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Voi Technology, a fast-growing start-up out of Sweden, is competing in the highly contested European e-scooter sharing market. With a presence in nearly 40 cities in Europe by February 2020, the firm is working hard to improve its unit economics to reach profitability. In the meantime, Voi must also edge out its rivals to claim market share. As cities begin to regulate the space, Voi's leaders hope their strong relationships with government regulators will allow them to secure the few permits cities are expected to grant.

In early 2019, the founders of Anomalie, an online direct-to-consumer provider of bridal gowns, have just agreed to an $13.6 million Series A investment from a Silicon Valley VC. They are considering three major initiatives as they move forward. (1) To scale their very successful organic acquisition process that already engages 25% of the brides-to-be in an active discussion, (2) to automate their largely manual offering that allows the bride to design her own dress, or (3) to invest heavily in technology to support their unique strategy of buying direct from the factories in Suzhou, China bypassing both the distribution and retail channels.

Founded in 2008 at Vrije Universiteit Brussels, Collibra was a data intelligence company that found product-market fit in the years after the global financial crisis, when many companies were under pressure from consumers and governments to improve their data management efforts. Over the years, Collibra expanded its product offering from a Semantic Data Integration tool to a Data Governance Platform with a range of data management and governance tools, and also expanded geographically from Belgium to the U.S. and other countries. In 2019, with more than 350 clients, Collibra became a unicorn with a valuation of more than $1 billion. Now, co-founders Felix Van de Maele, Stijn Christiaens, and Pieter De Leenheer needed to decide how to move from "data governance" to "data intelligence

In 2019, TripAdvisor was one of the best known online travel brands and for nearly 20 years founder and CEO Steve Kaufer had steered TripAdvisor to growth and profitability, but recently the company's pace of growth had started to slow. Most of the company's revenue was generated by users clicking from its site to hotel booking sites. TripAdvisor relied on Google for both free and paid traffic. As Google began to build up and promote its own travel search services, the company sought to diversify by offering bookings for vacation rentals, restaurants and experiences. In addition, Kaufer created a new team called Core Experience (CoreX) to coordinate TripAdvisor's branding and create a coherent product strategy across its business units. Could Kaufer and his executive team turn TripAdvisor's overcome the Google threat and reinvigorate growth?

The case describes the 25-year transformation of Peabody Essex Museum, which was created in 1993 by the merger of two sub-scale predecessor cultural institutions, operating since 1799, in Salem, Massachusetts. Dan Monroe, its founding CEO, began a process of building the institution, which, when he arrived, had a budget of $3 million and an endowment of $23 million in 1993, as compared to a budget of $33 million and an endowment of $650 million in 2018. Monroe made changes in practically every aspect of the museum's operations as PEM broke into the ranks of the top 15 museums in the U.S. All of this was happening at a time when museums in general had lost some 20% in visitation as a result of significant shifts in population demographics and what they understood by "cultural experience." As Dan Monroe handed off the reins of an institution that had successfully run counter to trend to his successor in 2019, the trustees of the museum and its new CEO faced the challenge of how to keep the positive momentum going-and how potentially to reinvent PEM again for a rapidly changing world.

In 2016 Niraj Shah and Steve Conine, founders of online home goods retailer Wayfair, are faced with a decision about how to improve user experience on their e-commerce sites. A key driver of consumer interest and conversion to purchase in the home category is visual imagery, which has traditionally been generated not by the retail channel rather than by manufacturers. Catalog retailers, in particular, are famous for visually romancing the category. As a comprehensive offering, Wayfair hosts over seven million SKUs on its site, so it must solve for the lack of visual assets from manufacturers by generating visual assets of its own. Initially, the company embarks on a plan to produce these images using traditional photography studios and professional staffs, but costs mount and throughput is too slow. Seeking a solution, Shah and Conine assess the likelihood of using technology - specifically, high-resolution 3D modeling from low-resolution 2D images - to address the challenge. Resolving this issue is especially pressing, given that Wayfair has just launched private label lines and a host of what it calls lifestyle brands, which require support from high-end visual merchandising. As a consequence, the question of how to provision visual assets becomes a question of how fast Wayfair can grow. This case presents the factors involved in deciding what direction to take - a reliable path using traditional methods or a risky path using bleeding-edge technologies.

Supplements to (A) case 818112.

As of early 2018, five U.S. technology companies-Google, Apple, Facebook, Amazon, and Microsoft-were among the largest companies in the world. Similarly, three Chinese technology firms-Baidu, Alibaba, and Tencent, or BAT-had emerged as global players due in part to the protection of China's "Great Firewall," which made it more difficult for foreign companies to compete in Chinese markets. As these companies continued to scale by branching into new businesses, such as voice AI and self-driving vehicles, they also faced new and challenging questions about user privacy. The European Union had recently passed the General Data Protection Regulation, a comprehensive set of consumer data protection laws that would require technology companies to make significant changes to their operating model. Meanwhile, social media giant Facebook was facing allegations that Cambridge Analytica, a political data firm, had accessed information on tens of millions of Facebook users without their consent, prompting calls for big technology firms to be more strictly regulated. How would the five U.S. companies and BAT respond to these concerns? And looking forward, in what ways would these big companies compete with one another, and which would come out ahead?

