The Ledger

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why aren't all 40 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 0 checkable ones are still open, waiting for their date. predictions held up or didn't; assertions are supported or contradicted. on every card: ▮▮▮▮▮ certainty · ▮▮▮▮▮ debate potential. speakers are clickable

Assertion Contradicted
Databricks is growing at three times the rate of Snowflake
“And if you look at it too, right, we're three times their growth rate.”
Ron Gabrisko Aug 4, 2025 ▶ 59:44 20Sales: $0-$3.7BN: The Databricks CRO's Playbook to Build the Fastest GTM Engine in SaaS History | How Databricks Beat Snowflake | How To Build a Sales Org of 5,000 and Close $190M Deals with Ron Gabrisko
Assertion Contradicted
Ramaswamy: Databricks Buys Revenue and Has Double Snowflake's Sales Headcount
“It's very clear that they're buying a bunch of business. That they don't have to worry about things like you know free cash flow. They have doubled the number of sales people that we have.”
Sridhar Ramaswamy Feb 10, 2025 ▶ 29:31 Sridhar Ramaswamy, CEO @Snowflake: Deepseek is Not a Threat to OpenAI & OpenAI Beats Anthropic|E1258 · 20VC with Harry Stebbings
Assertion Supported
O'Driscoll: Databricks fetches a higher private multiple than public Snowflake
“Databricks can get capital at a higher revenue multiple because they're higher growth rate than Snowflake can and on hassle-free terms.”
Rory O'Driscoll Jun 11, 2026 ▶ 1:08:16 SpaceX Launches Largest Ever IPO | OpenAI Files to Go Public | Uber Cuts 23% of HR · 20VC with Harry Stebbings
Assertion Contradicted
Snowflake Grew Its Sales Organization Faster Than Any Company in History
“Chris and I took a sales organization and grew it faster than any sales organization has ever grown in history. It's snowflake. There might have been others since that have grown faster, but at the time, nobody's done that, right?”
Chad Peets Nov 7, 2025 ▶ 9:48 20Sales: Why You Need a CRO Pre-Product | Why Remote Sales Teams Do Not Work | How Snowflake Built a Sales Machine with Chad Peets
Assertion Supported
Chris Degnan Is the Only CRO to Scale From $0 to $3B
“Chris is the only guy that's ever gone from zero to three billion.”
Chad Peets Nov 7, 2025 ▶ 14:38 20Sales: Why You Need a CRO Pre-Product | Why Remote Sales Teams Do Not Work | How Snowflake Built a Sales Machine with Chad Peets
Assertion Supported
Databricks has double Snowflake's headcount but generates less revenue
“Look at Databricks. Their sales team is, they're less revenue than Snowflake. Their sales team is twice the size of Snowflake. Their engineering team is twice the size of the engineering team.”
Chris Degnan Oct 10, 2025 ▶ 31:31 20Sales: Scaling Snowflake from $0-$3BN in ARR | Snowflake vs Databricks: My Biggest Lessons | Why Customer Success is BS and What Replaces It with Chris Chris Degnan
Assertion Supported
Chris Degnan is the only CRO to scale revenue $0 to $3B
“Chris is the only guy that's ever gone from zero to three billion.”
Chad Peets Aug 23, 2024 ▶ 12:23 Chad Peets: Why Most Sales Reps Underperform & Remote Reps Ignore Development | E1193 · 20VC with Harry Stebbings
Assertion Supported
Lemkin: Databricks is outpacing Snowflake at $2.5B revenue
“It seemed like Snowflake was going to be the next great platform, but it is Databricks. I know it's not completely fungible product, but it's growing even faster at 2.5 billion, right? It's just mortal. Databricks, I think proves Snowflake was mortal.”
Jason Lemkin Jul 24, 2024 ▶ 45:42 Jason Lemkin: Crowdstrike, WTF Happens From Here? Wiz Rejects Google’s $23BN Acquisition Offer|E1181 · 20VC with Harry Stebbings
Prediction Held up
Gerstner: Snowflake will eventually surpass its peak market valuation
“The truth of the matter is, I think Snowflake will be worth a lot more in the future than it is today, and even more in the future than it was then.”
Brad Gerstner Oct 10, 2022 ▶ 38:05 Brad Gerstner: How I Pick Companies; Lessons from Warren Buffet; Chamath vs Gurley | E935 · 20VC with Harry Stebbings
Assertion Supported
Cloud Valuations Over 20x Revenue and Snowflake at 80x Are Unsustainable
“The average multiple is trading north of twenty-x revenue, and you look at a snowflake that's trading at 80 times revenue. That's not sustainable.”
