Back to Learnings

Learnings

Multi-location CTV beyond automotive: what retail, restaurants and healthcare can steal from dealer groups

Dusty Sutherland

Dusty Sutherland

VP of Client Success

October 1, 2026
Multi-location CTV beyond automotive: what retail, restaurants and healthcare can steal from dealer groups

Dealer groups hit the streaming TV wall first. High ticket prices, brutal local competition and a long history of direct-response TV made automotive the proving ground.

But the four problems they ran into were never automotive problems. They are multi-location problems: per-location budget governance, store-level attribution, creative at scale, and same-store reconciliation. If you run 40 stores, 80 restaurants or a regional health system, you are already living them.

The wall is the operating model, not the targeting

Most CTV platforms were built for one brand, one funnel, one creative set and one buyer. Multi-location is a different shape: N inventories, N audiences, N stakeholders, N P&Ls. Tools built for one of each do not scale gracefully. They scale with manual effort that grows with every location you add.

Targeting is roughly the same everywhere. The operating layer is what's missing.

Retail chains: the feed is already there

Retail has the clearest path. Most chains already send SKU-level data to paid search and social. CTV is the one channel that never gets the feed.

Picture a 40-store outdoor gear retailer running end-of-season clearance. Mountain-state stores are clearing skis. Coastal stores are clearing surf gear. One generic spot wastes half its impressions in every market. A feed-connected model runs 40 store-specific messages against local audiences, then measures each one against same-store clearance velocity.

Restaurant groups: the cadence is the problem

For restaurants, the bottleneck isn't inventory. It's tempo. Daypart promotions, region-specific menu rollouts, catering-only locations and two-week limited-time offers that must rotate out the day they end.

Self-serve CTV can't sustain 80 location-specific spots on a two-week cycle. A managed model parameterizes by location, daypart and active promotion from one central brief. The LTO ends, the ad ends.

Healthcare networks: hardest translation, highest value

Not every service line exists at every location. Patient-facing advertising is heavily regulated. And patient data can't flow through standard ad channels.

That changes the build. Compliance review belongs inside the production pipeline, not bolted on at the end. Measurement leans on geographic market-mix analysis and appointment volume by service area, not individual-level attribution.

The four findings, in any vertical

  1. Per-location budget governance. Platforms default to the loudest store. Floors and ceilings per location keep a struggling market from being starved.
  2. Store-level attribution. If your vendor can't report reach and outcomes by location, you lose the budget conversation even when the campaign worked.
  3. Creative at scale. Thirty locations, two spot lengths, four refreshes a year is 240 assets before you run two campaigns at once. That is a production problem, not a media problem.
  4. Same-store reconciliation. Every line should tie to a system of record: POS, booking platform, EHR. If finance and marketing pull different numbers, the channel gets cut first.

The proof is already in the data

One Clover auto retailer program delivered a 12% conversion lift, 31% incremental reach and a 19% CPM reduction against a previous self-serve setup, all measured against same-store outcomes. The mechanics behind those numbers, feed-driven creative, per-location planning and reconciliation, don't care whether the location sells trucks, tacos or telehealth.

What to ask before you shortlist a vendor

  • Do you ingest our inventory, menu or POS feed natively?
  • Can we set per-location budget floors and ceilings, and see reach by location?
  • How does measurement reconcile to same-store sales, or to appointment volume by service area?
  • Who owns creative when I need 30 location-specific assets updated every quarter?
  • Who runs the operating cadence when something breaks at 9pm on a Friday?

Most platforms on a CMO's shortlist can't answer those for a 30+ location operator. The automotive playbook was the test case. Everything it proved transfers.

Running 30+ locations outside automotive? Talk to Clover about a multi-location streaming plan built on data, not luck.