Jun 8, 2025 · 1h 19m · lennys-podcast

Mercado Libre: 18k engineers, 30k deploys a day, & their own fleet of planes | Sebastian Barrios

Sebastian Barrios · 56m spoken Lenny Rachitsky · 16m spoken
0:00 / 0:00
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In this episode, former Mercado Libre Head of Product and Engineering and current Roblox SVP Sebastian Barrios shares lessons on scaling an 18,000-person engineering organization, blurring product and engineering roles, and cultivating extreme personal agency.

How this conversation actually went

Every chapter scored 0–10 on four independent dynamics. Hover any point for the reasoning behind the score. Lenny holds 22.5% of the talking time here. How this is scored →

Lenny as informed peer 4.1 Guest teaching 4.6 Guest disagreement 1.0 Lenny pushing back 1.0
05100:0020:0040:001:00:000:00–3:04 · Lenny as informed peer 0/10 Episode Highlights and Key Themes Preview Introductory trailer showcasing episode highlights and background on MercadoLibre.3:05–8:32 · Lenny as informed peer 0/10 Sponsor Messages: Merge and Vanta Host reading sponsor messages for Merge and Vanta, followed by initial guest welcome.8:33–12:35 · Lenny as informed peer 6/10 Merging Product and Engineering Disciplines Barrios explains why MercadoLibre integrates product and engineering into unified roles, while Lenny probes into ratios and how this contrasts with standard tech company setups.12:35–19:13 · Lenny as informed peer 5/10 Leveraging Internal Platforms and AI Agents Barrios details Verdi, their internal platform extracting microservice functionality so AI agents can assemble new features without writing new code.19:13–27:13 · Lenny as informed peer 5/10 Operational Speed and Freedom: 30,000 Deploys a Day Barrios challenges standard operational models like rigid OKRs and pushes back on common user research advice, advocating observing users over talking to them.27:14–30:42 · Lenny as informed peer 6/10 Building a Tech Giant Outside Silicon Valley Lenny draws parallels with other top startups like Revolut, N26, and Canva, while Barrios explains the regional talent flywheel outside Silicon Valley.30:49–38:27 · Lenny as informed peer 5/10 Fostering Radical Candor and a High-Performance Culture Barrios rejects the corporate 'family' metaphor in favor of a high-performance sports team and explains managing cultural nuances around directness in Latin America.38:28–41:03 · Lenny as informed peer 6/10 The Weekly Update Practice: 'State of Me' Lenny points out that the weekly update format Barrios uses matches his own published 'State of Me' framework, creating a humorous shared connection.41:04–44:24 · Lenny as informed peer 4/10 Navigating Tech Hype Cycles and Crypto Realities Barrios discusses staying grounded through hype cycles, noting how crypto has real utility for currency stability in Latin America without needing to run the whole world.44:25–49:50 · Lenny as informed peer 4/10 The Day Steve Jobs Called Sebastian Barrios Barrios recounts the phone call from Steve Jobs explaining Apple was banning his battery-draining app and adding a rule specifically for it.49:51–55:33 · Lenny as informed peer 4/10 Developing Number-One Apps and Early Ride-Hailing Barrios shares how he created a number-one app to save on phone bills, learned iOS development, and built a concierge-style taxi hailing prototype in Mexico City.55:34–1:02:22 · Lenny as informed peer 4/10 Unconventional Habits: Silence, Media Diets, and Pure Water Barrios explains his lifestyle choices, including drinking only water, programming in total silence, and avoiding television and news broadcasts.1:02:23–1:07:08 · Lenny as informed peer 4/10 Cultivating Agency Through 'Spy Training' Barrios tells stories of his mother dropping him off in Mexico City to navigate home alone to cultivate radical self-reliance and agency.1:07:09–1:17:45 · Lenny as informed peer 4/10 Lightning Round: Favorite Books, Products, and the Tatami Room A friendly lightning round covering book recommendations, early reading education software, and the story of cutting a hole in his bedroom floor for a tatami room.0:00–3:04 · Guest teaching 0/10 Episode Highlights and Key Themes Preview Introductory trailer showcasing episode highlights and background on MercadoLibre.3:05–8:32 · Guest teaching 0/10 Sponsor Messages: Merge and Vanta Host reading sponsor messages for Merge and Vanta, followed by initial guest welcome.8:33–12:35 · Guest teaching 5/10 Merging Product and Engineering Disciplines Barrios explains why MercadoLibre integrates product and engineering into