stack that recovers 20-40 percent of lost signal.

Khushi G.By Khushi G.
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attribution · 8 min read

Meta CAPI Implementation Guide for Shopify

Three deployment paths (Shopify native, GTM Server, Elevar), event deduplication that survives ops, and the 8.0+ event-match-quality target that matters.

Sejal S.By Sejal S.
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attribution · 7 min read

Consent Mode v2 for Shopify: Setup Guide

Six signals, GDPR + DMA compliance, banner patterns, and server-side consent enforcement. The 20-40 percent EEA measurement hit if you skip it.

Naomi B.By Naomi B.
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attribution · comparison · 8 min read

Northbeam vs Triple Whale: 2026 Honest Comparison

Pricing, accuracy, attribution model, Shopify integration depth, best-fit brand stage. Written from 50+ stores that have used both.

Naomi B.By Naomi B.
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unit economics · 8 min read

Blended CAC Calculation Guide 2026

The honest formula every operator needs. What to include and exclude, iOS 18 attribution adjustments, channel-level vs blended, healthy ranges by stage.

Charlie B.By Charlie B.
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unit economics · 7 min read

Contribution LTV vs Revenue LTV

Why most brands track the wrong number. What each measures, why revenue LTV misleads DTC founders, how to calculate contribution LTV, and the CAC-ratio implications.

Kayum K.By Kayum K.
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unit economics · 7 min read

CAC Payback Period for Ecommerce 2026

The cash-flow truth about growth. How to calculate it, why it matters more than LTV for cash-constrained brands, healthy ranges, and how retention curves change the math.

Rohan K.By Rohan K.
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media planning · 8 min read

DTC Channel Allocation by Stage 2026

Where to spend at $100K, $1M, $10M. Meta vs Google vs TikTok vs email vs influencer mix, benchmarks, and the three shifts that change the mix as you scale.

Saanvi J.By Saanvi J.
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GraphQL-first. App Bridge 4.

Nine posts on public vs custom apps, GraphQL migration, submission checklists, and the retention/support/subscription app stack. The case-study credibility frame is borrowed from Google's web.dev E-E-A-T guidance — every pricing claim is dated, every architecture call has a named alternative.

apps · 7 min read

Shopify Public vs Private App: Decision Guide

Public, custom, custom-distribution. Distribution, review, cost, timeline. The tax test that picks the right path in 80 percent of cases.

Mei L.By Mei L.
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apps · 8 min read

Shopify GraphQL Admin API: Migration Guide

REST deprecation, the point-based cost model, bulk operations, quarterly version bumps, and the 5 mistakes that waste query points.

Akhilesh Y.By Akhilesh Y.
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apps · 7 min read

Shopify App Submission Checklist 2026

Fifteen items to prepare: GDPR privacy webhooks, billing integration, listing copy, screenshots, Polaris compliance, and Built for Shopify prep.

Aditya V.By Aditya V.
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apps · 7 min read

Shopify Embedded vs Standalone: Architecture Decision

App Bridge 4 inside the admin vs external UI on your domain. Installed-to-first-use conversion, when standalone still fits, and the hybrid pattern mature apps use.

Layla S.By Layla S.
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retention apps · 8 min read

Klaviyo Shopify Integration 2026

One-click install, the 5 first flows that move money, real pricing from free 250 to $2,315 at 200K, the Feb 2025 billing change, and profile cleanup that cuts bills 40%.

Dhruv K.By Dhruv K.
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support apps · 7 min read

Gorgias for Shopify Customer Support: Setup Guide

Real TCO is $500-$1,500/mo all-in, not the starter price. AI Agent at $0.90-$1 per automation. Setup, alternatives (Re:amaze, Zendesk), and the AI-cost trap to avoid.

Deepti P.By Deepti P.
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subscription apps · 7 min read

Recharge for Shopify: Setup + Break-Even Math

$99 Standard + 1.25%, $499 Pro + 1%. Break-even vs Seal/Appstle around $15K MRR. Churn benchmarks plus the flow design that drops churn from 9% to 4.2%.

Rohan K.By Rohan K.
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review apps · comparison · 7 min read

Yotpo vs Loox vs Judge.me 2026

Judge.me free at 25-40KB, Loox $12.99-$299 at 60-100KB, Yotpo $19-$500+ at 150-250KB. Speed numbers, pricing traps, migration reality between them.

Riley T.By Riley T.
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payment apps · 7 min read

Shopify Afterpay, Klarna, Shop Pay: BNPL Integration

Afterpay 4-6%, Klarna 3.29-5.99%, Shop Pay Installments at 0% to merchant. Setup mechanics, AOV lift across categories, and which to enable first.

