Jan 8, 2025 · 1h 6m · news
Dan Gill, CPO @Carvana: The Most Wild Story in Public Markets | E1243 · 20VC with Harry Stebbings
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In this deep-dive interview, Carvana's Chief Product Officer Dan Gill discusses the company's volatile public market journey, its complex business model driven by vertical integration, and the tactical leadership, hiring, and organizational philosophies required to survive a 99% valuation drawdown.
How this conversation actually went
Every chapter scored 0–10 on four independent dynamics. Hover any point for the reasoning behind the score. Harry holds 21.6% of the talking time here. How this is scored →
Harry as informed peer 3.5 Guest teaching 3.4 Guest disagreement 2.1 Harry pushing back 2.7
speaking balance: gold is Harry, purple is the guest (3 minute bins)
Sharpest disagreement ▶ 1:04:37 Rejecting AI Foundation Model Valuations
Dan firmly rejects Harry's proposition on buying AI foundation model stocks, declaring he would not invest in any of them due to rapid commoditization.
Hardest push from Harry ▶ 46:35 Pressing on Chinese EV DistributionHarry refuses to accept Dan's initial general response about infrastructure, explicitly asking twice whether Carvana specifically should sell Chinese cars.
Biggest teaching moment ▶ 49:36 Navigating a 99% Stock DrawdownDan educates Harry on the harsh mathematical reality of extreme drawdowns and details the internal leadership strategy needed to align teams through a 99 percent stock drop.
Harry holds his own ▶ 30:07 Defining the Profile of Great CPOsHarry synthesizes insights from dozens of CPO interviews to deliver an authoritative definition of great product leaders as intense, unit-economics-driven business executives.
the scores for every segment, with the reasoning behind each
| Chapter | Topic | Harry as informed peer | Guest teaching | Guest disagreement | Harry pushing back | Why |
|---|---|---|---|---|---|---|
| 20VC Show Title Sequence | 1 | 1 | 1 | 1 | Harry introduces Dan warmly and asks about his gymnastics background and work ethic. Dan answers collaboratively, explaining how his athletic career shaped his perseverance. | |
| Hiring Former Consultants for Product Roles | 2 | 3 | 2 | 2 | Harry asks about hiring consultants for product roles and testing candidate horsepower. Dan explains specific hiring criteria and interview prompts. | |
| The Hardest Work: Startup CEO vs. CPO of Carvana | 3 | 5 | 4 | 2 | Harry suggests the common tech analogy that product managers are CEOs of the product. Dan explicitly rejects this framing, explaining why owning a P and L is fundamentally different from PM responsibilities. | |
| Prioritization and Carvana's Early Focus on Unit Economics | 5 | 4 | 3 | 6 | Harry directly challenges Dan on whether Carvana was truly focused on unit economics early on, citing tech marketplaces that stay negative for years. Dan defends their long-term financial model and vertical integration strategy. | |
| Building Carvana's Proprietary Financing Engine | 4 | 4 | 2 | 3 | Harry points out how difficult building an internal lending book and underwriting engine is compared to simple lead gen. Dan details Carvana's financing attach rate and spread model. | |
| Simplicity vs. Big Swings (The 360-Degree Photo Solution) | 3 | 3 | 2 | 3 | Harry playfully calls out Dan's qualified answer on simplicity in product design. Dan details why taking a big swing on 360 photo capture was crucial for consumer trust. | |
| Biggest Regret: Over-Fragmentation of Product Teams | 3 | 4 | 1 | 2 | Dan discusses his biggest organizational regret of over-fragmenting product into 90 small teams. Harry synthesizes the key takeaway on prioritization discipline for founders. | |
| Choosing and Sequencing the 'Flywheel' Metrics | 4 | 3 | 1 | 2 | Harry roleplays as a founder asking how to choose North Star metrics and cites tech classic Crossing the Chasm. Dan outlines how sequential flywheel choices expand a company's moat. | |
| The 'Free Shipping' Mistake and the Power of Healthy Friction | 3 | 5 | 1 | 1 | Dan shares a counterintuitive story about how eliminating free long-distance shipping unclogged logistics and actually boosted total car sales. Harry asks clarifying questions on shipping costs. | |
| Product Storytelling and Painting a High-Resolution Future | 3 | 3 | 2 | 2 | Dan emphasizes the necessity of high-resolution product storytelling. Harry compares this to 20VC's explicit brand positioning strategy. | |
| Intellectual Honesty and Defining a Bold Corporate Vision | 4 | 4 | 2 | 3 | Harry asks where delivering a great experience hurts margins most. Dan breaks down the underutilization costs of multi-car haulers during subscale regional expansion. | |
