Sourcing & Fulfillment

Alibaba + Shopify: A Straight-Talk Guide to Sourcing, Landed Cost and 2025 Tariff Reality

How to source from Alibaba.com (and AliExpress) for a Shopify store in 2026 — landed-cost math, supplier vetting, Trade Assurance, quality control, the 2025 de minimis change, and an 8-step rollout.

July 2, 2026·22 min read·
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Key Insights in 60 Seconds

What "Alibaba + Shopify" really is, and where the money leaks — skim now, dive in below.

Alibaba.com is a B2B marketplace, not a Shopify app. You bulk-buy from Chinese factories and sell as your own brand on Shopify.
AliExpress + DSers is the dropshipping lane. Retail pricing, no MOQ, 10–25 day delivery, thin post-ad margins.
Trade Assurance is escrow, not a warranty. It covers non-shipment and wrong-product; quality claims need a pre-shipment inspection.
Factory quote is 30–60% of true landed cost. Freight, duties, inspection, packaging and 3PL turn $3 into $9.
The $800 US de minimis exemption is gone. Executive Order 14324 ended duty-free treatment for all commercial imports, regardless of value.
Ship to a 3PL, not your apartment. Cuts delivery from three weeks to two days and protects Shop Pay conversion.

What You'll Learn

1Alibaba vs AliExpress vs DSers
2Landed-cost math that works
3Vetting Chinese suppliers
4Samples, AQL and inspection
52025 tariff and de minimis
6Wiring sourcing into Shopify

What "Alibaba + Shopify" Actually Means

Search "Alibaba Shopify" and you'll get two very different answers stacked on top of each other. One crowd is looking for a dropshipping app that pushes AliExpress listings into a store. The other is looking for a way to import a container of goods from a Chinese factory and sell them under a private label. These are different businesses with different unit economics, different risk profiles and different tools.

The bulk-import model is what serious operators mean when they say "Alibaba." You place an order for hundreds or thousands of units at wholesale prices, take physical possession (or route it to a 3PL), and sell each unit at a healthy margin on Shopify under your own branding. The dropshipping model — usually AliExpress via DSers — is the introduction to that world: no inventory, no capital, thinner margins, longer delivery.

Alibaba.com vs AliExpress vs DSers: The Three Doors

Sourcing channel comparison

AttributeAlibaba.comAliExpressDSers on Shopify
Built forBusinesses buying inventoryConsumers & dropshippersShopify stores automating AliExpress dropshipping
Typical MOQ100–1,000+ units1 unit1 unit
Unit priceFactory/wholesaleRetail (2–5× factory)AliExpress retail
Delivery to customerYou control — 3PL: 2–5 days10–25 days10–25 days
Branding on productCustom logo, packaging, insertsGeneric onlyGeneric only
Capital required upfront$1,500–20,000+$0 (pay per order)$0 (pay per order)
Realistic gross margin50–70%15–35%15–35%
Buyer protectionTrade Assurance (escrow)Buyer Protection (retail)AliExpress protection + DSers dispute tools
Best used whenYou've proven demand and want marginBuying one-off samplesValidating SKUs before a bulk order

Sources: Alibaba.com Trade Assurance, DSers on Shopify App Store (2026).

The professional workflow uses two of them
Most stores that scale past $10K/month use both doors: DSers/AliExpress for validation (60–90 days of paid ads across candidate SKUs), then Alibaba.com for a bulk order on the two or three winners. Never skip validation. Never stay in validation forever.

Which Sourcing Model Fits You Right Now?

The right answer is not "the model I want" — it's "the model my current capital, time and demand data will actually support." Answer honestly based on what's true today, not what you hope will be true in three months.

Five-question sourcing fit checkAnswer based on today's reality — capital in the account, hours in the week, revenue you actually have.
Question 1 of 5
How much capital can you commit to a first inventory buy (excluding shipping)?

The Landed-Cost Stack (Where Beginners Lose Money)

A supplier quotes you $3.20/unit on 500 units of a $30-retail accessory. You do quick math — 89% margin, incredible. Then the freight bill arrives, the customs broker sends the entry, the 3PL charges intake, your branded boxes take a chunk, and 4% of orders get refunded. The real landed cost is closer to $9. Gross margin at $30 retail is about 69%, not 89% — and once ads and refunds are in, the contribution margin the calculator below shows is closer to 40%. Still healthy, but only if you knew that before you set the price and the ad budget.