Byron Deeter May 27, 2021 ▶ 33:46 20VC: The Twilio Memo: Bessemer's Byron Deeter on How a $125K Initial Check Became Bessemer's Largest Position, What The Influx of Late-Stage Capital Means For Venture Today & Why The Incumbent Advantage Is Now An Incumbent Disadvantage
Assertion Supported
Chad Peets: Snowflake sales rep productivity rose continuously despite rapid hiring
“Snowflake was the first thing, first company we had ever seen where we couldn't hire fast enough to bring the productivity number down. No matter how fast we hired, it kept going up”
Chad Peets May 23, 2026 ▶ 35:26 Why Anthropic Are Causing a Comp Crisis & Why You’d Never Hire From Salesforce or ServiceNow · 20VC with Harry Stebbings
Assertion Supported
Lemkin: Databricks reached $5B revenue and is accelerating at 55% growth
“But Snowflake's AI revenue is pretty small. It's a Gentix strategy is just starting, and Databricks rode this to, now they're both at five billion, and Databricks is growing and accelerating at 55% growth.”
Jason Lemkin Dec 22, 2025 ▶ 25:05 Predictions for 2026: Top Buy & Biggest Short | Why Salesforce Could Win & NVIDIA’s Challenges · 20VC with Harry Stebbings
Assertion Contradicted
Snowflake Scaled Without Having a Dedicated Customer Success Department
“They don't have a customer success organization at Snowflake, or at least they didn't. Maybe they've created one now, but they didn't. The feeling was everybody's in customer success.”
Chad Peets Nov 7, 2025 ▶ 29:29 20Sales: Why You Need a CRO Pre-Product | Why Remote Sales Teams Do Not Work | How Snowflake Built a Sales Machine with Chad Peets
Assertion Supported
Degnan: Databricks grows faster than Snowflake despite lower total revenue
“They're, they are growing faster. They are behind Snowflake, but they are growing faster than Snowflake.”
Chris Degnan Oct 10, 2025 ▶ 32:38 20Sales: Scaling Snowflake from $0-$3BN in ARR | Snowflake vs Databricks: My Biggest Lessons | Why Customer Success is BS and What Replaces It with Chris Chris Degnan
Assertion Supported
Degnan: Snowflake grows 30% year-over-year at scale
“Snowflake's still growing at 30% year over year at billions of dollars in revenue.”
Chris Degnan Oct 10, 2025 ▶ 32:54 20Sales: Scaling Snowflake from $0-$3BN in ARR | Snowflake vs Databricks: My Biggest Lessons | Why Customer Success is BS and What Replaces It with Chris Chris Degnan
Assertion Partly supported
Benioff: Snowflake, Databricks, and Palantir Foundry each generate $3B-$4B revenue
“When you look at other data clouds, Snowflake, Databricks, Palantir Foundry, they're all in the three to four billion dollar revenue.”
Marc Benioff Aug 28, 2025 ▶ 0:17 Anthropic's $10B Round, Klarna's IPO, Inside a16z's 72 Deal Seed Investment Machine ft. Marc Benioff · 20VC with Harry Stebbings
Assertion Supported
Srinivas: OpenAI generates $2 billion in annual recurring revenue
“OpenAI is building a business for what it's worth. Like, I think they have, like, whatever, two billion in revenue annually, which is, like, higher than Snowflake or at least, like, as good as Snowflake. You know, so they're not as capital efficient as Snowfla…”
Aravind Srinivas Jun 5, 2024 ▶ 34:02 Aravind Srinivas:Will Foundation Models Commoditise & Diminishing Returns in Model Performance|E1161 · 20VC with Harry Stebbings
Assertion Supported
Snowflake had zero customers when Chris Degnan joined, despite Netflix rumors
“There was some insinuation that Netflix was a customer. They were not. There was zero customers when I showed up.”
Chris Degnan Nov 10, 2023 ▶ 8:21 Chris Degnan: Why You Should Hire a Head of Sales Sooner Than You Think | E1080 · 20VC with Harry Stebbings
Assertion Supported
Mike Speiser barred Snowflake's first sales hire from selling for two years
“Mike Speiser was like, for two years, you're not selling a thing. Like, I don't want you to sell anything. I just want you to get customer feedback.”
Chris Degnan Nov 10, 2023 ▶ 11:33 Chris Degnan: Why You Should Hire a Head of Sales Sooner Than You Think | E1080 · 20VC with Harry Stebbings
Assertion Supported
Kleinerman: Fine-tuned smaller models outperform large generic models on specialized tasks
“And now there's plenty of examples that have been run where a smaller model fine tune where a specific purpose or a specific data set produces results better than a generic model.”