Cohen and Chewy's other board members decided to fully insource order fulfilment, and commenced building an order fulfilment center near its 3PL partner's facility. As soon as the 3PL learned that Chewy would be managing its own order fulfilment, however, it decided to triple what it charged Chewy to fulfill each order. What should Chewy do?

In late 2013, Ryan Cohen, cofounder and CEO of the fast growing online pet food and pet products retailer Chewy.com, has to make a "bet the company decision"-whether to keep working with Chewy's third-party logistics (3PL) provider to fulfill customer orders, or whether to take this critical function in-house. Cohen worries that the company's 3PL will not be able to serve Chewy's customers as it continues to grow, and reaching scale is essential to making the company's business model work, and to hitting the aggressive growth target that he has set of becoming a $500 million revenue company by 2018. However, some board members are concerned, and have suggested that Cohen slow growth and leave order fulfillment to the 3PL, as Cohen and the executive team are not operations experts; they are customer service experts, and that should be their focus. Cohen sees four possible paths for Chewy: stick with its current 3PL and slow down growth; add another 3PL to the mix to support Chewy as it scales; stay with its current 3PL and build out a fulfillment center in a new market to "test it out"; or fully "insource" order fulfilment, and open a fulfilment center as quickly as possible. Which path should Cohen and Chewy's board choose?

In late 2017, Nectar was a rapidly emerging player in the "bed-in-a-box" online market for direct-to-consumer foam memory mattresses. Barely a year old, it had achieved a revenue run rate of $85M and looked ahead to another year of blistering growth. The founding team of three had chosen to operate as a triumvirate, without a CEO, and each of the founders had already realized impressive business success as operating executives and investors. As they evaluated their year-end results, they were considering a range of growth scenarios for 2018 and 2019. At the same time, they were wrestling with key decisions regarding product line diversification to target additional customer segments and a potential refactoring of production operations. The founders also speculated on the land grab opportunity, both U.S. and international, which amped up urgency to decide how to manage growth.

Supplements to (A) case 818112.

"Swagbucks (B)," HBS No. 817123, picks up in mid-2014 following the events described in "Swagbucks (A)," HBS No 817122. Davis and Gorowitz were successful in their efforts to position the company for scale without negatively affecting the company's foundational culture, and developed a close working relationship. In early 2016, the company now has the opportunity to acquire MyPoints, an established competitor with millions of members and the chance to grow revenues at an even faster pace, but Davis and Gorowitz want to first discuss whether the company is strong enough to incorporate the new business and its employees.

In mid-2014, Chuck Davis, chairman and CEO of Prodege LLC, parent company of the brand promotion business Swagbucks, is just a few weeks into his new role as the company's CEO. He has been tasked with helping the promising young company scale, something he has done successfully during prior stints as CEO at other young companies, but this situation presents him with some unique challenges. Prodege has a strong culture built around the deeply held religious beliefs of the company's founding employees, many of whom are devout ultra-Orthodox Hasidic Jews. This has resulted in some unique situations for a growing technology company, such as the company closing its office on Jewish holidays and for Shabbat. Davis is keen to quickly implement the changes that he believes need to be made for the company to grow, but he also recognizes the need to be careful not to upset the company's culture and potentially upset what had made the business special in the first place. How quickly should he move and how should he stage his actions?

Riccardo Zacconi was the co-founder and CEO of King Digital Entertainment, the video game company which had quickly established itself as the world's leading maker of casual games for mobile devices after the sensational success of its game "Candy Crush Saga." Zacconi had only a few days left to decide what to reply to Activision Blizzard, one of the largest video game publishers in the world, which had offered to acquire King for almost $6 billion. King had already managed to successfully adapt to disruptive technological changes in the course of its history, could it continue to go solo? Or would an acquisition by a complementary video game maker like Activision be the best choice for King to continue to thrive? The clock was ticking but Zacconi knew that whatever the final decision, it had to satisfy one condition: Player was King.

Catalant, founded in 2013 as an online marketplace where MBAs could bid on consulting projects posted by small- to medium-sized businesses, had expanded by 2016 to provide Fortune 1000 companies with access to over 35,000 independent experts. The founders envisioned extending their matching solutions to help enterprises staff projects with a mix of current employees and external experts, hypothesizing that the "future of work" would involve more flexible employment arrangements. They debated how much to invest in new functionality versus improving their existing marketplace, and how to pitch their evolving strategic vision to investors.

In early 2016, Chuck Davis, chairman and CEO of Prodege LLC, parent company of the brand promotion business Swagbucks, and Josef Gorowitz, Prodege's founder and president, must decide whether to acquire MyPoints, a competitor to Swagbucks, after a significant cultural transformation that the company has just gone through. Over the preceding two years, Davis and Gorowitz had grown Swagbucks from a relatively small venture staffed by people from Gorowitz's personal and professional networks into a professionally managed and rapidly scaling business. This had been no easy task, because Davis had to be careful not to destabilize Prodege's strong culture, which was built around the deeply held religious beliefs of the company's founding employees, many of whom were devout ultra-Orthodox Hasidic Jews, as he introduced change. The culture had resulted in some unique challenges for a growing technology company, such as a requirement that the company shutter its office on Jewish holidays and every week for observance of Shabbat. By 2016, the company was thriving both financially and operationally. Considering the opportunity to acquire MyPoints, which was an established competitor with millions of members, Davis and Gorowitz must determine whether the company's culture is sufficiently robust to integrate another business and its employees.