Landscape
Karnataka ranks second in India by dark-store count, behind only Maharashtra - a fact that tends to flatten the real story. The state is not a single quick-commerce market but two separate ones that happen to share a border, a language registry, and a government. One is Bengaluru, which alone holds 438 of the state’s 507 stores and runs on the unit economics of a tier-one metro. The other is everything else - twenty-five cities from Mysuru to Kalaburagi to Udupi that, taken together, host fewer dark stores than a single outer-Bengaluru ward.
That imbalance is structural, not temporary. Bengaluru’s catchment is powered by a tech workforce of two to three million people whose household profile is almost perfectly aligned with the quick-commerce pitch: young, dual-income, apartment-dwelling, time-poor, comfortable with a twelve-minute delivery being a baseline expectation rather than a novelty. Mysuru and Mangaluru have demographics that support the product, but not the density. The mid-tier Karnataka city that ought to be the next frontier - Kalaburagi, Ballari, Vijayapura - has neither the density nor, currently, the platform attention. This report documents what that gap looks like at the store level, and where the first operator to commit will find uncontested ground.
Karnataka’s quick-commerce debut tracks the national timeline. Swiggy Instamart rolled out here first on the back of its existing food-delivery rider network. Zepto arrived by opening a dozen South Bengaluru dark stores inside the 2022-2023 window. Blinkit moved fast once Zomato committed to the business line. Between them, they have spent three years building the Bengaluru infrastructure to the point that the city is now genuinely saturated in its core wards - Koramangala, Indiranagar, Whitefield, HSR Layout - and the frontier within the city is shifting outward to Bommasandra, Yelahanka, and the Airport Road corridor. Outside the city, expansion has barely started. That is the analytical tension this report maps.
Regional patterns
Karnataka’s quick-commerce footprint clusters into four distinct regions, each with its own demographic story and competitive shape.
Bengaluru Urban (438 stores, 1 city). The single metropolitan district accounts for 86.4% of the state’s stores. All three major platforms operate at scale: Blinkit at 164, Zepto at 159, and Swiggy Instamart at 115. The city-within-the-city pattern is tightest here - Koramangala and HSR Layout alone host more than thirty stores combined. This is the only district in the state where three-operator saturation is the norm rather than the exception, and where the competitive question has shifted from “who is present” to “who can operate profitably at this density.”
South Karnataka (Mysuru, Mandya, Hassan, Chamarajanagar). Twenty-three stores across four cities. Mysuru with 21 stores is the only mid-sized deployment, with a rare three-way competitive split (Zepto 8, Swiggy 7, Blinkit 6) that looks more like a nascent metro than a tier-two city. Mandya and Hassan have one Blinkit store each - placeholder presence rather than real markets. Chamarajanagar has none.
Coastal Karnataka (Mangaluru, Udupi, Karwar). Eleven stores across two cities, dominated by Mangaluru (6 stores) and Udupi (4). Mangaluru has a unique Blinkit-Swiggy duopoly with zero Zepto presence - the only sub-metro where Zepto has consciously skipped. Coastal economics favour Swiggy Instamart’s integration with the broader Swiggy food-delivery network, which explains its outsized presence here relative to state averages.
North Karnataka (Hubballi-Dharwad, Belagavi, Kalaburagi, Vijayapura, Ballari, Raichur, Bidar, and the rest of Gulbarga-Bidar-Belagavi-Dharwad axis). Twenty-five stores across twelve cities. This is where the underservicing story lives. Hubballi-Dharwad (collectively India’s twenty-fifth-largest urban agglomeration) has seven stores. Kalaburagi, Ballari, and Vijayapura - each home to more than three hundred thousand people - have exactly one store each. The entire North Karnataka region has fewer dark stores than a single South Bengaluru ward.
The practical takeaway for operators and investors: Karnataka’s expansion headroom is concentrated in North Karnataka and the South/Coastal tier-two corridors. Bengaluru itself will continue to grow, but the marginal-store economics are now harder than they have ever been, and the 2026 expansion map should be looking past the city boundary.
Underserved markets
Eight Karnataka cities with populations above two hundred thousand currently host one or zero mapped dark stores. Four are within a three-hour drive of Hyderabad’s established quick-commerce infrastructure, which makes the expansion path operationally straightforward - a Hyderabad hub store can serve as a restocking anchor for North Karnataka rollouts. The rest are accessible from Bengaluru, Hubballi, or Pune depending on the corridor.
The per-city notes below are intended as expansion shortlists, not forecasts. They describe the market readiness each city presents as of our March 2026 snapshot.
Kalaburagi (Gulbarga) · 760k population · 1 Blinkit store. The largest city in Karnataka’s Hyderabad-Karnataka region, historically an administrative and educational centre. Median household income is mid-tier by Karnataka standards but the urban catchment is dense enough to support multi-store operations. Blinkit’s single presence here is a scouting placement, not a committed footprint. The city has been a notable absence in Zepto’s southern rollout and is almost certainly on the twelve-month expansion consideration list for both platforms. High expansion potential.
Ballari (Bellary) · 570k population · 1 Blinkit store. Karnataka’s mining and steel hub. Commercial activity is higher than demographics alone would suggest due to the industrial economy, and the town’s emerging middle class is underserved by modern retail. The Bangalore-Hyderabad corridor passes directly through; logistics cost is not a constraint. High expansion potential, though the catchment profile skews male-heavy workforce which is atypical for quick-commerce adoption curves.
Vijayapura (Bijapur) · 460k population · 1 Blinkit store. Pilgrimage and agricultural trade centre in North Karnataka. Seasonal demand makes unit economics lumpier than cities with steady white-collar employment, but the baseline population justifies at least two-to-three stores in the medium term. Medium expansion potential, probably behind Kalaburagi and Ballari in platform priority lists.