unified roles, while Lenny probes into ratios and how this contrasts with standard tech company setups.12:35–19:13 · Guest teaching 6/10 Leveraging Internal Platforms and AI Agents Barrios details Verdi, their internal platform extracting microservice functionality so AI agents can assemble new features without writing new code.19:13–27:13 · Guest teaching 6/10 Operational Speed and Freedom: 30,000 Deploys a Day Barrios challenges standard operational models like rigid OKRs and pushes back on common user research advice, advocating observing users over talking to them.27:14–30:42 · Guest teaching 5/10 Building a Tech Giant Outside Silicon Valley Lenny draws parallels with other top startups like Revolut, N26, and Canva, while Barrios explains the regional talent flywheel outside Silicon Valley.30:49–38:27 · Guest teaching 6/10 Fostering Radical Candor and a High-Performance Culture Barrios rejects the corporate 'family' metaphor in favor of a high-performance sports team and explains managing cultural nuances around directness in Latin America.38:28–41:03 · Guest teaching 4/10 The Weekly Update Practice: 'State of Me' Lenny points out that the weekly update format Barrios uses matches his own published 'State of Me' framework, creating a humorous shared connection.41:04–44:24 · Guest teaching 5/10 Navigating Tech Hype Cycles and Crypto Realities Barrios discusses staying grounded through hype cycles, noting how crypto has real utility for currency stability in Latin America without needing to run the whole world.44:25–49:50 · Guest teaching 6/10 The Day Steve Jobs Called Sebastian Barrios Barrios recounts the phone call from Steve Jobs explaining Apple was banning his battery-draining app and adding a rule specifically for it.49:51–55:33 · Guest teaching 6/10 Developing Number-One Apps and Early Ride-Hailing Barrios shares how he created a number-one app to save on phone bills, learned iOS development, and built a concierge-style taxi hailing prototype in Mexico City.55:34–1:02:22 · Guest teaching 5/10 Unconventional Habits: Silence, Media Diets, and Pure Water Barrios explains his lifestyle choices, including drinking only water, programming in total silence, and avoiding television and news broadcasts.1:02:23–1:07:08 · Guest teaching 6/10 Cultivating Agency Through 'Spy Training' Barrios tells stories of his mother dropping him off in Mexico City to navigate home alone to cultivate radical self-reliance and agency.1:07:09–1:17:45 · Guest teaching 4/10 Lightning Round: Favorite Books, Products, and the Tatami Room A friendly lightning round covering book recommendations, early reading education software, and the story of cutting a hole in his bedroom floor for a tatami room.0:00–3:04 · Guest disagreement 0/10 Episode Highlights and Key Themes Preview Introductory trailer showcasing episode highlights and background on MercadoLibre.3:05–8:32 · Guest disagreement 0/10 Sponsor Messages: Merge and Vanta Host reading sponsor messages for Merge and Vanta, followed by initial guest welcome.8:33–12:35 · Guest disagreement 1/10 Merging Product and Engineering Disciplines Barrios explains why MercadoLibre integrates product and engineering into unified roles, while Lenny probes into ratios and how this contrasts with standard tech company setups.12:35–19:13 · Guest disagreement 1/10 Leveraging Internal Platforms and AI Agents Barrios details Verdi, their internal platform extracting microservice functionality so AI agents can assemble new features without writing new code.19:13–27:13 · Guest disagreement 2/10 Operational Speed and Freedom: 30,000 Deploys a Day Barrios challenges standard operational models like rigid OKRs and pushes back on common user research advice, advocating observing users over talking to them.27:14–30:42 · Guest disagreement 1/10 Building a Tech Giant Outside Silicon Valley Lenny draws parallels with other top startups like Revolut, N26, and Canva, while Barrios explains the regional talent flywheel outside Silicon Valley.30:49–38:27 · Guest disagreement 2/10 Fostering Radical Candor and a High-Performance Culture Barrios rejects the corporate 'family' metaphor in favor of a high-performance sports team and explains managing cultural nuances around directness in Latin America.38:28–41:03 · Guest disagreement 1/10 The Weekly Update Practice: 'State of Me' Lenny points out that the weekly update format Barrios uses matches his own published 'State of Me' framework, creating a humorous shared connection.41:04–44:24 · Guest disagreement 2/10 Navigating Tech Hype Cycles and Crypto Realities Barrios discusses