The episode opens with Iulian Dafinoiu — MrQ's CTO — delivering a punchy self-introduction that doubles as the episode's thesis: this is a story about going from zero to hero. Shane McAllister, representing the MongoDB Developer Relations team, then layers in the context, painting MrQ as a UK-based online casino that has been reshaping the space since 2018 with a player-first, fun-first ethos. Shane previews the arc of the conversation: Iulian's background, MrQ's inception, the philosophy behind keeping gambling fun and transparent, and the company's use of MongoDB from the very beginning — first on-premise, then migrating to Atlas. It's a brisk, confident opening that sets up both the business and the technology story to come.

Shane invites Iulian to introduce himself properly, and the result is the kind of honest career narrative that resonates with every developer who has taken the long road to a title. Iulian has been a software engineer for 13 years, more than half of which have been spent at MrQ. Before that, he moved through large corporates — stints at Gamesys, time in smart housing, time in banking — searching for a fit that never quite materialised. After six years of that, he was hungry to start something of his own but admits it was probably too complicated a move at that stage. Instead, he found MrQ and its two founding directors, Sava and Oded, through Lindar — MrQ's parent company — and immediately sensed the opportunity. It's a story about knowing when to take the right risk rather than the biggest one, and it sets the cultural tone for everything that follows.

Shane asks the obvious question: why the name 'MrQ'? The answer is disarmingly pragmatic — the three-letter domain was available, nothing more. With the naming question out of the way, Iulian goes deeper on the founding story. The parent entity Lindar was already operating white-label casinos before MrQ existed, but those platforms were plagued with problems: poor player data visibility, no real-time event streams, and weak back-office systems. The directors asked a simple question — can we not do this better? — and Iulian came aboard with a clear answer. ^{[1] — Iulian Dafinoiu "Founded 2015, launched 2018: MrQ was founded in September 2015 but did not launch to the public until 2018, spending the intervening years …" 06:13 Play} The vision from day one was to be a data-driven technology company operating in the gambling space, not a traditional casino. Because there was no external funding, the team spent the years between 2015 and 2018 doing other projects to pay the bills while building the core platform — a bootstrapped patience that would shape MrQ's identity for years to come.

The conversation widens into an explanation of how the UK online gambling market actually works, and Shane — a self-described skeptic with a developer's instinct to question algorithmic fairness — pushes Iulian on the mechanics. Iulian explains the full compliance stack: every new game, every game engine, every wallet-adjacent feature must be certified, and annual audits cover security, games, and compliance simultaneously. The market is, in his words, heavily commoditised — players expect to find the same games on every platform, much as they would in a supermarket. This is precisely where MrQ found its differentiation angle: not in having unique games, but in building a platform experience that respects the player. ^{[1] — Iulian Dafinoiu "The mindset was always to not be an online casino, but actually be a kind of a data-driven technology company that operates in the gambling…" 06:40 Play} MrQ's vision is to shift gambling's image from a loss-chasing activity into something that can be genuinely fun — but only if the player feels in control, understands the rules, and has full transparency. It's an ethos that runs through every product decision the company makes.

This is where MrQ's philosophy becomes most concrete — and most commercially provocative. Iulian explains that MrQ never promises life-changing wins, unlike most of its competition. ^{[1] — Iulian Dafinoiu "We don't promise life-changing wins. We just started our new national TV ad and we're doubling down on our motto, which is you win some and…" 26:10 Play} From 1 March 2023, the company went even further, launching a national TV advertising campaign that doubles down on a message the rest of the industry dares not say: you will lose. Not 'you might lose', but 'you will definitely lose'. The campaign's motto — 'you win some and you lose some' — is deliberately honest, and Iulian notes that a lot of people find it refreshing in a market saturated with jackpot promises. Shane draws a parallel with the house-always-wins reality of Las Vegas, and Iulian confirms: that's exactly the point. The bet is that transparency builds player loyalty in a way that overselling never can.

Shane presses on the mechanics of online game fairness, and Iulian provides one of the episode's most instructive explanations. Games are certified as random — not truly random in the mathematical sense, but sufficiently so — and winning big now doesn't make losing more likely immediately after. ^{[1] — Iulian Dafinoiu "RTP explained: 98% over millions of spins: An RTP of 98% does not mean a player wins 98% of the time — it means that across millions of spi…" 32:30 Play} The key metric is RTP, or Return to Player: a figure that, at 98%, means 98% of all money wagered is returned to players across millions of spins in aggregate, not 98% of any individual's sessions. MrQ always picks the highest available RTP from providers' ranges, and is now running an education campaign to help players understand the real meaning. Layered on top of RTP is volatility: high-volatility games can produce fifty losses in a row followed by a massive win; low-volatility games deliver small, frequent fluctuations. Both can share the same RTP. It's a nuanced picture that most operators never bother explaining to their players.

Shane asks for the numbers, and Iulian delivers them plainly. Over a million registered players, with tens of thousands active concurrently. Seven hundred games on the platform from more than forty providers. ^{[1] — Iulian Dafinoiu "700 games on platform: MrQ hosts 700 games from over 40 third-party providers, constantly curating the library to ensure quality across all…" 36:42 Play} But it wasn't always this way. When MrQ launched in 2018, the team was naively confident they could attract players with a smaller, curated selection of high-quality games from a handful of preferred providers. Players disagreed loudly — asking immediately for games that weren't there. MrQ responded by expanding the library aggressively, but they haven't simply accumulated games passively: the team actively culls the catalog, regularly testing every game across all devices and pulling anything that doesn't perform well. It's a quality-over-quantity philosophy that takes real operational effort at 700 titles and counting.

The numbers are remarkable when they land: MrQ's entire backend engineering team consists of 8–10 developers. The game studio has 3. The frontend team has 4. DevOps is a single talented engineer, and QA is two people. ^{[1] — Iulian Dafinoiu "Backend team: 8–10 devs: Despite serving over a million users, MrQ's entire backend engineering team consists of only 8 to 10 developers, w…" 43:00 Play} Iulian is unapologetic about this. Culture, not headcount, is the company's most important asset, and he is blunt: once you scale too fast, culture is gone and you cannot recover it. The team stayed at 3–5 people all the way from founding through to 2018–2019. Only in the last year and a half to two years before this episode did the team properly begin to expand. The payoff is visible: everyone is in the right role, everyone understands the mission, and the team is genuinely happy. It's a counterintuitive argument — that restraint in hiring builds a stronger company — and Iulian makes it compellingly.

Shane steers the conversation toward the technical stack, and Iulian walks through the architecture with quiet pride. The backend is Java and Kotlin. The frontend is React.js. Real-time events flow through Kafka. Redis handles caching. And at the centre of it all, MongoDB serves as the primary database for every MrQ microservice.^[1] The architecture was designed from the start with horizontal scalability in mind: every service is stateless, meaning it stores no session data internally and can be spun up or down freely. MongoDB's native sharding capability is what makes this seamless. Layered on top of the core stack is machine learning magic running on Google Cloud — powering the personalisation and player safety features that define MrQ's product direction. It's a clean, modern stack that a small team can operate effectively.