Vikram R.By Vikram R.
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Themes, migrations, Liquid.

ecosystem · 8 min read

Best Shopify Subscription Apps Compared

Recharge, Skio, Bold, Loop, Awtomic. Pricing tiers, feature depth, Checkout Extensibility readiness, and the three questions that decide your pick.

Ethan B.By Ethan B.
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ahmedabad · teardown

Ahmedabad Operator-Led Brands We Admire (2026)

An editorial read of operator-led Ahmedabad commerce builds — Maisha Lifestyle. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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atlanta · teardown

Atlanta Operator-Led Brands We Admire (2026)

An editorial read of operator-led Atlanta commerce builds — Range Beauty, AdPipe. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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bangalore · teardown

Bangalore Operator-Led Brands We Admire (2026)

An editorial read of operator-led Bangalore commerce builds — Anveya Living. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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boston · teardown

Boston Operator-Led Brands We Admire (2026)

An editorial read of operator-led Boston commerce builds — Tracksmith, Ministry of Supply, FreshCut Paper. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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brighton · teardown

Brighton Operator-Led Brands We Admire (2026)

An editorial read of operator-led Brighton commerce builds — Afrori Books. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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bristol · teardown

Bristol Operator-Led Brands We Admire (2026)

An editorial read of operator-led Bristol commerce builds — Okko Health. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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chandigarh · teardown

Chandigarh Operator-Led Brands We Admire (2026)

An editorial read of operator-led Chandigarh commerce builds — LetsShave. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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charlotte · teardown

Charlotte Operator-Led Brands We Admire (2026)

An editorial read of operator-led Charlotte commerce builds — Erin McDermott Jewelry. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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chennai · teardown

Chennai Operator-Led Brands We Admire (2026)

An editorial read of operator-led Chennai commerce builds — Gramiyum. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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chicago · teardown

Chicago Operator-Led Brands We Admire (2026)

An editorial read of operator-led Chicago commerce builds — Equilibria, Hanahana Beauty, Pear Nova. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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delhi · teardown

Delhi Operator-Led Brands We Admire (2026)

An editorial read of operator-led Delhi commerce builds — Love Earth. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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denver · teardown

Denver Operator-Led Brands We Admire (2026)

An editorial read of operator-led Denver commerce builds — Flylow Gear. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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edinburgh · teardown

Edinburgh Operator-Led Brands We Admire (2026)

An editorial read of operator-led Edinburgh commerce builds — Snag. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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halifax · teardown

Halifax Operator-Led Brands We Admire (2026)

An editorial read of operator-led Halifax commerce builds — East Coast Lifestyle. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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houston · teardown

Houston Operator-Led Brands We Admire (2026)

An editorial read of operator-led Houston commerce builds — Earth's Nectar. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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hyderabad · teardown

Hyderabad Operator-Led Brands We Admire (2026)

An editorial read of operator-led Hyderabad commerce builds — SUYU India. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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jaipur · teardown

Jaipur Operator-Led Brands We Admire (2026)

An editorial read of operator-led Jaipur commerce builds — Aachho. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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kolkata · teardown

Kolkata Operator-Led Brands We Admire (2026)

An editorial read of operator-led Kolkata commerce builds — Karma Kettle Teas. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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london · teardown

London Operator-Led Brands We Admire (2026)

An editorial read of operator-led London commerce builds — Damson Madder. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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los angeles · teardown

Los Angeles Operator-Led Brands We Admire (2026)

An editorial read of operator-led Los Angeles commerce builds — Dorsey, Kosas, Sainte Labs. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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melbourne · teardown

Melbourne Operator-Led Brands We Admire (2026)

An editorial read of operator-led Melbourne commerce builds — Who Gives A Crap. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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miami · teardown

Miami Operator-Led Brands We Admire (2026)

An editorial read of operator-led Miami commerce builds — Vacation Inc., Eberjey, Berry Beachy Swimwear. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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minneapolis · teardown

Minneapolis Operator-Led Brands We Admire (2026)

An editorial read of operator-led Minneapolis commerce builds — Yoor Air. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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mumbai · teardown

Mumbai Operator-Led Brands We Admire (2026)

An editorial read of operator-led Mumbai commerce builds — Suta. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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new orleans · teardown

New Orleans Operator-Led Brands We Admire (2026)

An editorial read of operator-led New Orleans commerce builds — French Truck Coffee. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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new york · teardown

New York Operator-Led Brands We Admire (2026)

An editorial read of operator-led New York commerce builds — Ghia, Hawthorne, Maude. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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philadelphia · teardown