Every serious import runs through the same seven-line stack:

1. Goods cost (FOB)
Factory price × order quantity. Usually the smallest number in the total. "FOB" (Free On Board) means loaded onto the vessel at the origin port; from there, the freight cost is yours.
2. International freight
Air courier (DHL/FedEx door-to-door: $6–12/kg China–US), air freight via forwarder (cheaper for >100 kg), sea LCL, or sea FCL. Live rates: Freightos Baltic Index.
3. Duties & tariffs
Percentage of CIF value (Cost + Insurance + Freight) based on your HTS code and country of origin. For China-origin goods entering the US, expect the base HTS rate plus the 10% Section 122 surcharge (which replaced the struck-down IEEPA tariffs in February 2026) and Section 301 duties where your product is listed — a trade-weighted average of roughly 30% combined.
4. Inspection & compliance
Pre-shipment inspection ($300–450/man-day at QIMA or SGS), plus any lab tests, safety certifications and labelling required by category (CPSC, FDA, CE, UKCA).
5. Branded packaging & inserts
Retail box, thank-you card, instructions. Typically $0.20–1.50/unit added to the PO. Order with the goods, not separately — supplier handles the fill.
6. 3PL intake, storage & pick-pack
Receiving ($30–75/pallet), storage ($15–30/pallet/mo), and per-order pick-pack ($2.50–4.50). Amortise intake per unit and price accordingly.
7. Refunds, chargebacks & shrinkage
Assume 3–6% of revenue for physical goods. Higher (10–15%) for apparel; lower (1–3%) for accessories. Bake into your contribution-margin math before ad spend, not after.
8. Payment fees
Shopify Payments in the US charges 2.9% + 30¢ per online transaction on the Basic plan (lower on higher tiers) — see Shopify Payments. Not a huge line but not zero.

Landed-cost calculator (with the 2025–26 tariff numbers baked in)

Plug in your factory quote, order size and target retail price. The calculator returns your true per-unit landed cost, your per-order contribution margin after ads and refunds, and how many units you need to sell to clear the initial order. The defaults assume a small accessory (0.4 kg) at $3.20/unit, air-freighted from China to a US 3PL with a 25% blended duty rate — a reasonable planning default under the 10% Section 122 surcharge plus product-specific Section 301 duties (the trade-weighted China average runs closer to 30%, so look up your HTS-specific rate before you commit).

Alibaba-to-Shopify Landed-Cost & Margin CalculatorDefaults show a 500-unit first order of a small accessory at a $3.20 factory quote, air-freighted, US-bound after the 2025 tariff changes.
Landed cost breakdown
Goods (factory × qty)$1600
Freight$1500
Duties$775
Inspection + packaging + 3PL intake$800
Total landed cost$4675
Landed cost per unit$9.35
Per-order economics
Gross per order (before ads & refunds)$19.47
Refund loss allowance−$1.20
Ad cost per order−$6.00
Contribution per order$12.27
Contribution margin40.9%
Breakeven units on this order381
Healthy margin — this SKU can absorb ads and returns
The number that decides everything is CAC, not COGS
Most first-time Alibaba importers focus on grinding the factory price down another 20¢. That's noise. The number that decides whether your business survives is customer acquisition cost — the ad spend to generate one order. A $2 cheaper unit is worth about $1,000 on a 500-unit order. A $2 lower CAC compounds forever.

How to Vet a Supplier Before You Wire a Dollar

Filter the supplier search by Verified Supplier and Trade Assurance. That gets you to a pool of suppliers that have passed a third-party verification of business licence, factory location and product capabilities. Then look at:

  • Years on Alibaba.com. More than 5 years is meaningful; less than 2 needs extra scrutiny.
  • Response rate and average response time. Above 90% and under 4 hours is a working sales team. Below 70% is a supplier that will vanish when your PO is at 60% completion.
  • Transactions in the last 6 months. Visible on the profile. Live volume beats a slick website.
  • Reviews with photos. Text reviews are gamed. Photos from other buyers are much harder to fake.
  • Business type. "Manufacturer, Trading Company" is common — ask directly which they are for your product.

