Amazon doing things that don't scale

In the vast landscape of e-commerce today, Amazon stands as an undisputed titan—a company that has revolutionized how we shop, transformed logistics and delivery expectations, and expanded into countless industries beyond its original focus. With a market capitalization that has reached into the trillions and a founder who became one of the wealthiest people on the planet, it’s easy to forget that Amazon once was a scrappy startup operating out of a garage, with its founder personally packing boxes and making trips to the post office.

The story of Amazon’s early days is a quintessential example of Paul Graham’s famous advice to startups: “Do things that don’t scale.” Before Amazon became the automated, algorithm-driven behemoth we know today, it was built on manual processes, clever hacks, and the willingness of Jeff Bezos and his early team to do whatever it took to deliver books to customers quickly and efficiently. This is the story of how Amazon’s unscalable beginnings laid the foundation for its unprecedented growth.

The Genesis of Amazon

In 1994, Jeff Bezos was working at D.E. Shaw, a Wall Street hedge fund, when he came across a startling statistic: the internet was growing at a rate of 2,300% per year. Recognizing the enormous potential of this growth, Bezos made a list of 20 products that could be sold online. After careful analysis, he determined that books were the ideal starting point—they were standardized products with a huge selection that couldn’t be fully stocked in a physical store, and they could be easily shipped.

Bezos quit his lucrative job, drafted a business plan during a cross-country drive from New York to Seattle, and founded Amazon.com in his garage in Bellevue, Washington. The company was initially called “Cadabra,” but Bezos quickly changed the name when his lawyer misheard it as “cadaver.” The name “Amazon” was chosen both for its association with something “exotic and different” and because it began with the letter “A,” which would place it near the top of alphabetical listings.

With an initial investment of about $250,000 from his parents, Bezos launched Amazon.com on July 16, 1995. The website was primitive by today’s standards—a simple, text-heavy design with a white background and blue text. But behind this simple interface lay a series of manual processes and clever hacks that would allow the fledgling company to compete with established booksellers.

The Book Distributor Loophole

One of the first major challenges Amazon faced was dealing with book distributors. In the traditional book industry, distributors required retailers to order a minimum of 10 books at a time. For a small startup with limited capital and warehouse space, this requirement posed a significant obstacle.

However, Bezos and his team discovered a clever loophole: while distributors required that Amazon order 10 books, the company didn’t actually need to receive all 10. This meant that Amazon could order the minimum quantity to satisfy the distributor’s requirements but only take delivery of the specific books that customers had ordered.

This hack allowed Amazon to operate with minimal inventory while still accessing the vast selection of books available through distributors. It was a perfect example of doing something that wouldn’t scale—manually managing these complex ordering processes—but that allowed the company to offer a much wider selection than would have otherwise been possible.

The Garage Operation

In Amazon’s earliest days, the entire operation was run out of Bezos’s garage in Bellevue. The setup was decidedly low-tech: a few computers, some desks made from doors mounted on sawhorses, and packing materials. When orders came in, Bezos and his small team would manually process them, pack the books themselves, and personally take the packages to the post office.

This hands-on approach extended to every aspect of the business. Bezos himself would often answer customer service emails late into the night. The team would manually update the website with new book listings and promotions. And when the first significant orders started coming in, everyone—including Bezos—would get down on their knees on the concrete floor of the garage to pack books.

One particularly memorable moment came when Amazon received an order for a book about lichen. The team had to order nine other books from the distributor to meet the minimum requirement, even though they only needed the one book on lichen. This manual, inefficient process was a far cry from the automated fulfillment centers that Amazon would later develop, but it allowed the company to serve customers while it was still finding its footing.

The Post Office Runs

Perhaps the most emblematic example of Amazon’s “do things that don’t scale” approach was Bezos’s personal involvement in the delivery process. In the company’s earliest days, Bezos would load packages into his car and drive them to the post office himself. These daily trips to the post office became a ritual—a hands-on way for Bezos to ensure that Amazon’s promises to customers were being kept.

This personal touch extended to the company’s approach to delivery times. While Amazon couldn’t yet offer the same-day or next-day delivery that would later become its hallmark, Bezos was obsessed with getting books to customers as quickly as possible. He would often choose the fastest shipping method available, even if it cut into the company’s thin margins.

The relationship with the U.S. Postal Service that began with these daily trips would later evolve into a strategic partnership. Years later, Bezos would acknowledge that the USPS played a key role in helping Amazon scale its delivery business in its early days. This early focus on delivery speed—even when it required manual, unscalable processes—would become a defining characteristic of Amazon’s approach to customer service.

The Bell

Another quirky aspect of Amazon’s early days was the bell that would ring in the office whenever an order came in. In the beginning, this happened infrequently enough that each order was cause for celebration. The entire team would gather around to see what had been ordered and where it was going.

As orders increased, the bell rang more frequently, until it became a constant distraction. Eventually, the team had to disconnect it because it was ringing too often. This simple anecdote illustrates Amazon’s rapid growth from a garage startup where each order was a notable event to a company processing thousands of orders daily.

The Customer-Centric Approach

From the very beginning, Bezos was fanatically focused on customer satisfaction. This manifested in several manual, unscalable practices that nevertheless set the tone for Amazon’s future development.

For instance, Bezos insisted on personally responding to customer emails, often late into the night. He would carefully craft responses that addressed customers’ concerns and questions, setting a standard for customer service that would become ingrained in Amazon’s culture.