Raichur · 320k population · 1 Blinkit store. Thermal power plants and cement manufacturing anchor the local economy. Smaller than Kalaburagi but similarly positioned within the North Karnataka tier-two ring. Medium expansion potential; likely within 18 months of a second platform entering.
Dharwad · 305k population · 1 Blinkit store. The twin city of Hubballi. Collectively the Hubballi-Dharwad agglomeration hosts seven stores, all in Hubballi proper. Dharwad’s coverage gap is less about the city being unreached and more about platforms concentrating on Hubballi’s commercial district - a distinction that matters operationally but looks odd when read as raw city-level data. Medium expansion potential contingent on overall Hubballi-Dharwad demand scaling.
Bidar · 300k population · 1 Blinkit store. Border city with Telangana. The nearest established quick-commerce network is in Hyderabad (150 km). Workforce availability is not a constraint; customer depth is. Medium expansion potential, probably the last of the medium-tier candidates to get serious attention.
The remaining two cities on the list - Hosapete and Gadag-Betageri - are smaller still (200-230k population) and have either zero or one store. They are low expansion potential in the near term, more accurately described as long-tail infill than white space.
Taken together, North Karnataka represents approximately two million urban residents who are currently served by about eight quick-commerce stores. If the region scaled to even half the density of Bengaluru’s outer wards, it would support forty to sixty stores. That is the headline expansion number to keep in mind when reading the full report.
Workforce and economic impact
Applying industry-standard staffing ratios (18-28 workers per dark store, including pickers, packers, shift leads, billing associates, store managers, and attached delivery partners), Karnataka’s quick-commerce workforce lands in a 10,600 to 16,200 band. Of that base, approximately 5,000 to 7,600 are pickers and packers (the largest role category), roughly 3,000 to 5,000 are delivery partners, and around 500 to 1,000 occupy shift-lead, scanning, billing, and management positions.
Ninety percent of this workforce sits inside Bengaluru. Tier-one metro salary bands apply: entry roles earn ₹14,000-22,000 monthly with attendance bonuses of ₹1,000-1,500, shift incharges ₹20,000-30,000, store managers ₹35,000-70,000. Outside Bengaluru, Tier-1 non-metro and Tier-2 salary structures kick in at 10-25% lower across every level. For more than half the state’s dark-store employees, a move from Mysuru or Mangaluru to Bengaluru implies a 15-20% pay bump for the same role - a flow that is currently constrained by housing cost in Bengaluru but will intensify as tier-two cities continue to underdevelop their local quick-commerce infrastructure.
Attrition in the industry runs 15-30% monthly, among the highest across any organised retail category in India. For Karnataka, that implies 16,800 to 33,800 new hires every year simply to replace departures - a hiring volume that exceeds the total workforce of many traditional retail chains operating in the state. The hiring infrastructure that supports this churn - WhatsApp groups, staffing agencies, platform-specific “Captain” and “Associate” onboarding apps, labour contractors - is increasingly a source of competitive advantage rather than a shared industry utility, and the operators who can reliably fill a twenty-person dark-store roster inside three days of a store open are the operators who will win the next 150 Karnataka stores.
Methodology and limitations
This report is built from the QuickCommerceMap dataset - the verified March 2026 snapshot of every Indian dark store operated by Blinkit, Zepto, and Swiggy Instamart. Karnataka store records were resolved via our three-step reverse-geocoding fallback (Ola Maps as primary, Mappls as fallback, OpenStreetMap Nominatim as last resort), with manual review applied to stores that initially geocoded to generic city centroids rather than specific localities.
Data window. March 2026 collection; quarterly refresh cadence. The next update replaces this snapshot in July 2026.
Population estimates. City populations cited throughout are 2026 projections derived from the 2011 Census of India urban agglomeration totals, extrapolated with conservative municipal growth factors (1.25x-1.85x depending on historical growth rate). These are estimates, not census counts; the next census data cut will materially reshape some of these figures.
District assignments. Dark store records do not always carry a clean district field after reverse-geocoding. We cross-reference every city-level aggregation against a manually maintained city-to-district table sourced from Karnataka’s panchayat and municipal records. Two small cities (Southe Gowdanahalli and Bhuvanahalli, one store each) are reported here as Unassigned because they appear in platform-reported addresses but do not map cleanly to a standard urban unit - both are rural localities that a platform has tagged as a “city” for operational reasons.
Exclusions. Pure delivery hubs that hold no inventory, stores flagged as temporarily closed for more than thirty consecutive days at the snapshot date, franchised store-in-a-store arrangements (rare in Karnataka), and pilot stores inside malls where the operator has not committed to standalone operations.
Known limitations. Store churn is continuous - any given dark store can open or close within a given week. We detect closures via two consecutive missed scrapes, but a brand-new opening in the week before our data cut will not appear in the snapshot. Reverse-geocoding occasionally resolves a store to an adjacent neighbourhood; we correct the most visible cases manually but edge cases remain. Workforce estimates are derived from industry staffing norms and a midpoint operator mix, not from platform payroll records - they are defensible order-of-magnitude figures, not audit numbers.
Non-affiliation. QuickCommerceMap is an independent research product. It is not affiliated with, endorsed by, or sponsored by Blinkit, Zepto, or Swiggy Instamart. All store counts are independently verified; no platform has pre-reviewed these findings.
For the complete methodology, district-level data tables, underserved-market expansion calculations, per-locality store rosters inside Bengaluru, and the full sources and assumptions appendix, see the paid edition of this report.