staying grounded through hype cycles, noting how crypto has real utility for currency stability in Latin America without needing to run the whole world.44:25–49:50 · Guest disagreement 1/10 The Day Steve Jobs Called Sebastian Barrios Barrios recounts the phone call from Steve Jobs explaining Apple was banning his battery-draining app and adding a rule specifically for it.49:51–55:33 · Guest disagreement 1/10 Developing Number-One Apps and Early Ride-Hailing Barrios shares how he created a number-one app to save on phone bills, learned iOS development, and built a concierge-style taxi hailing prototype in Mexico City.55:34–1:02:22 · Guest disagreement 1/10 Unconventional Habits: Silence, Media Diets, and Pure Water Barrios explains his lifestyle choices, including drinking only water, programming in total silence, and avoiding television and news broadcasts.1:02:23–1:07:08 · Guest disagreement 1/10 Cultivating Agency Through 'Spy Training' Barrios tells stories of his mother dropping him off in Mexico City to navigate home alone to cultivate radical self-reliance and agency.1:07:09–1:17:45 · Guest disagreement 0/10 Lightning Round: Favorite Books, Products, and the Tatami Room A friendly lightning round covering book recommendations, early reading education software, and the story of cutting a hole in his bedroom floor for a tatami room.0:00–3:04 · Lenny pushing back 0/10 Episode Highlights and Key Themes Preview Introductory trailer showcasing episode highlights and background on MercadoLibre.3:05–8:32 · Lenny pushing back 0/10 Sponsor Messages: Merge and Vanta Host reading sponsor messages for Merge and Vanta, followed by initial guest welcome.8:33–12:35 · Lenny pushing back 2/10 Merging Product and Engineering Disciplines Barrios explains why MercadoLibre integrates product and engineering into unified roles, while Lenny probes into ratios and how this contrasts with standard tech company setups.12:35–19:13 · Lenny pushing back 1/10 Leveraging Internal Platforms and AI Agents Barrios details Verdi, their internal platform extracting microservice functionality so AI agents can assemble new features without writing new code.19:13–27:13 · Lenny pushing back 2/10 Operational Speed and Freedom: 30,000 Deploys a Day Barrios challenges standard operational models like rigid OKRs and pushes back on common user research advice, advocating observing users over talking to them.27:14–30:42 · Lenny pushing back 2/10 Building a Tech Giant Outside Silicon Valley Lenny draws parallels with other top startups like Revolut, N26, and Canva, while Barrios explains the regional talent flywheel outside Silicon Valley.30:49–38:27 · Lenny pushing back 1/10 Fostering Radical Candor and a High-Performance Culture Barrios rejects the corporate 'family' metaphor in favor of a high-performance sports team and explains managing cultural nuances around directness in Latin America.38:28–41:03 · Lenny pushing back 1/10 The Weekly Update Practice: 'State of Me' Lenny points out that the weekly update format Barrios uses matches his own published 'State of Me' framework, creating a humorous shared connection.41:04–44:24 · Lenny pushing back 1/10 Navigating Tech Hype Cycles and Crypto Realities Barrios discusses staying grounded through hype cycles, noting how crypto has real utility for currency stability in Latin America without needing to run the whole world.44:25–49:50 · Lenny pushing back 1/10 The Day Steve Jobs Called Sebastian Barrios Barrios recounts the phone call from Steve Jobs explaining Apple was banning his battery-draining app and adding a rule specifically for it.49:51–55:33 · Lenny pushing back 1/10 Developing Number-One Apps and Early Ride-Hailing Barrios shares how he created a number-one app to save on phone bills, learned iOS development, and built a concierge-style taxi hailing prototype in Mexico City.55:34–1:02:22 · Lenny pushing back 1/10 Unconventional Habits: Silence, Media Diets, and Pure Water Barrios explains his lifestyle choices, including drinking only water, programming in total silence, and avoiding television and news broadcasts.1:02:23–1:07:08 · Lenny pushing back 1/10 Cultivating Agency Through 'Spy Training' Barrios tells stories of his mother dropping him off in Mexico City to navigate home alone to cultivate radical self-reliance and agency.1:07:09–1:17:45 · Lenny pushing back 0/10 Lightning Round: Favorite Books, Products, and the Tatami Room A friendly lightning round covering book recommendations, early reading education software, and the story of cutting a hole in his bedroom floor for a tatami room.