Then send the same message to 5 shortlisted suppliers: product spec, target price, target quantity, target port, packaging requirement, requested lead time. The replies tell you more than any badge does — real manufacturers ask clarifying technical questions, quote per-component tooling if there's customisation, and push back on unrealistic asks. Brokers accept everything and quote a round number.

How To Find A Good And Reliable Manufacturer Or Supplier For Your Product IdeaShopify's own walkthrough of finding and vetting a manufacturer — the same filters, outreach discipline and red flags this section covers.

These filters are Alibaba-specific. For a channel-agnostic vetting framework — profile red flags, communication tests, payment rules, and test orders that work on any sourcing channel — use our dropshipping supplier vetting checklist.

Factory vs trading company — and why it isn't a moral choice

Trading companies get a bad reputation online, but they're often the right choice when you're small. A factory that produces 100,000 units a month doesn't want your 300-unit trial order. A trading company that aggregates small orders from multiple buyers and consolidates production across two or three factories is providing a real service — and often gives you cleaner English communication, faster response times and simpler payment terms. The trade-off is a 5–15% markup and less control over the exact production line.

Move to factory-direct once your reorders are consistent and the volume justifies it. Not before.

Trade Assurance, escrow and dispute reality

Trade Assurance is Alibaba.com's escrow programme. You pay through Alibaba (not directly to the supplier), and Alibaba holds the funds until the supplier ships on time and the product matches the specifications you agreed to. If the supplier fails on either count, you can open a dispute for a refund. It is genuinely useful — but it is not a warranty on quality unless you paid to prove the quality problem with an inspection report before the balance was released.

Sourcing Safely with Alibaba.com: Trade Assurance 101Alibaba.com's official explainer of how Trade Assurance payment protection works — what it covers and how disputes are handled.

What Trade Assurance covers well:

  • Supplier disappears without shipping (full refund is nearly automatic).
  • Shipment goes to the wrong port or arrives dramatically late.
  • Product is manifestly not what was ordered — wrong colour, wrong size, wrong model.

Where it gets harder:

  • "Product is lower quality than we discussed" — this is what pre-shipment inspection reports are for.
  • Small percentages of defective units in an otherwise correct shipment (AQL disputes).
  • Custom-branded orders where the spec discussion happened on WeChat and wasn't logged in Alibaba's chat.

Rule of thumb: keep all commercially important messages inside the Alibaba chat, and get every custom spec written into the PO as a numbered clause.

Negotiating MOQ and unit price without burning the relationship

The MOQ listed on the product page is a filter, not a firm number. Once you're in conversation, a productive first ask is:

"For a trial order to test the market, can we do 30% of the listed MOQ? If the first order sells through in 60 days, we plan to reorder at 2× MOQ. Can you offer the trial at MOQ price, and we lock the reorder price now?"

Most manufacturers will accept this, sometimes with a small unit-price penalty. Trading companies almost always accept it. What kills negotiations is bluffing about volume you can't deliver — a supplier who feels lied to on order two won't quote you sharply on order three.

Quality Control: Samples, Pre-Shipment Inspections, AQL

Order 2–3 samples from your top-choice supplier. Air freight them; the $30–60 in courier fees is nothing compared to catching a materials issue before you commit to 500 units. Test the sample the way a real customer would — assemble it, wash it, drop it, run it through whatever it's designed to do. Write down every issue and send them back as a numbered defect list, not a paragraph.

Once production is in progress, an inspection service like QIMA, AsiaInspection or SGS will send an inspector to the factory for a man-day (typically $300–450) and produce a report against an AQL 2.5 / 4.0 sampling plan — the international standard where 2.5 is the acceptable rate for major defects and 4.0 for minor ones on a random sample of the batch. You get photos, measurements, functional-test results and a pass/fail. If it fails, the supplier reworks before you release the final payment.

When inspection is optional, and when it's mandatory
Optional: Orders under ~$2,000 total value, or repeat orders from a supplier with a clean track record. Mandatory: First order with a new supplier, any custom-branded run, any product with safety implications (kids, food-contact, electricals), any order above $5,000.

Tariffs, De Minimis and What Changed in 2025

For years, US-bound AliExpress dropship parcels under $800 entered duty-free under 19 U.S.C. 1321(a)(2)(C), the "de minimis" provision. That's what made the model work at low price points. Executive Order 14256 (April 2025) suspended de minimis for goods from China and Hong Kong; Executive Order 14324 (July 2025) extended the suspension to all countries, effective 29 August 2025.