The company also went to extraordinary lengths to fulfill unusual requests. In one famous example, a customer in Japan ordered a rare book that was only available in a small bookstore in the United States. Rather than simply telling the customer the book was unavailable, an Amazon employee physically went to the bookstore, purchased the book, and shipped it to Japan. This level of service was completely unscalable, but it helped build Amazon’s reputation for exceptional customer care.

The Growth Hack: Amazon Associates

While many of Amazon’s early practices were manual and unscalable, the company also implemented some innovative growth hacks that would prove highly effective. One of the most successful was the Amazon Associates program, launched in 1996.

This program allowed website owners to earn commissions by linking to Amazon products. It was essentially an early form of affiliate marketing, and it turned thousands of websites into virtual salespeople for Amazon. Website owners would create content about books and other products, link to Amazon, and earn a percentage of any resulting sales.

The genius of this program was that it leveraged the growing number of websites and blogs to extend Amazon’s reach far beyond what it could have achieved through direct marketing. It was a scalable solution that emerged from Amazon’s early, unscalable days, and it remains a significant part of the company’s marketing strategy today.

The Transition to Scalability

As Amazon grew, it gradually transitioned from these manual, hands-on processes to more scalable solutions. The garage was replaced by a small warehouse, which was eventually replaced by increasingly large and sophisticated fulfillment centers. The manual packing of books gave way to automated systems. The personal trips to the post office evolved into complex logistics networks involving multiple carriers and, eventually, Amazon’s own delivery fleet.

But even as Amazon scaled, it retained the customer-centric philosophy that had guided its early, unscalable days. The company continued to prioritize fast delivery, wide selection, and responsive customer service—principles that had been established when Bezos was personally packing books in his garage.

In 1997, Amazon went public, raising $54 million and giving the company the capital it needed to expand its operations significantly. By 1998, Amazon had expanded beyond books to include CDs, videos, and other products. The company that had once struggled with the logistics of shipping individual books was now handling a vast array of products and shipping them to customers around the world.

The Legacy of Amazon’s Unscalable Beginnings

Today, Amazon is known for its highly automated, algorithm-driven operations. Its fulfillment centers use advanced robotics to pick and pack orders. Its website uses sophisticated recommendation engines to suggest products to customers. Its logistics network can deliver packages in as little as a few hours in some locations.

But the DNA of those early, unscalable days remains evident in Amazon’s operations. The company still prioritizes fast delivery, even when it’s not the most cost-effective option. It still places customer satisfaction above short-term profitability. And it still encourages employees to think like owners and to be willing to do whatever it takes to solve customer problems.

In his annual letters to shareholders, Bezos often referred to maintaining a “Day 1” mentality—approaching each day as if it were the first day of a startup, with all the hunger, customer focus, and willingness to experiment that implies. This philosophy is a direct link to Amazon’s early days, when every order was cause for celebration and no task was too small or manual for the founder to tackle personally.

Lessons for Entrepreneurs

Amazon’s journey from a garage-based bookseller to a global e-commerce giant offers several valuable lessons for entrepreneurs:

1. Start with Manual Processes

Amazon’s willingness to start with manual, unscalable processes allowed it to launch quickly and learn directly from customer interactions. Rather than waiting until they had built perfect automated systems, Bezos and his team got their hands dirty with the day-to-day work of fulfilling orders. This hands-on approach provided invaluable insights that informed the company’s later development.

2. Focus Obsessively on Customers

From the beginning, Amazon prioritized customer satisfaction above all else. This meant sometimes taking actions that weren’t immediately profitable or scalable, like personally responding to customer emails or going to extraordinary lengths to fulfill unusual requests. This customer-centric approach built loyalty and word-of-mouth that proved invaluable as the company grew.

3. Find Creative Solutions to Industry Constraints

The book distributor loophole is a perfect example of finding creative ways to work within industry constraints. Rather than accepting the limitations imposed by traditional distribution models, Amazon found a way to make those models work for a startup with limited resources. Entrepreneurs should look for similar opportunities to hack existing systems to their advantage.

4. Be Willing to Do the Unglamorous Work

Bezos’s willingness to pack boxes and make trips to the post office set a tone for the company that valued direct involvement in operations. This hands-on approach not only kept costs down in the early days but also gave the founding team a deep understanding of their business that would inform later decisions.

5. Balance Unscalable Tactics with a Vision for Scale

While Amazon embraced many unscalable practices in its early days, Bezos always had a vision for how the company would eventually scale. The manual processes were stepping stones, not the end goal. Entrepreneurs should similarly balance short-term tactics with long-term strategy, using unscalable approaches as a way to learn and grow while working toward more scalable solutions.

Conclusion: From Garage to Global Giant

Amazon’s journey from a garage-based bookseller to one of the world’s most valuable companies is a testament to the power of starting with unscalable, manual processes and gradually building toward automation and efficiency. The company’s early days—with Bezos personally packing books and making trips to the post office—laid the foundation for the customer-centric, fast-moving culture that would drive its unprecedented growth.

While few startups will achieve Amazon’s level of success, all can learn from its willingness to do things that don’t scale in the pursuit of building something that eventually will. The next time you receive an Amazon package, delivered with algorithmic efficiency to your doorstep, remember that it all started with a founder kneeling on a garage floor, packing books by hand, and driving them to the post office—a reminder that even the most automated, sophisticated businesses often begin with the simplest, most manual of operations.