How Mercado Libre built Latin America's most valuable company: 18k engineers, 30k deploys a day, and their own fleet of planes | Sebastian Barrios

Jun 8, 2025 Episode Page ↗
Overview

Sebastian Barrios, SVP of Engineering at Roblox and former Head of Product/Engineering at MercadoLibre, discusses MercadoLibre's unique product-engineering integration, massive scale, and culture of independence. He also shares personal stories, including a call from Steve Jobs, and his distinct personal habits.

At a Glance
19 Insights
1h 19m Duration
16 Topics
5 Concepts

Deep Dive Analysis

Introduction to Sebastian Barrios and Mercado Libre's Scale

Mercado Libre's Unique Product-Engineering Integration Model

Impact of AI on Product Development and Engineering Workflows

Fostering a Culture of Independence and Reducing Fear of Failure

Operationalizing Vision and Product Reviews at Scale

The Strategic Advantage of Being a Top Regional Company

Cultivating Radical Candor and Direct Feedback in Latin America

Sebastian's Weekly Update Email System for Alignment

Pragmatic Approach to Evaluating Technology Hype Cycles

The Story of Steve Jobs Calling Sebastian About His App

Building a Number One App and Founding a Mobile Company

Founding a Ridesharing Company and Competing with Uber

Sebastian's Unique Personal Habits and Media Consumption

Lessons from Childhood: Raising Independent and Agentic Children

Life Motto: The Malleable Nature of the World and Agency

The 'Tatami Project' and Hands-on Building Experiences

Vertically Integrated E-commerce Marketplace

This business model means a company owns and controls multiple stages of its supply chain, including its own distribution network, airplanes, trucks, and all the technology and coordination behind them. It also encompasses a large fintech operation, offering accounts, credit cards, and loans, all integrated into a single ecosystem.

Product-Engineering Integration

Mercado Libre minimizes the distinction between engineering and product roles, with engineering leaders and tech leads often taking on product ownership. This approach is effective because these individuals understand both technical possibilities and business/user needs, leading to a unified vision and faster execution.

Fear of Failure Culture

An organizational environment that actively empowers teams to take risks and make mistakes, particularly in product ideas or market approaches, without fear of severe penalty. While bad quality or system outages are not tolerated, teams are encouraged to pursue bold visions even if the market isn't ready or the idea proves incorrect.

Radical Candor (in Latin America)

A communication style emphasized in the company that encourages direct, honest, and clear feedback, even when critical, within a cordial environment. This approach is particularly important in Latin American cultures to counteract traditional hierarchical tendencies and politeness that might otherwise hinder open communication and growth.

Agency (as a trait)

The ability and drive to solve problems independently, take initiative, and 'get things done' without constant external guidance. This trait is fostered through experiences that require self-reliance, critical thinking, and navigating challenges, leading to a proactive and problem-solving mindset.

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How does Mercado Libre operate with significantly fewer Product Managers than typical tech companies?

Mercado Libre minimizes the distinction between engineering and product, with engineering leaders and tech leads often taking on product ownership. This works because they are close to the technology and users, combining technical understanding with business and user needs to deliver a unified vision.

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How does Mercado Libre maintain product quality and alignment with 30,000 daily deployments and distributed ownership?

They rely on high-level objectives rather than strict OKRs, empowering teams with freedom and responsibility to decide what's best for users. Tight feedback loops, frequent design/product reviews, and a culture of radical candor help ensure alignment and quality, even with rapid execution.

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How does AI impact Mercado Libre's product development, especially with engineers leading product?

AI accelerates what both product-oriented and engineering-oriented individuals can do, enabling more people to create demos and turn ideas into tangible designs. They use an internal platform, Verdi, to abstract AI complexities and are experimenting with agents that can combine existing microservices to create new features and UIs without writing new code.

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How does Mercado Libre foster a culture of radical candor and direct feedback, especially in a traditionally hierarchical region like Latin America?

The leadership team actively lives and demonstrates this culture, showing that honest feedback is valued for growth, not personal attack. They differentiate between unacceptable operational failures and acceptable risks taken on bold product visions, ensuring that people are not penalized for good-faith failures.

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How does Sebastian Barrios avoid falling for technology hype cycles like crypto or AI?

He maintains a skeptical approach, conducting deep research and focusing on the fundamentals of the technology. He assesses how new technologies can be pragmatically applied to solve real-world problems and provide useful value, rather than assuming they will 'take over the world.'

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What happened when Steve Jobs personally called Sebastian Barrios about his app?

When Sebastian was 16 or 17, Steve Jobs called him directly to inform him that his app, designed to drain phone batteries, would be removed from the App Store. Steve Jobs also told him that Apple had just added a new rule specifically prohibiting apps that excessively drain battery life.

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What unique personal habits does Sebastian Barrios maintain?

He drinks only water, avoiding alcohol, coffee, tea, and juice, because he enjoys water and prefers not to alter his brain with chemicals. He also listens to very little music, especially when working, and largely avoids traditional news and social media, preferring to follow his curiosity and be purposeful about information consumption.

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How did Sebastian Barrios's mother raise him and his siblings to be independent?

His mother intentionally trained them 'like spies,' aiming for them to handle any situation. This included activities like survival camping with no gear, being dropped in the middle of Mexico City and told to find their way home using public transit or asking for help, and sending them on international trips alone.

1. Embrace World’s Malleability

Recognize that life and the world are malleable and not set in stone, empowering you to challenge existing norms, change what you want, and actively pursue your goals.

2. Cultivate Agency for Goals

Cultivate a strong sense of agency, combining curiosity with the drive to actively pursue and achieve your goals, rather than passively waiting for things to happen.