2026 then reshuffled the duty mechanism without restoring de minimis. In February 2026 the Supreme Court ruled in Learning Resources v. Trump that IEEPA does not authorize the President to impose tariffs, ending the IEEPA-based "fentanyl" and "reciprocal" tariffs. The same week, a temporary 10% import surcharge under Section 122 of the Trade Act of 1974 took their place (effective 24 February 2026, lapsing 24 July 2026 unless Congress extends it, and still in litigation), and Executive Order 14388 continued the de-minimis suspension. Net effect for an importer: the $800 exemption is still gone, and the China duty math is now your HTS base rate + Section 301 where listed + the 10% surcharge while it lasts.

The duty-free de minimis exemption provided under 19 U.S.C. 1321(a)(2)(C) shall no longer apply to any shipment of articles not covered by 50 U.S.C. 1702(b), regardless of value, country of origin, mode of transportation, or method of entry.
Executive Order 14324, Section 2(a) — whitehouse.gov · View source (whitehouse.gov)

What this means, concretely, for a Shopify store sourcing from China:

  • Every AliExpress parcel to the US now clears with duties. During the 2025 transition window, postal shipments paid a flat per-item duty of $80–200; since February 2026 postal duties are pegged to the 10% Section 122 surcharge — roughly $2–8 on a typical $20–80 parcel.
  • Bulk imports are unaffected in principle — they already paid duty. But the duty math for China-origin goods now stacks the 10% Section 122 surcharge on top of your HTS base rate and any Section 301 duties. Check your HTS code against current schedules — and re-check after 24 July 2026, when the surcharge lapses unless Congress extends it.
  • Delivery times are longer and more variable as CBP and carriers work through processing capacity.
  • Sub-$10 impulse dropshipping is largely dead in the US market — the added per-parcel duty is a bigger share of retail price than the ad cost.
Check your HTS code before you price
Your product's Harmonised Tariff Schedule code determines the base duty rate. A miscoded product can mean 3–8% higher duties than you budgeted — or an audit. Look yours up on the USITC HTS Search tool, and confirm with a customs broker on your first order. Wrong codes are the #1 rework on first entries.

Wiring Alibaba Into Your Shopify Store

Bulk sourcing doesn't need a special app. Your workflow is: create the product in Shopify, ship the container to a 3PL that speaks the Shopify API, connect the 3PL to Shopify (most do it natively — ShipBob, Deliverr, Rakuten SL, or a smaller regional 3PL via the Shopify App Store), and let inventory decrement on each order. That's it.

Dropshipping does need software — you're placing individual orders on AliExpress every time a Shopify order comes in, and doing that manually breaks at ~10 orders/day. That's what DSers, Zopi, Zendrop and Spocket exist to automate.

Alibaba/AliExpress apps on Shopify, compared

Shopify sourcing apps at a glance

AppBest forFree plan?Watch out for
DSersAliExpress dropshipping at any scale (official AliExpress partner)Yes (limited)Learning curve on bulk-order features; premium tiers can add up
Zopi (formerly Ali Orders)AliExpress dropshipping with simpler UI than DSersYesSmaller supplier network than DSers
ZendropUS/EU-warehoused inventory with faster shipping than AliExpressYesCurated catalog is smaller; upsell to paid tiers is aggressive
SpocketUS/EU dropship suppliers with 2–5 day deliveryYes (14-day trial)Higher unit costs than AliExpress; small product catalog

Sources: DSers, Zopi, Zendrop, Spocket on Shopify App Store (2026).

Shipping: Air, Sea, Rail and What They Really Cost

Air courier (DHL / FedEx / UPS door-to-door)
5–10 days. $6–12/kg China–US, all-inclusive of customs on informal entries (up to $2,500). Best for samples and first small orders (10–50 kg).
Air freight (via forwarder)
7–14 days. $4–8/kg airport-to-airport, plus origin and destination handling. Break-even against courier around 100–150 kg. You'll need a customs broker.
Sea LCL (less-than-container-load)
30–45 days port-to-door. $80–200/CBM depending on lane. Cheaper than air past ~1 CBM (~200 kg of typical goods). Slow customs clearance; expect delays.
Sea FCL (full container, 20 ft / 40 ft)
25–35 days port-to-door. A 20 ft container holds ~28 CBM; a 40 ft, ~58. Live rates on the Freightos Baltic Index. Only makes sense with predictable reorders.