Christian Kleinerman Sep 22, 2023 ▶ 21:05 Christian Kleinerman: Do OpenAI and Anthropic Have a Sustaining Moat? Who Wins the AI Wars? | E1063 · 20VC with Harry Stebbings
Prediction Held up
Kleinerman: AI data monetization will shift toward paid licensing terms
“I don't know if they're going to be able to keep all the existing revenue, but for sure they should be able to capture some amount of revenue. So I don't know exactly what would be the replacement ratios. But clearly their data is valuable. Right now it's not …”
Christian Kleinerman Sep 22, 2023 ▶ 14:53 Christian Kleinerman: Do OpenAI and Anthropic Have a Sustaining Moat? Who Wins the AI Wars? | E1063 · 20VC with Harry Stebbings
Assertion Contradicted
Tunguz: Snowflake struggled to raise external capital at Series C
“The company was burning a ton of capital and couldn't raise money from the outside. And it was the insiders that stepped up and led that round because they believed in the business.”
Tomasz Tunguz Apr 21, 2023 ▶ 26:05 Tomasz Tunguz: How I Raised $230M; ChatGPT vs. Google; How LLMs Work; Trump vs DeSantis | E1004 · 20VC with Harry Stebbings
Assertion Supported
Arora: Snowflake, Glean, and Databricks are reshaping analytics with LLM data lakes
“I think the analytic world is getting reshaped already where you can see people like Snowflake or Glean or Databricks. All these people boast enterprise data lakes where you can bring the data and run LLMs against it and get you much more synthesized analytics…”
Nikesh Arora Jun 22, 2026 ▶ 53:49 Nikesh Arora on the Frontier Model Problem: Breadth vs Depth | The Future of Token Costs · 20VC with Harry Stebbings
Assertion Partly supported
Lindquist: Snowflake and Databricks comp reps on net revenue to defend workflows
“You look at like a Snowflake or a Databricks, that's their model, and it's because they're competing over workflows in the account.”
Becca Lindquist May 2, 2026 ▶ 51:06 Inside Clay's Sales Playbook | Becca Lindquist · 20VC with Harry Stebbings
Assertion Supported
Swisher: Investors passed on Snowflake and Databricks early rounds over low margins
“Snowflake and Databricks. Very low margin early. A lot of people passed on those early rounds because they're, ah, in SaaS, you have to have 80% gross margin.”
Lucas Swisher Feb 23, 2026 ▶ 33:48 Insights from Coatue's Growth Investor Lucas Swisher · 20VC with Harry Stebbings
Assertion Supported
Snowflake paused sales hiring for six months to replace MySQL with FoundationDB
“And we had MySQL as the metadata store, and it was just puking on itself. And so they had to take that and bring in a new thing called FoundationDB to do that. And doing that was a six-month project.”
Chris Degnan Oct 10, 2025 ▶ 22:20 20Sales: Scaling Snowflake from $0-$3BN in ARR | Snowflake vs Databricks: My Biggest Lessons | Why Customer Success is BS and What Replaces It with Chris Chris Degnan
Assertion Contradicted
Snowflake achieved a 177% net revenue retention rate at IPO
“Snowflake had this ridiculous net retention rate of 177% when we were going public. Yeah, that was our net retention rate.”
Chris Degnan Oct 10, 2025 ▶ 29:29 20Sales: Scaling Snowflake from $0-$3BN in ARR | Snowflake vs Databricks: My Biggest Lessons | Why Customer Success is BS and What Replaces It with Chris Chris Degnan
Assertion Contradicted
Byron Deeter: Snowflake had negative gross margins late in its life cycle
“And so you can look at a business like a snowflake that had negative gross margins very late in their life cycle.”
Byron Deeter Aug 25, 2025 ▶ 4:43 BVP Partner, Byron Deeter: The Future of Venture - Why Chanel vs Walmart is BS · 20VC with Harry Stebbings
Assertion Supported
Early Snowflake had no customer success organization
“They don't have a customer success organization at Snowflake, or at least they didn't. Maybe they've created one out, but they didn't. The feeling was everybody's in customer success.”
Chad Peets Aug 23, 2024 ▶ 28:21 Chad Peets: Why Most Sales Reps Underperform & Remote Reps Ignore Development | E1193 · 20VC with Harry Stebbings
Assertion Supported
Kleinerman: Enterprise platforms are bringing LLMs to data, not vice versa
“What you're seeing many of us, Snowflake for sure on the list, is evolve their platforms where it's easy to bring LLMs to the data as opposed to send Large data volumes to where the LLMs are.”