speaking balance: gold is Lenny, purple is the guest (3 minute bins)

0:00 · Lenny 63.9% · guest 36.1%0:00 · Lenny 63.9% · guest 36.1%3:00 · Lenny 88.7% · guest 11.3%3:00 · Lenny 88.7% · guest 11.3%6:00 · Lenny 34% · guest 66%6:00 · Lenny 34% · guest 66%9:00 · Lenny 16.4% · guest 83.6%9:00 · Lenny 16.4% · guest 83.6%12:00 · Lenny 24.3% · guest 75.7%12:00 · Lenny 24.3% · guest 75.7%15:00 · Lenny 0.6% · guest 99.4%15:00 · Lenny 0.6% · guest 99.4%18:00 · Lenny 17.7% · guest 82.3%18:00 · Lenny 17.7% · guest 82.3%21:00 · Lenny 0% · guest 100%21:00 · Lenny 0% · guest 100%24:00 · Lenny 22.7% · guest 77.3%24:00 · Lenny 22.7% · guest 77.3%27:00 · Lenny 43.7% · guest 56.3%27:00 · Lenny 43.7% · guest 56.3%30:00 · Lenny 15.1% · guest 84.9%30:00 · Lenny 15.1% · guest 84.9%33:00 · Lenny 46.7% · guest 53.3%33:00 · Lenny 46.7% · guest 53.3%36:00 · Lenny 8.5% · guest 91.5%36:00 · Lenny 8.5% · guest 91.5%39:00 · Lenny 30.9% · guest 69.1%39:00 · Lenny 30.9% · guest 69.1%42:00 · Lenny 11.1% · guest 88.9%42:00 · Lenny 11.1% · guest 88.9%45:00 · Lenny 2.8% · guest 97.2%45:00 · Lenny 2.8% · guest 97.2%48:00 · Lenny 26.3% · guest 73.7%48:00 · Lenny 26.3% · guest 73.7%51:00 · Lenny 0% · guest 100%51:00 · Lenny 0% · guest 100%54:00 · Lenny 19.2% · guest 80.8%54:00 · Lenny 19.2% · guest 80.8%57:00 · Lenny 6.5% · guest 93.5%57:00 · Lenny 6.5% · guest 93.5%1:00:00 · Lenny 25.8% · guest 74.2%1:00:00 · Lenny 25.8% · guest 74.2%1:03:00 · Lenny 9.4% · guest 90.6%1:03:00 · Lenny 9.4% · guest 90.6%1:06:00 · Lenny 22.3% · guest 77.7%1:06:00 · Lenny 22.3% · guest 77.7%1:09:00 · Lenny 12.7% · guest 87.3%1:09:00 · Lenny 12.7% · guest 87.3%1:12:00 · Lenny 18% · guest 82%1:12:00 · Lenny 18% · guest 82%1:15:00 · Lenny 11.6% · guest 88.4%1:15:00 · Lenny 11.6% · guest 88.4%1:18:00 · Lenny 38.3% · guest 61.7%1:18:00 · Lenny 38.3% · guest 61.7%
Sharpest disagreement ▶ 37:20 Rejecting the corporate family metaphor

Barrios firmly rejects the conventional idea that companies should be treated like families, arguing high-performance sports teams are the only honest operational model.