Compliance, Labels and Product Liability

Before your first PO, spend an hour identifying every mandatory label, warning and certification for your product category in every market you intend to sell into. The typical "country of origin," "materials," "care instructions" and category-specific compliance marks (CE, UKCA, FCC, CPSIA tracking label, WEEE for electronics in the EU) all need to be printed on the product or its packaging by the factory — not stickered on later at your kitchen table.

Product liability insurance is a separate line item and worth every dollar. A general commercial policy with product-liability coverage typically runs $500–1,500/year for a small store and covers the injury claim that would otherwise close the business.

The 8-Step Rollout

Your 8-step rollout checklist

Tick each step off as you complete it — progress is saved in your browser, so you can come back between supplier emails. Expand a step to see what 'done' actually means before you check it.

0 of 8 done
  1. Filter Alibaba.com to Verified + Trade Assurance suppliers. Contact 5, order samples from the top 2–3. Air-ship. Test every sample against a written spec.

  2. Pick the winner. Negotiate a trial-order MOQ, lock the reorder price in writing, agree custom packaging specs. Place the PO through Alibaba's platform to keep Trade Assurance active. Pay 30% deposit.

  3. Get production photos at 50% and 90% completion. Book a pre-shipment inspection with QIMA/SGS for the week production finishes.

  4. Inspection passes → release the 70% balance. Fails → supplier reworks or you dispute through Trade Assurance. Never release balance on trust alone.

  5. Forwarder books air or sea, files entry, coordinates with your customs broker. Customs pays duties (yours) and clears goods. 3PL receives.

  6. Product live on Shopify with photography, spec, honest shipping timelines. Shopify Payments, Shop Pay Installments and one wallet enabled. 3PL connected and inventory synced.

  7. Test 2–3 creatives on Meta or TikTok Ads at a $30–75/day spend per SKU. Klaviyo abandoned-cart and welcome flows on before ads start. Measure contribution margin, not ROAS.

  8. If contribution margin at scale is positive and inventory is turning under 60 days: place a 2× reorder, this time on sea freight if volume justifies it. If not: cut the SKU, don't reorder in hope.

Ten Mistakes That Kill Alibaba-to-Shopify Stores

  1. Pricing to the factory quote, not landed cost. $3 factory becomes $8 landed. Sell at $19.99 and you're underwater on ads before the first order ships.
  2. Skipping the pre-shipment inspection to save $300. One bad batch at 500 units costs $4,000+ in write-offs and refunds. The inspection is insurance, not overhead.
  3. Ordering the full MOQ on a new SKU. Trial orders exist for a reason. If the supplier won't do a trial, they're not the right first-order partner.
  4. Ignoring the 2025 de minimis change. If you priced a dropship SKU in 2024, re-run the math today. Some models don't work anymore at the same price.
  5. Custom packaging arriving with a typo. Get a printed proof (not just a PDF) before the packaging goes into production. Suppliers won't reprint on their dime.
  6. All communication on WeChat. Trade Assurance disputes need evidence from the Alibaba chat. Everything commercially important goes through Alibaba's message system.
  7. No customs broker on the first sea shipment. Your forwarder can arrange one; the $150–250 entry fee is a fraction of what a delayed container costs.
  8. Shipping to your apartment. Fine for 5 boxes; a nightmare at 500 units. Route to a 3PL from order one.
  9. Ignoring category compliance. Kids, food, cosmetics and electronics have specific labelling and testing rules. Get them right before production, not after seizure.
  10. Reordering without validation. If SKU 1 didn't clear at ad-driven margins, ordering 2× more units won't fix it — cut and move on.

Bottom Line

Two thousand words of tactics come back to a small number of decisions. Validate the product before you buy inventory. Buy inventory before you scale ads. Ship to a 3PL. Inspect the batch. Price to landed cost, not factory quote. Assume the tariffs will change again before you place your third order — and build the flexibility to handle that into your margins now.

Do those things and Alibaba + Shopify is what it was always sold as: a machine that turns capital into a real brand. Skip them and it's the fastest way to end up with a garage full of unsellable inventory and a refund queue you can't answer.

