An Indian startup that has conquered Bengaluru and now eyes the globe tends to underestimate one thing with real consequences: distance. Not the kilometres, which are obvious, but the four distances Ghemawat's CAGE framework makes visible, Cultural, Administrative, Geographic, Economic, each perfectly capable of killing a market entry that looked flawless on the slide.
Cultural distance is the trap that ambushes product people, because product-market fit is culturally specific in ways that are invisible from inside your home market. A model tuned to Indian behaviour, price sensitivity, payment habits, trust signals, communication norms, does not transfer intact to Boston or Berlin, and the gaps are usually subtle enough to miss until the retention numbers come back wrong and nobody can say why. The thing that felt intuitive to every user in Bengaluru feels faintly off to every user in Munich, and "faintly off" compounds into churn.
Administrative distance is the trap that ambushes operators. Regulatory regimes, legal systems, data-residency rules, licensing, tax structures, they differ enough that the compliance work of entering a market is frequently larger than the product work. Startups that budget for the product and wave away the paperwork stall in regulatory quicksand while their runway drains. Economic distance, differences in income, cost structures, infrastructure, decides whether your unit economics even survive translation: a model that sings at Indian cost structures and price points can be flatly non-viable at Western ones, and occasionally the reverse.
CAGE's value is not "don't expand." It is forcing you to quantify which distances are large for your specific business and target, because the answer changes by industry. A pure-digital product faces low geographic distance but potentially brutal cultural and administrative distance. A logistics business faces the mirror image. The startups that scale internationally without breaking themselves map their specific CAGE profile honestly, prioritize markets where the relevant distances are small, and adapt deliberately where they're large. The ones who assume "what works in Bengaluru works everywhere" discover, at considerable expense, that the framework had described their failure in advance and they hadn't bothered to read it.