| Great CPOs are Business Leaders Obsessed with Metrics | 6 | 2 | 3 | 4 | Harry offers a strong thesis that top CPOs act like intense business leaders obsessed with unit economics rather than pure product designers. Dan agrees while defending the core necessity of software technology. | |
| The Cadence of Effective Product Reviews and Team Accountability | 3 | 4 | 1 | 3 | Harry asks how Dan handles product teams that fail to execute. Dan explains weekly review cadences and reconfiguring leadership around accountable individuals. | |
| The Value of Written Communication in Product Strategy | 5 | 3 | 4 | 4 | Harry cites Spotify's CPO and pushes for dictatorial leadership and execution speed over consensus. Dan counters that rigorous written prose is necessary for clear strategic thinking. | |
| Take-Home Assignments and the Power of Candidate Proactivity | 3 | 3 | 1 | 2 | Harry asks how to evaluate candidates using take-home assignments. Dan advises requiring proactive candidate vision and quotes an old sales rule on making reps dance. | |
| Structuring Practical Take-Home Assignments | 4 | 3 | 2 | 3 | Harry questions whether testing candidates on internal company data creates an unfair asymmetric bias. Dan explains their practical SQL assignments and assesses 10x talent. | |
| Carvana's Structural Advantage in Leveraging AI | 5 | 4 | 3 | 6 | Harry repeatedly presses Dan on whether Carvana should distribute subsidized Chinese electric vehicles in the US. Dan gives a careful, highly diplomatic answer about logistics infrastructure. | |
| What the Market Misunderstands: The Scale of Carvana's Vertical Integration | 4 | 5 | 2 | 2 | Dan gives an inside look into leading a team through a 99 percent stock drop from 60 billion to 500 million. Harry expresses astonishment at the scale of the market drawdown. | |
| The Arizona Advantage and Leadership Cohesion | 2 | 3 | 2 | 1 | Dan describes the advantage of building Carvana in Phoenix, Arizona rather than Silicon Valley. Harry asks about executive retention and team loyalty. | |
| Quick-Fire: The Human Element of Product Management | 2 | 2 | 2 | 2 | In the quick-fire section, Dan highlights recent product experiences with Google Maps VR and Rivian. Harry pokes fun at Rivian's detailed air vents and reveals he doesn't have a driver's license. | |
| Quick-Fire: Analyzing the Jaguar Rebrand | 3 | 3 | 2 | 1 | Harry asks Dan to judge the controversial Jaguar brand redesign. Dan criticizes abandoning established brand heritage instead of letting product improvements speak. | |
| Quick-Fire: The Future of Product Building in the AI Era | 4 | 4 | 2 | 3 | Harry asks direct questions on headcount expectations in the AI era. Dan distinguishes physical customer service headcount from software development leverage. | |
| Quick-Fire: Admiration for SpaceX and Starlink's Strategy | 5 | 4 | 4 | 4 | Harry cites massive private market valuations for leading AI research labs. Dan forcefully rejects investing in foundational model companies, arguing their core offerings face rapid commoditization. |
Statements from this episode (54)
Carvana's market cap went from $2B to $60B, $500M, then $50B
“We IPO'd at about two. We peaked at about sixty billion. We dropped back down to five hundred million, and we're back to fifty billion.”
A stock dropping from 98% to 99% is another 50% loss
“The fun thing about dropping by 99% is that the difference between a 98% drop and a 99% drop is another 50% drop.”
Dan Gill: Exceptional outcomes require exceptional effort, which isn't for everyone
“No. And I would say it's not for everyone. I also think if you want to be exceptional, there is no other route. Exceptional outcomes require exceptional effort period.”
Consultants only excel in product if they hate purely advisory work
“We've had great success with a small number of consultants that have joined, but you've got to look for that very specific type. It is the person who comes from consulting and says, I hate it. We do all the research and we make these recommendations and then w…”
Carvana hires product operators for 'horsepower and give a shit'
“I would say it can be valuable, but it is not what we index on. You know, when I'm hiring I use two attributes and I've sort of tried to pass this through the organization. The two I look for are horsepower and give a shit.”
Virtually no Carvana employee has done their job before at scale
“There's basically not a single person at Carvana that's done their job before. Certainly not at the scale that we do it at.”
