Alibaba · Flywheel

Alibaba's Flywheel Spun on Coercion. Then the Regulators Drained It.

Alibaba's loop of merchants, shoppers, data, and cloud looks self-sustaining. But a core gear was a 'choose one of two' exclusivity scheme that drew an ¥18.2 billion fine in 2021 - and didn't stop Pinduoduo from overtaking it that same March.

Flywheel · 8 min

Comes with a free Flywheel Designer Canvas template — plus a worked example for Alibaba.

A merchant in Hangzhou wants to sell on Taobao and JD.com both. That used to be a problem. To stay in good standing on Alibaba's platforms, the merchant learned, you picked one - and if you didn't pick Alibaba, your products quietly fell to the bottom of search, your promotions stopped getting approved, your shopfront simply stopped being found.5 That practice had a name inside the industry: 'choose one of two.' It was not a side hustle. It was a load-bearing gear in the most admired flywheel in Chinese commerce - and in 2021 a regulator declared it illegal and pulled it out.4

The official story is that Alibaba's ecosystem is a perpetual-motion machine: merchants draw shoppers, shoppers draw merchants, data makes both sides smarter, and the wheel spins faster forever on its own gravity. Most of that is true. But the part everyone leaves out is that one of the gears was turned by force, not by gravity - and the moment a regulator could tell the difference, the wheel slowed.

Here's the thesis a smart friend can repeat at dinner: Alibaba's flywheel is real, but it was partly coercion-powered - and a flywheel spun by coercion is a moat a regulator can drain.

How the wheel was supposed to spin

The flywheel idea isn't Alibaba's invention - Jim Collins coined it in 'Good to Great,' and Jeff Bezos drew the famous platform version on a napkin in 2001.8 Alibaba applied the same logic at enormous scale. More merchants on Taobao and Tmall means more selection; more selection pulls in more shoppers; more shoppers mean more transaction data; that data sharpens search, recommendations, and logistics routing; a better experience pulls in more shoppers still - and the whole loop becomes more attractive to the next merchant deciding where to sell. The numbers it throws off are not small. In fiscal year 2024, Alibaba's total group revenue was RMB 941.17 billion, up 8% year-over-year, with China commerce retail revenue of RMB 414.4 billion.1 The premium membership program, 88VIP, reached 46 million members by the September 2024 quarter - the loyal core the wheel is built to retain.2

And there's an outer ring most flywheels don't have: cloud. Having built the infrastructure to run the largest commerce engine in the country, Alibaba sells that same capacity outward. Cloud Intelligence revenue was RMB 29.6 billion in the September 2024 quarter, with AI-related product revenue growing at triple-digit rates year-over-year for a fifth straight quarter.2 The commerce wheel funds and feeds the cloud wheel, and the cloud wheel sells back the picks and shovels. On paper, it's beautiful.

The flywheel identity
More merchants → more selection → more shoppers → more data → better matching & logistics → more shoppers → more merchants

Each turn should make the next turn easier and the wheel harder to stop. On that loop Alibaba built RMB 941 billion in FY2024 group revenue1, a 46-million-member premium tier2, and a cloud business selling the same infrastructure outward. The question is never whether the wheel turns. It's what's actually turning it.

The gear that wasn't gravity

Genuine network effects don't need a contract. If your platform is the best place to sell, merchants stay because leaving costs them sales - that's gravity. Alibaba's flywheel had gravity. But it also had a lock. The 'choose one of two' practice required merchants to sell exclusively on Alibaba's platforms or face retaliation: products buried in search results, promotions blocked, visibility throttled. That deliberately starved rivals JD.com and Pinduoduo of the very merchants that would have given them selection.5 In flywheel terms, Alibaba wasn't only making its own wheel spin faster - it was reaching over and jamming a stick into everyone else's. The two are easy to confuse from the outside, because both produce the same scoreboard: high share, deep merchant base, the look of inevitability.

China's market regulator, SAMR, opened its investigation on December 24, 2020, and on April 10, 2021 it ruled. The finding was not 'Alibaba is too big.' It was that a core mechanism sustaining the dominance was an illegal abuse of position - and it imposed a fine of RMB 18.228 billion, roughly EUR 2.4 billion, the largest antitrust penalty in Chinese history at the time.4 The fine stung. The remedy mattered more: the exclusivity gear had to come out, and the ecosystem was forced open. A flywheel doesn't bill you for the gear that breaks. A regulator does.

¥18.2B
the antitrust fine Alibaba paid in April 2021 - the largest in Chinese history at the time - for a 'choose one of two' scheme that had been quietly turning the flywheel4
Merchants were forced into exclusive 'pick one from two' deals, locking out rivals JD.com and Pinduoduo, enforced through tactics such as blocking promotions and burying products in search results.5
Oxford Law BlogsSummarizing the core of the SAMR case against Alibaba

The wheel was already losing speed

The most damning evidence that the flywheel was less self-sustaining than advertised isn't the fine. It's that the wheel was slowing before the fine landed. Alibaba's e-commerce share by sales fell from about 76% in 2015 to about 61% in 2019 - a fifteen-point drop while the company looked unassailable.6 Then the timing turned brutal: in March 2021, while the SAMR case was still active, Pinduoduo surpassed Alibaba as China's largest e-commerce platform by active end users.6 A self-reinforcing loop is supposed to make a challenger's job harder every year. Pinduoduo took the users anyway - and by 2024 became the largest of the two by market value.6 Same wheel, different reading: a flywheel that needed a lock to hold its merchants was, underneath, a wheel that was leaking riders the whole time.