Hardest push from Lenny ▶ 10:08 Pressing on engineer-PM ratios at scale

Lenny pushes back on how engineering-led product models can survive at massive scale without engineers getting frustrated by administrative PM duties.

Biggest teaching moment ▶ 45:40 Steve Jobs reveals newly added App Store rule

Barrios recounts pushing back on Steve Jobs based on written App Store guidelines, only for Jobs to inform him they had just drafted a new rule to ban his app.

Lenny holds their own ▶ 40:02 Connecting update habits to 'State of Me'

Lenny identifies that Barrios's weekly executive update workflow directly mirrors the exact 'State of Me' template Lenny published years earlier.

the scores for every segment, with the reasoning behind each
ChapterTopicLenny as informed peerGuest teachingGuest disagreementLenny pushing backWhy
Episode Highlights and Key Themes Preview 0000 Introductory trailer showcasing episode highlights and background on MercadoLibre.
Sponsor Messages: Merge and Vanta 0000 Host reading sponsor messages for Merge and Vanta, followed by initial guest welcome.
Merging Product and Engineering Disciplines 6512 Barrios explains why MercadoLibre integrates product and engineering into unified roles, while Lenny probes into ratios and how this contrasts with standard tech company setups.
Leveraging Internal Platforms and AI Agents 5611 Barrios details Verdi, their internal platform extracting microservice functionality so AI agents can assemble new features without writing new code.
Operational Speed and Freedom: 30,000 Deploys a Day 5622 Barrios challenges standard operational models like rigid OKRs and pushes back on common user research advice, advocating observing users over talking to them.
Building a Tech Giant Outside Silicon Valley 6512 Lenny draws parallels with other top startups like Revolut, N26, and Canva, while Barrios explains the regional talent flywheel outside Silicon Valley.
Fostering Radical Candor and a High-Performance Culture 5621 Barrios rejects the corporate 'family' metaphor in favor of a high-performance sports team and explains managing cultural nuances around directness in Latin America.
The Weekly Update Practice: 'State of Me' 6411 Lenny points out that the weekly update format Barrios uses matches his own published 'State of Me' framework, creating a humorous shared connection.
Navigating Tech Hype Cycles and Crypto Realities 4521 Barrios discusses staying grounded through hype cycles, noting how crypto has real utility for currency stability in Latin America without needing to run the whole world.
The Day Steve Jobs Called Sebastian Barrios 4611 Barrios recounts the phone call from Steve Jobs explaining Apple was banning his battery-draining app and adding a rule specifically for it.
Developing Number-One Apps and Early Ride-Hailing 4611 Barrios shares how he created a number-one app to save on phone bills, learned iOS development, and built a concierge-style taxi hailing prototype in Mexico City.
Unconventional Habits: Silence, Media Diets, and Pure Water 4511 Barrios explains his lifestyle choices, including drinking only water, programming in total silence, and avoiding television and news broadcasts.
Cultivating Agency Through 'Spy Training' 4611 Barrios tells stories of his mother dropping him off in Mexico City to navigate home alone to cultivate radical self-reliance and agency.
Lightning Round: Favorite Books, Products, and the Tatami Room 4400 A friendly lightning round covering book recommendations, early reading education software, and the story of cutting a hole in his bedroom floor for a tatami room.

Statements from this episode (17)