Assess candidate intelligence by probing their knowledge of advanced product settings
“I will often ask what their favorite piece of technology is. And I want to know if you're going to say what your favorite app is or favorite piece of hardware or whatever, You better have gone into the advanced settings and know what's buried under there and b…”
Test candidate resilience by asking about the hardest they have ever worked
“My favorite question is to ask what is the hardest you've ever worked in your life? And I'm not necessarily asking, you know, at work in your job. I'm asking anything. It could be that in high school you had a sick parent and you were trying to be on the track…”
Product managers are not 'CEOs of the product'
“I don't. I think that being the PM, you need to be obsessed with every aspect of the experience, and I think that you need to really intimately understand the system. And what I mean by that is that any good experience has so many inputs and so many outputs, A…”
Carvana CFO's 10-year-old Excel model accurately projected the company's long-term margins
“The Excel model that our CFO, Mark Jenkins, built 10 years ago has been quite prescient. When we said, this is where our long-term margins will come from. This is where the economies of scale will come from. And these are all the areas that we want to vertical…”
Auto retail margins come from financing and trade-ins, not vehicle prices
“And if you can sell A commodity product and capture more profit than anyone else can. And I don't mean raise prices. I mean, capture more of the profit pools surrounding the transaction. In, in an automotive that is financing, that's insurance, that's acceptin…”
First-party vertical integration creates a durable advantage in commodity markets
“So if you can do More of the work yourself as a first party and drive those expenses down. Now that transaction is worth more to you than it is to anyone else. You're generating more of the profit pools, you're spending less, and you have a greater profit per …”
Approximately 90% of US auto retail transactions are financed
“And so in the automotive retail, about 90% of transactions are financed.”
Auto lenders profit 10% on loans while dealerships get a 1.5% fee
“And so dealerships generally get basically a lead gen fee about one and a half percent of the amount financed of the car, but the lender is making closer to 10% of the amount financed, right?”
Carvana achieved a 60% financing attach rate from day one
“And even from the beginning, we had 60% attach of Carvanas financing.”
E-commerce platforms should not reinvent standard search UI unless habit-forming
“As a consumer, you need to feel comfortable, especially in something that's not habit forming, right? Like people learn to use Snap over time, and I found Snap to be utterly unintuitive at the beginning, but it was habit forming, and they did teach people a ne…”
Carvana once had 90 small product teams working in parallel
“At one point we had 90 very small teams working in parallel.”
Having 90 parallel teams means one team's fifth priority blocks another's first
“And ultimately there are not 90 number one priorities that the fifth priority of a certain team might actually dominate the number one priority of many other teams, but they're not going to get to it because it's fifth on their queue.”
Carvana consolidated from 90 product teams down to eight in 2022
“And so what we did in 2022 is we went from 90 back to eight and we forced so much more Cross-functional prioritization.”
Founders should serialize product improvements instead of parallel processing
“You've got to serialize more as opposed to trying to parallel process.”
Startup focus is about sequencing priorities, not picking just one
“Choosing the one thing isn't that there is only one thing. It's about putting them in order.”
Carvana would reject $100M in SaaS revenue if it distracts from core
“We could license so many pieces of software that we've built. There's a lot of companies in, in our industry that would love to use software that we've built. The idea of us generating. Ten million dollars of incremental SAS revenue or a hundred million dollar…”
Carvana added non-refundable long-distance shipping fees to curb transit cancellations
“But if we're going to move a car a long way, we actually added in a non-refundable shipping fee to just create a little bit of friction at that moment to say, we're going to start moving this thing, but it's going to cost you money. And it's non-refundable.”
Carvana sold more cars after eliminating nationwide free shipping
“And what ended up happening Is as a result, we unclogged our network from sort of wasted excess transport that brought delivery times down for everyone. We have fewer late deliveries from this sort of excess clogging of the network and we sell more cars. So by…”
Auto logistics platforms must absorb sub-scale underutilization to protect conversion rates
“If you say I'm going to wait until the nine car hauler is full, then I can only tell you, I will get you your car somewhere between three and 11 days from now, which is not a good customer offering. And it's going to take a long time, which is low converting. …”
Product teams create zero value by shipping features unless metrics move
“We do not win by shipping features. We win by moving metrics. And ultimately, while there are so many input metrics and you should have a very clearly defined unit economics driven hypothesis for why we're taking on any given initiative, and you should have le…”
Carvana executives meet with every single team in the company every week
“So several years ago, we took on an operating cadence where there is at least one executive team member, sometimes more than one, that meets with every single team in the company every single week.”
Carvana recruits product managers internally from frontline roles like delivery drivers
“We have a number of product managers in our organization that were customer advocates. They were on the phones listening to customers and dealing with customers all day, every day. We have ones that were loan underwriters. We have ones that did home delivery o…”
Product prioritization equals magnitude of impact times frequency of occurrence
“A good framework for that is, you know, the magnitude of impact times the frequency of occurrence. You can say that something is a horrendous experience, but if it happens One in every 50,000 deliveries. That's not a very good thing to bring to the table. Even…”
Carvana requires all product proposals to state their unit economic impact
“And you can distill that into a unit economic impact. You can say, what is this doing to our cost per unit? Or what is this doing to our profit per unit? And we ask everyone to collapse their ideas into that unit economic framework so that they can be compared…”
Harry Stebbings: Dictatorial product leaders generally work best for execution speed
“And now I fundamentally disagree with this. I think speed of execution is everything, and actually I think dictatorial product leaders generally work best.”