Your Next Step by Stage
Ready to startOpen a $1 Shopify trial and connect a 3PL before your first supplier conversation.Start the trial
Still validatingRun 30–60 days of dropshipping on DSers to prove which SKUs deserve a bulk order.See DSers on Shopify
Going wholesale laterRead our B2B on Shopify Plus playbook for when you're ready to sell to retailers, not just consumers.Read the guide

Frequently Asked Questions

There isn't a single "Alibaba.com" app on the Shopify App Store that acts like the DSers integration for AliExpress. DSers is AliExpress's official dropshipping solution. For real Alibaba.com bulk sourcing, most stores don't need an app at all — you buy inventory, receive it at a 3PL, and manage SKUs directly in Shopify. Third-party connectors like Zopi and Spocket exist, but for bulk orders they add complexity without much upside.
Alibaba.com is B2B wholesale with MOQs and factory pricing (built for you to buy inventory and resell); AliExpress is B2C retail with no MOQ and retail-tier pricing (built for a single consumer or a dropshipper to order one unit at a time).
Yes, but the economics shifted. The $800 de minimis exemption ended on 29 August 2025 (EO 14324, continued by EO 14388 in 2026) — every AliExpress parcel now clears US customs with duties, currently pegged to the 10% Section 122 surcharge. Expect roughly $2–8 per parcel plus longer clearance. Factory cost above $5 and retail above $30 still works; sub-$10 impulse items don't.
On the supplier profile, look for "Verified" and "Trade Assurance" badges, then check business type: "Manufacturer" vs "Trading Company." Trading companies aren't inherently bad (they can consolidate small orders across factories), but you should know which you're dealing with. Ask for the business licence and a video walkthrough of the factory floor — real manufacturers happily send both; a trader will hedge. Cross-check the company name on China's National Enterprise Credit Information system for extra confidence on larger orders.
Order 3–5 samples first ($50–200 total, air-shipped). Once you pick a supplier, negotiate the MOQ down for your first production run — a common landing spot is 100–300 units for a physical product, or the supplier's stated MOQ, whichever is smaller. Never place your "real" first order at the full quoted MOQ before you've had a Trade-Assurance sample in hand and physically inspected it.
Trade Assurance covers on-time shipment and product-matches-description disputes, but the burden of proof is on you and the process can take weeks. A pre-shipment inspection from a service like QIMA, AsiaInspection or SGS costs roughly $300–450 for a man-day and gives you photo evidence, AQL sampling results and a pass/fail before the balance payment leaves your account. For any order above ~$3,000, skipping inspection is a false economy.
Air (courier: DHL/FedEx door-to-door, or air-freight via a forwarder) for anything under ~150 kg or when speed matters — expect $6–12/kg China-to-US and 5–10 days end-to-end. Sea LCL (less-than-container-load) becomes cheaper past ~1 CBM but adds 30–45 days plus port-and-customs friction. FCL (full container, 20 or 40 ft) is dramatically cheaper per unit but only makes sense once your reorder volume is predictable.
For sample orders and low-value air-shipped orders, no — you can import as an individual using your SSN as the importer of record. For any commercial-scale import (typically formal entries above $2,500, or when using a customs broker), you'll need an EIN and, for regular imports, a Continuous Customs Bond (~$500/year). Most US 3PLs and forwarders will handle the bond as part of onboarding.
Three things: (1) set expectations in the product description and at checkout — a plain-language "Ships from our overseas partner, allow 10–25 days" line prevents most disputes; (2) use tracking-enabled shipping methods (AliExpress Standard Shipping, Cainiao Super Economy Premium) and auto-sync tracking to Shopify via DSers; (3) pre-authorise refunds for orders older than 40 days — chargebacks cost more than the refund does.
Basic ($39/mo) is fine while you're testing SKUs or running your first small bulk order. Move to Shopify ($105/mo) once card-fee savings pay for the plan difference (roughly $33K+ monthly online sales), or when you need multiple staff accounts and locations for a 3PL. You do NOT need Shopify Plus for a bulk-sourcing operation — Plus is for enterprise volume, B2B stores and checkout customisation, not for supplier logistics.
About This Article
Shopify Developer & E-Commerce Writer
9+ years with Shopify since 2017

Front-end developer specializing in Shopify since 2017. Experienced in building custom Liquid themes, optimizing storefront performance, and integrating third-party apps. Writes in-depth, data-driven e-commerce guides based on hands-on experience with real merchant stores.

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