Philadelphia Operator-Led Brands We Admire (2026)

An editorial read of operator-led Philadelphia commerce builds — Dropps. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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phoenix · teardown

Phoenix Operator-Led Brands We Admire (2026)

An editorial read of operator-led Phoenix commerce builds — Bunky Boutique. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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pune · teardown

Pune Operator-Led Brands We Admire (2026)

An editorial read of operator-led Pune commerce builds — Heelium Sports. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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richmond · teardown

Richmond Operator-Led Brands We Admire (2026)

An editorial read of operator-led Richmond commerce builds — Brandefy. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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san francisco · teardown

San Francisco Operator-Led Brands We Admire (2026)

An editorial read of operator-led San Francisco commerce builds — Cuyana, Curie, Pave. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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seattle · teardown

Seattle Operator-Led Brands We Admire (2026)

An editorial read of operator-led Seattle commerce builds — Girlfriend Collective, Kari Gran Skin Care, indi chocolate. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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sydney · teardown

Sydney Operator-Led Brands We Admire (2026)

An editorial read of operator-led Sydney commerce builds — Bondi Born. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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toronto · teardown

Toronto Operator-Led Brands We Admire (2026)

An editorial read of operator-led Toronto commerce builds — Peace Collective. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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washington · teardown

Washington Operator-Led Brands We Admire (2026)

An editorial read of operator-led Washington commerce builds — Jackalo, Tuckernuck, Tidal Cyber. Brands we admire, not our clients.

Reyansh P.By Reyansh P.
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austin · teardown · 8 min read

Austin Operator-Led Brands We Admire (2026)

An editorial read of three operator-led Austin commerce builds — Amanda Deer Jewelry, Sanara Skincare, Sendspark. Brands we admire, not our clients, and what each gets right.

Reyansh P.By Reyansh P.
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themes · comparison · 8 min read

Best Free Shopify Themes for DTC 2026

Horizon (the 2025 default) vs Dawn, Sense, Craft, Studio, Taste. LCP benchmarks, paid-theme equivalents, and the 5 free themes worth shipping.

Reyansh P.By Reyansh P.
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themes · 7 min read

Shopify Online Store 2.0 Explained

Sections-everywhere, JSON templates, app blocks, metafields, theme editor. What changed in 2021 and why every theme should use it in 2026.

Maya A.By Maya A.
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themes · 8 min read

Shopify Liquid Fundamentals 2026

Tags vs filters vs objects, schema settings, sections and blocks, JSON templates. What you need to know to edit or build a Shopify theme.

Anurag SinghBy Anurag Singh
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international · 8 min read

Shopify Markets Multi-Currency 2026

130+ currencies via Shopify Payments, subfolder vs subdomain vs ccTLD for SEO, psychological pricing per market, hreflang auto-injection.

Meera S.By Meera S.
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retail · 7 min read

Shopify POS Setup 2026: Lite vs Pro

Lite vs Pro at $89/mo, hardware $49 to $1,006, in-person rates 2.4% + 10 cents. Break-even: $30K monthly in-store revenue.

Drishti G.By Drishti G.
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channels · 8 min read

TikTok Shop for Shopify: The 40% Margin Rule

6% referral fee, 35-55% total cost of selling, the 40% margin rule for break-even, FBT fulfillment ($3.58/item), and 7 sync errors that break day 1.

Mei L.By Mei L.
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migration · 8 min read

Magento to Shopify Migration Cost 2026

Real budget breakdown for 2026. Platform fees, theme rebuild, data migration, apps, SEO preservation. Ranges by store size with line-item honesty.

Sara P.By Sara P.
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migration · 8 min read

WooCommerce to Shopify: 47-Step Migration Plan

47 steps across pre-launch, data, theme, apps, SEO, post-launch. Printable, sequenced, with gotchas flagged per step.

Deepti P.By Deepti P.
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migration · 7 min read

Shopify Migration Timeline: Week-by-Week

Discovery, data, theme, apps, QA, launch, 90-day recovery. What actually happens each week, and what decisions land when.

VaishnaviBy Vaishnavi
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migration · 7 min read

Shopify 301 Redirect Best Practices 2026

SEO-preserving playbook. Built-in tool vs bulk CSV, wildcard rules, chains and loops to avoid, post-launch verification.

VaishnaviBy Vaishnavi
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Written by Prasun Anand.

Founder of Digital Heroes since 2017. Nine years and 2,000+ shipped builds across Shopify, web, and SaaS for DTC brands, B2B operators, and funded startups in 55+ countries.

Published · Last updated .