Genuine network gravityThe 'choose one of two' lock
What holds merchantsLeaving costs them salesLeaving triggers retaliation
Needs a contractNoYes - exclusivity, enforced
Survives a regulatorYesNo - removed in 2021
What the scoreboard showsHigh shareHigh share
What it actually wasPart of the moatAn RMB 18.2B liability
Gravity vs. the lock: two ways the same wheel can look like it's winning

But isn't the flywheel still spinning fine?

The fair objection is that Alibaba is hardly broken. Group revenue still grew 8% in FY2024 to RMB 941 billion1; China commerce retail revenue rose 5% in the December 2024 quarter to RMB 129.5 billion, with customer-management revenue up 9% on GMV growth and take-rate improvement3; the cloud and AI ring is compounding fast.2 If the moat was fake, where's the collapse? The honest answer: there is no collapse, and the point was never that the whole flywheel was a fraud. The gravity is real - 46 million people pay for 88VIP because the experience genuinely keeps them2, and that part of the wheel never needed a contract to hold. The argument is narrower and harder to dodge: a meaningful share of the spin came from a gear that turned out to be a legal liability, not a network effect, and the company is now growing in the single digits in its core retail business against a rival it could not lock out. The flywheel didn't stop. It was revealed to be smaller than it looked once you subtract the part regulators could take away.

Stress-test the flywheel against a regulator, not a spreadsheet

Before you call a loop self-reinforcing, ask the uncomfortable question: which turns of the wheel would survive if every coercive lock were illegal tomorrow? Real network gravity - leaving costs the user something they value - survives any rulebook. Exclusivity clauses, retaliation, and 'pick one of two' deals don't; they're moats made of legal risk, and they look identical to gravity on the share chart right up until a regulator tells them apart. Alibaba's mistake wasn't building a flywheel. It was confusing the part it earned with the part it enforced - and only finding out the difference cost RMB 18.2 billion and the lead in active users. Audit your own loop the same way: subtract everything a fair rulebook would forbid, and see how fast what's left still spins.

A flywheel is a story companies tell about momentum - that the wheel, once spun, keeps itself going. Alibaba's wheel does keep going; nearly a trillion renminbi in annual revenue doesn't run on inertia alone.1 But the most expensive lesson in its history is that not everything that makes a wheel spin is the wheel's own weight. Some of it is a hand on the brake of every competitor. Pull that hand away - by court order, in 2021 - and you learn the true diameter of the thing. The genius of a flywheel is that it's self-reinforcing. The danger is mistaking a lock for a law of physics. Alibaba spun a real one. It also spun a fragile one. And it took a regulator to show where one ended and the other began.

Take it further — The Flywheel
Canvas

Flywheel Designer Canvas

A one-page canvas for mapping a business's flywheel: the reinforcing loop, how it was started, the second-order loops it spins off, the moat it creates, and how it could spin backward. Use it to diagnose whether you have a real flywheel or a funnel drawn in a circle — and to design one of your own.

Preview the blank →

The worked example unlocks with a subscription. See plans →

Sources

Where this comes from — the filings, records, and reporting behind it.

  1. 1
    Primary · SEC filingDocumented
    Alibaba Group total revenue for fiscal year 2024 (ended March 31, 2024) was RMB 941.17 billion, up 8% year-over-year; China commerce retail business revenue was RMB 414,414 million (US$57,396 million), up 5% YoY; double-digit GMV and order growth was achieved in Q4 FY2024.
  2. 2
    Primary · SEC filingDocumented
    Alibaba's 88VIP premium membership reached 46 million members in the September 2024 quarter, up double digits year-over-year; Cloud Intelligence Group revenue was RMB 29,610 million (US$4,219 million) in Q2 FY2025, up 7% YoY; AI-related product revenue grew at triple digits YoY for the fifth consecutive quarter.
  3. 3
    Primary · SEC filingDocumented
    China commerce retail revenue for Q3 FY2025 (quarter ended December 31, 2024) was RMB 129,516 million (US$17,743 million), up 5% YoY; customer management revenue grew 9% YoY driven by online GMV growth and take rate improvement.
  4. 4
    Primary · Court recordDocumented
    On 10 April 2021, China's SAMR imposed a fine of RMB 18.228 billion (≈EUR 2.4 billion) on Alibaba — the largest antitrust fine in Chinese history at the time — for abusing its dominant market position through a 'choose one from two' merchant exclusivity scheme that coerced traders to sell exclusively on Alibaba's platforms.
  5. 5
    SecondaryWidely reported
    The SAMR investigation began December 24, 2020; at its core was the allegation that Alibaba forced merchants into exclusive 'pick one from two' deals, locking out rivals JD.com and Pinduoduo from Taobao and Tmall platforms, enforced through tactics such as blocking promotions and burying products in search results.
  6. 6
    SecondaryWidely reported
    Alibaba's e-commerce market share in China (by sales) fell from 76% in 2015 to 61% in 2019; in March 2021, Pinduoduo surpassed Alibaba as the biggest e-commerce platform by active end users; Pinduoduo became the largest by market capitalization in 2024.
  7. 7
    Primary · Company recordDocumented
    Alibaba filed its annual report on Form 20-F for fiscal year ended March 31, 2024 with the SEC on May 23, 2024; Alibaba is incorporated in the Cayman Islands and files as a foreign private issuer on Form 20-F, not a 10-K — an important distinction for sourcing.
  8. 8
    SecondaryWidely reported
    The flywheel concept was coined by Jim Collins in 'Good to Great' (2001) and was applied to e-commerce platforms most famously via Amazon/Jeff Bezos in 2001; Alibaba's flywheel is an application of this framework — the 'flywheel' term does not originate with Alibaba.