3. Develop Extreme Independence

Train yourself to be intensely independent and capable of handling any situation, actively solving problems and getting things done, rather than relying on others.

4. Follow Your Curiosity

Follow your curiosity and what excites you in life and work, as this naturally aligns with what you’ll be good at and passionate about, making it easier to excel.

5. Prioritize User Experience

When evaluating new features, prioritize the user experience and understanding how users will interact with the product, as putting users first ultimately leads to long-term revenue.

6. Empower Teams to Take Risks

Foster a culture where teams are empowered to take risks and make mistakes on what they work on, as long as it’s not due to bad quality or system outages, encouraging bold visions.

7. Live Company Culture

Ensure that company culture, especially around acceptable failures and risk-taking, is demonstrated and lived by the leadership team through their actions, performance reviews, and public praise.

8. Prioritize Technical Skills in Hiring

When hiring, prioritize deep technical and engineering skills, testing for product inclination but maintaining a strong bias for technical depth, ensuring a team capable of understanding and building complex products.

9. Delegate with High-Level Objectives

Provide teams with high-level, non-long-term objectives and areas to explore, then grant them freedom and responsibility to decide what to work on, trusting them to align with the main company vision.

10. Maintain Skepticism & Deep Research

Approach new trends with skepticism, conducting deep research into fundamentals and understanding real-world business applications and scale, to avoid hype cycles and make pragmatic decisions.

11. Leverage Internal AI Platforms

Build internal development platforms that abstract away complexities like data access and authorization, enabling AI agents to combine existing microservices and create new features with a UI without writing new code.

12. Conduct Candid Product Reviews

Regularly conduct design and product reviews where the leadership team provides extremely candid and honest feedback on what’s working and not working, while maintaining a cordial work environment.

13. Adopt High-Performance Team Mindset

View your team as a high-performance sports team, clearly distinguishing between having fun and focusing on work performance, where results are transparent and openly discussed.

14. Observe Users for Insights

Prioritize observing users during user research sessions to understand their actual behavior and pain points, as this often reveals more valuable insights than directly asking them what they want.

15. Send Weekly Updates

Send a weekly email to your boss or executive team detailing what you got done, important happenings, new releases, and any blockers, which helps track progress and frees up meeting time.

16. Limit News & Social Media

Avoid traditional news and excessive social media, instead relying on curated sources like X (Twitter) for important updates and focusing on reading, to avoid the negative bias of traditional news.

17. Drink Only Water

Drink only water and avoid alcohol, coffee, tea, and juice, as this can contribute to good sleep and a preference for not altering one’s brain with stimulants.

18. Work in Silence

Work in silence, especially when programming, to enhance focus and concentration, as a personal preference.

19. Engage in Hands-on Building

Engage in hands-on “hacker projects” and “maker things” to build both digital products and physical objects, fostering creativity and a love for creation.

It's hard to separate where sort of like engineering stops and product begins.

Sebastian Barrios

We're not going to determine who's going to own the product just based on the title. It's going to be based on who's the best for that role.

Sebastian Barrios

For Marcos, our CEO, the first question is always, okay, how's the user going to experience this? Show me the flow. Show me the user experience. Are they understanding it? Show me the metrics that people are actually liking what we're doing. Putting the users before the revenue obviously turns into revenue in the future, in the long term.

Sebastian Barrios

We actually empower our teams to make mistakes. Like no one's going to get fired for releasing something that didn't work in the sense that maybe the market was not ready, or we had the wrong idea on where we had to implement.

Sebastian Barrios

The analogy that she used is that she wanted to train us like spies.

Sebastian Barrios

The world was built by people like you, like me, some of them not smarter than you, some of them maybe smarter than you. So you can just go out and do things.

Sebastian Barrios

I don't think she meant it for like news and she didn't get into the whole misinformation thing and, and, and whatnot. It was mostly on like, well, you're going to watch cartoons of like people flying and be careful, like don't jump off the roof of the house.

Sebastian Barrios

Weekly Update Email System

Sebastian Barrios
  1. Go over what was done during the week.
  2. Note what worked and what didn't work.
  3. Include any interesting discoveries.
  4. Share with the executive team, CEO, and relevant team members.
  5. Use the email to track progress, get feedback, and identify areas needing help, freeing up meeting time.

Mother's 'Spy Training' for Independence

Sebastian Barrios
  1. Survival Camping: Wake up with no warning, go camping with no gear, find own water, build own shelter, boil water, and start own fire.
  2. City Navigation: Be dropped in the middle of Mexico City and tasked with finding the way home using public transit or asking for help.
  3. International Travel: Sent on international trips alone at a young age to foster self-reliance.
over 18,000
Engineers led by Sebastian Barrios at Mercado Libre Operating in 18 countries
around 30,000
Code deployments per day at Mercado Libre Includes configuration changes, database updates, etc.
over 5 million
Packages delivered per day by Mercado Libre Across Latin America
over $100 billion
Mercado Libre company valuation One of the 150 most valuable companies globally
over 100,000
Total employees at Mercado Libre (projected) By the end of the current year
around 100 million
Number of users/customers interacting with Mercado Libre platform Includes customers, sellers, and other platform interactions
less than 1,000
Number of Product Managers at Mercado Libre Represents less than 5% of the engineering team, a much smaller ratio than typical tech companies
16 or 17
Sebastian Barrios's age when Steve Jobs called him Regarding his battery-draining app
19
Sebastian Barrios's age when his app became #1 in multiple countries The app was a call timer for free phone calls
19 countries
Number of countries where Sebastian Barrios's app was #1 Top-selling app in Mexico and many other countries