Christian Kleinerman Sep 22, 2023 ▶ 27:17 Christian Kleinerman: Do OpenAI and Anthropic Have a Sustaining Moat? Who Wins the AI Wars? | E1063 · 20VC with Harry Stebbings
Assertion Supported
Henry Schuck: ZoomInfo was third highest-valued software company on relative basis
“Going into that earnings report on a relative basis, we were the third most valuable software company in the world. From evaluation purposes, snowflake, cloud flare, us”
Henry Schuck Jan 9, 2023 ▶ 43:12 ZoomInfo CEO Henry Schuck: Sales Cycle Elongation; Gratitude Journaling; Sales Layoffs | E964 · 20VC with Harry Stebbings
Assertion Contradicted
Snowflake Initially Could Only Sell Its Database to Ad-Tech Companies
“In the very early days of Snowflake, we could only sell into ad tech accounts. That's it. They were just selling to ad tech.”
Chad Peets Nov 7, 2025 ▶ 19:01 20Sales: Why You Need a CRO Pre-Product | Why Remote Sales Teams Do Not Work | How Snowflake Built a Sales Machine with Chad Peets
Assertion Supported
Degnan: Snowflake initially sold exclusively to ad tech and gaming companies
“And that's what we did is we were only selling to ad tech companies and online gaming companies in the beginning. And that's where we failed and broke the product and learned a lot. And then we were ready for prime time.”
Chris Degnan Oct 10, 2025 ▶ 42:10 20Sales: Scaling Snowflake from $0-$3BN in ARR | Snowflake vs Databricks: My Biggest Lessons | Why Customer Success is BS and What Replaces It with Chris Chris Degnan
Assertion Supported
Chris Degnan: Snowflake operated with only one SKU, a credit
“Snowflake had one skew, a credit, and so we had to measure use cases, and use case wins that have no purchase order.”
Chris Degnan Oct 10, 2025 ▶ 48:57 20Sales: Scaling Snowflake from $0-$3BN in ARR | Snowflake vs Databricks: My Biggest Lessons | Why Customer Success is BS and What Replaces It with Chris Chris Degnan
Assertion Supported
Stebbings: Databricks is valued at $100B, surpassing Snowflake's market cap
“Listen, I want to start with Databricks now at a hundred billion dollars worth more than Snowflake.”
Harry Stebbings Aug 21, 2025 ▶ 1:25 Databricks at $100BN, CoreWeave’s $11B Debt Bet & Nubank’s $2.5B Profit Shocker - Ep.19 · 20VC with Harry Stebbings
Assertion Supported
Lemkin: Snowflake recorded a $1B quarter growing at 26%
“Snowflake had a billion dollar quarter, growing 26%.”
Jason Lemkin Aug 21, 2025 ▶ 0:00 Databricks at $100BN, CoreWeave’s $11B Debt Bet & Nubank’s $2.5B Profit Shocker - Ep.19 · 20VC with Harry Stebbings
Assertion Partly supported
Snowflake initially sold exclusively to ad tech accounts
“In the very early days of Snowflake, we could only sell into ad tech accounts. That's it. They were just selling to ad tech.”
Chad Peets Aug 23, 2024 ▶ 17:03 Chad Peets: Why Most Sales Reps Underperform & Remote Reps Ignore Development | E1193 · 20VC with Harry Stebbings
Assertion Supported
Snowflake had no website or CEO when Chris Degnan joined
“I was actually hired at the time. They didn't have a website. They didn't actually have a CEO at the time.”
Chris Degnan Nov 10, 2023 ▶ 6:42 Chris Degnan: Why You Should Hire a Head of Sales Sooner Than You Think | E1080 · 20VC with Harry Stebbings
Assertion Contradicted
Lemkin: Snowflake is forecasting 45% operating margins going forward
“Snowflake's now predicting 45% operating margins going forward.”
Jason Lemkin Aug 23, 2023 ▶ 23:29 Jason Lemkin & Rick Zullo: How "Mark to Market" Corrupted Venture Capital | E1052 · 20VC with Harry Stebbings
Assertion Supported
Snowflake, UiPath, and CrowdStrike exceeded $500M revenue during hyper-growth
“When you look at companies like, you know, Snowflake, UiPath, CrowdStrike, these companies that are north of five hundred million in revenue growing still at incredibly hyper growth rates.”
Laela Sturdy Jul 8, 2021 ▶ 6:01 20VC: CapitalG's Laela Sturdy on The Current State of Growth with Crossover, PE and Hedge Funds All Entering, How To Think Through Upside and Downside Scenario Planning at Growth & The Biggest Challenges Startups Face Post Product-Market-Fit but Pre-Scale
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