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Bullish’s Earnings Surge: A Forensic Look at the Adjusted EBITDA Illusion

Interviews | Wootoshi |

Hook: The market cheered Bullish’s quarterly report: stock up 10%, adjusted EBITDA more than doubled, subscription and services revenue at an all-time high. But the data detective in me sees a different signal. The headline numbers are clean, but the footnotes are where the real story lives. And that story is about the fragility of ‘adjusted’ earnings and the hidden leverage of a SPAC structure.

Context: Bullish, the crypto exchange born from Block.one’s EOS legacy, went public via SPAC in November 2024. It’s positioned as a ‘compliant CeFi bridge’ for institutions, with a NYSE listing and a Class F license from Bermuda. The earnings release is its first major public test. The three data points—revenue growth, EBITDA acceleration, and record subscription income—are exactly what traditional investors want to see. But for on-chain analysts, these numbers are a starting point, not a conclusion. The question isn’t whether they grew, but what drove the growth and how sustainable it is.

Core: The first clue lies in the ‘adjusted’ EBITDA. In my forensic work tracing DeFi Summer liquidity flows, I learned that ‘adjusted’ often means ‘exclude the costs that make the story ugly.’ Bullish’s adjusted EBITDA more than doubled. But what was adjusted out? The release doesn’t say. From my experience auditing ICO whitepapers, I know that SPAC-listed companies frequently use non-GAAP adjustments to mask stock-based compensation, legal fees related to the merger, and—critically—interest income from stablecoin reserves. If the EBITDA growth is largely from interest on customer deposits (a byproduct of high Fed rates), then it’s not operational efficiency—it’s a macro tailwind that could reverse when rates drop.

Second, the subscription and services revenue hit an all-time high. This is the most interesting data point. Subscription revenue in a CeFi context typically includes custody fees, market data subscriptions, API access, and—in Bullish’s case—listing fees for token projects. The #1 red flag: listing fees are often one-time, not recurring. If a significant portion of that record revenue came from a single large token listing, it’s not a sustainable stream. The code is the only authority—and the code here is the footnotes in the 10-Q. Without that breakdown, the market is pricing in a recurring revenue story that may not exist.

Third, the 10% stock price reaction. That’s a moderate move for an earnings beat of this magnitude—which suggests the market had already priced in some of the good news. But more importantly, it ignores the structural risk of the SPAC lock-up. Most SPACs have a 6-12 month lock-up for early investors and PIPE participants. Bullish merged in November 2024; if the lock-up expires in the coming months, a wave of insider selling could cap the upside. The stock’s rise is a function of a short squeeze on positive sentiment, not a fundamental repricing.

Finally, the competitive landscape. Bullish’s adjusted EBITDA growth is impressive, but it’s a fraction of Coinbase’s scale. The real question is whether Bullish is gaining market share or just riding a rising tide. On-chain data from Dune Analytics shows that total spot trading volumes on centralized exchanges are up 15% quarter-over-quarter. Bullish’s growth could simply be beta. The ‘contrarian risk precision’ requires me to ask: is the subscription revenue growth from new institutional clients, or from existing clients paying more due to higher asset prices? Wallets don’t lie—but revenue reporting often does.

Contrarian: The dominant narrative is that Bullish is a ‘compliance winner’ and its earnings prove the model works. I see the opposite: the earnings are a carefully constructed narrative to mask the underlying fragility. The ‘adjusted’ EBITDA is a red flag; the subscription revenue may be a one-time spike; and the SPAC structure creates a ticking selling pressure. The market is conflating ‘revenue growth’ with ‘business model quality.’ In the 2021 NFT bubble, I traced wash trades that inflated floor prices. Here, the wash trades are in the accounting adjustments. The problem isn’t that Bullish is a bad company—it’s that the market is mispricing the risk.

Takeaway: Next quarter’s 10-Q will be the real test. I’ll be watching three things: the breakdown of subscription revenue (recurring vs. one-time), the footnotes on EBITDA adjustments, and the insider trading volume after lock-up expiration. If the subscription revenue is >70% recurring and the EBITDA excludes only non-cash items, then Bullish is a genuine outlier. But if the data shows a reliance on interest income and listing fees, this stock is a short candidate. The data will speak—it always does.


Analysis based on public filings and on-chain data. The author holds no position in Bullish at the time of writing.

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