Assertion Supported
Barrios: Mercado Libre employs over 18,000 developers
“That is the right number. 18,000 and climbing. I just put specify that they don't report all directly to me. We can talk about how the company is structured, but yes, I lead the technology team that basically powers all of what they do.”
Sebastian Barrios Jun 8, 2025 ▶ 5:36
Assertion Supported
Barrios: Mercado Libre's fintech and e-commerce businesses are almost equal in size
“The two sides of the business are actually almost the same size.”
Sebastian Barrios Jun 8, 2025 ▶ 6:54
Assertion Supported
Barrios: Mercado Libre delivers over 5 million items per day
“Specifically with deliveries, we deliver over five million packages per day or items.”
Sebastian Barrios Jun 8, 2025 ▶ 7:21
Assertion Supported
Barrios: Mercado Libre has around 100 million active platform users
“We have around a hundred million users, customers, sellers, People interacting in the platform.”
Sebastian Barrios Jun 8, 2025 ▶ 7:59
Assertion Not checkable as stated
Barrios: Mercado Libre has fewer than 1,000 PMs across 18,000 developers
“So I think it's less than 1000.”
Sebastian Barrios Jun 8, 2025 ▶ 10:09
Disclosure
Barrios: Mercado Libre does not tolerate leaders who lack deep technical details
“There's not a lot of tolerance for being in a meeting and getting asked the questions like, well, I need to check with this person to understand the details. Cause you know, I'm not sure what technology we're using, like That, that would not fly.”
Sebastian Barrios Jun 8, 2025 ▶ 11:32
Disclosure
Mercado Libre built internal AI platform Verdi to abstract data complexity
“We developed an internal platform called Verdi that basically abstracts away a lot of the complexities around, okay, where are you gonna get the data? How's it gonna be authorized?”
Sebastian Barrios Jun 8, 2025 ▶ 16:53
Disclosure
Mercado Libre uses AI agents on existing microservices to build features
“We basically can extract the functionality of every single one of our microservices. And then we can have agents build and use different parts of different services and create new features. For users end to end with a UI.”
Sebastian Barrios Jun 8, 2025 ▶ 17:34
Assertion Not checkable as stated
Barrios: Mercado Libre executes around 30,000 production deploys per day
“So to give you another crazy statistic, we do around 30,000 deployments per day, like changes to production.”
Sebastian Barrios Jun 8, 2025 ▶ 25:39
Opinion
Barrios: Brazil is probably one of the world's most competitive e-commerce markets
“I would even say Brazil is probably one of the most competitive markets on the planet for e-commerce. You have local players, you have international players, you have players from Asia that are even funded by video game revenue and profits.”
Sebastian Barrios Jun 8, 2025 ▶ 26:31
Insight
Barrios: Building outside tech hubs is harder initially but builds flywheel advantages
“I think we can also be honest that it will be harder. It is easier to Recruit and build a team where you're in a place where the high density is all over. Another thing that happens to us is that many people try to recruit from us, and that's something that we…”
Sebastian Barrios Jun 8, 2025 ▶ 30:18
Opinion
Barrios: Radical candor is vital in Latin America to counter hierarchical deference
“I would even say it's even more important in Latin America in some Asian countries. Where you have a culture, and I'm Latin American, so I can talk a little bit about stereotypes without it becoming offensive especially ones that are true, where there's a lot …”
Sebastian Barrios Jun 8, 2025 ▶ 34:47
Insight
Barrios: Companies should not be run like families due to performance requirements
“This idea of, well, the companies should be like families and it's not true because you behave extremely different with your family. There's no expectation of high performance.”
Sebastian Barrios Jun 8, 2025 ▶ 37:35
Assertion Supported
Mercado Libre has issued its own cryptocurrency
“And by the way, like we have crypto and MercadoLibre we have our own cryptocurrency.”
Sebastian Barrios Jun 8, 2025 ▶ 43:21
Insight
Barrios: Crypto Is Highly Useful Where US Dollar Access Is Restricted
“It's actually very useful in in Latin America and countries where access to US dollars are It is not as easy as in, in other places.”
Sebastian Barrios Jun 8, 2025 ▶ 43:27
Assertion Supported
Steve Jobs personally called developers to explain early App Store rejections
“So the executive team at Apple, including Steve were actually calling developers to inform them that their apps were not going to be approved, that they were taken off the off the app store kind of like trying to avoid them going to the press and just like bei…”
Sebastian Barrios Jun 8, 2025 ▶ 46:21
Assertion Not checkable as stated
Barrios: Apple Created an App Store Rule Specifically for His Battery-Draining App
“I'm happy to say there is an app store rule that is, was made specifically for me at the time.”
Sebastian Barrios Jun 8, 2025 ▶ 47:23
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