Carvana favors written memos over slides because writing is hard to hide
“We do like written communication. Written communication is hard to hide. You have to distill your perspective into clearly articulated prose and you can't hide and say, well, that's not what I meant. It's like, well, you wrote it down as opposed to if you just…”
The best hires proactively pitch a vision to improve the company
“The single best way to hire someone into an organization is for them to reach out to you with a vision for how your organization gets better.”
Evaluating product candidates requires them to break down problems in writing
“And I think in product, how can I trust someone's judgment without asking them to first put their thoughts in writing, and break down a problem and hear how they would approach it.”
Carvana always assigns company-specific take-home problems to job candidates
“It is an asymmetric advantage, but we always have them do Carvana problems and we'll try and make it something that is relevant to us.”
Carvana refuses to hire super senior external talent, preferring internal growth
“We also don't hire Super, super senior people. We like to grow our talent from within”
Carvana's deterministic, algorithmic systems give it a structural AI advantage over dealerships
“Whereas in our world, all of these systems are deterministic and algorithmic and have been built that way from day zero. And so we can have an LLM tell you, Harry, given your credit score and the VIN of the vehicle that you entered you have 3000 dollars of pos…”
Carvana's first-party logistics network can reach 90% of US driveways
“Carvana first party logistics touches 90% of US driveways. So if you can get any car to either coast of the United States, we will get it to 90% of Americans within a week.”
Carvana aims to become the 'Amazon for cars' by distributing third-party vehicles
“I think that we should be selling other people's cars and we want to be Amazon for cars. We want to be able to distribute the cars that consumers want.”
Manage crises by setting 30-day truth checks against external media narratives
“What you say to your team is, here's what the rest of the world misunderstands about the truth, and what you're reading in the Wall Street Journal, or what you're reading in any of these publications, Let's be really clear about what that version of the truth …”
90% of Carvana's senior leadership has been with the company since 2019
“90% of our senior leadership has been with Carvana since before 2019, so well before the drop.”
Founders often fail because they rush into irrational idea selection
“I think that founders are often in such a hurry to found something that they aren't rational enough about what they pick to go and found.”
Feature-level startups fail without a clear wedge into an indispensable product
“I think there's a lot of companies out there that are Features and not products. And so you better have a very clear vision for how that feature is a wedge to something much, much bigger or something indispensable for an organization, not like a, well, we're j…”
Product management leverage is at least 50% about people alignment
“That it's at least 50% if not more about people and not just making product decisions. You know, fortunately I love people. I'm a pro social guy. I love my teams. But really the leverage is in getting lots of people to move with urgency and to care and to unde…”
20VC host Harry Stebbings reveals he has never driven a car
“I don't even have a license. I, I've never driven a car.”
Dan Gill: Jaguar's rebrand was a mistake given its existing brand equity
“I'm not a fan of the rebrand, if I'm honest. I think that Jaguar already means something, and when you've built brand equity for so long, and their brand has stood for quality, and innovation, and luxury and all these really great things, I think you could hav…”
Evaluate product leverage by isolating and perfecting a single variable
“And so my number one piece of product advice is, is always, if you can only change one thing and everything else has to stay constant, what is the one thing you're going to change? Imagine that future where that one change is as perfect as you can make it. How…”
Product managers must work directly inside operational workflows to understand friction
“But you really actually need product to live in the weeds with operations and intimately understand the challenges and the experiences and the frictions and the deficiencies.”
AI will eliminate functional silos in product development within 10 years
“The siloization of functional orgs are going away. AI is, is reimagining what it means to write code or to do analytics and even to do design. And the most versatile problem solvers and thinkers are just going to be able to cover more ground than they're able …”
Carvana's driveway delivery staff will always scale with unit sales
“There are aspects of our business that are very people-centric, and I think we will want them to be people-centric forever. The person who shows up on your driveway and delivers your car even if that car were a self-driving car, I think, you know, there's stil…”
Carvana expects massive operating leverage in software headcount as sales double
“I do not think that to sell twice as many cars, we need twice as many product managers or twice as many software developers. We should be expecting incredible leverage over our fixed expense base in those areas and expecting those people to cover more ground o…”
Carvana plans to automate loan underwriting using API data instead of documents
“What we want is to automate everything and make everything self-service and intuitive. And if we can hit an API to get data on you to help our underwriting decision, instead of you having to provide a document to us, we're going to do that.”
Harry Stebbings: SpaceX has unprecedented institutional demand in private markets
“I've been in private markets for 10 years. I've never seen institutional demand be so concentrated towards one company stock.”
Dan Gill would pass on investing in OpenAI, Anthropic, and xAI
“I wouldn't invest in any of them. I think that the foundational models are trending towards commoditization and it's gonna be difficult to capture all of the gains relative to what, you know, Google, Google can capture and Microsoft can capture and others.”