How to choose a foodservice data provider
A foodservice data provider sells records of the restaurants, bars and cafes your team sells into, and this guide gives ten criteria to judge one, with Dashmote's own answers as a reference point: 20M+ venues in 60+ countries. The right provider shows you where you can win, and where you are not winning today, before your reps spend a single visit on it.
Typical provider: what to ask, not a rating of any one company.
The trusted intelligence layer for teams selling to Hospitality & Retail
Start with the question your sales team needs answered
Foodservice data providers answer different questions, and most buying mistakes start with picking a good provider for the wrong one. Before you compare vendors, write down which of these your team is trying to answer:
- Market measurement: how big is the on-trade, and what is our share of sales? Measurement panels are built for this.
- Trends and menus: what will consumers want next, and what is moving on menus? Trend platforms are built for this.
- Outlets to sell into: which bars, restaurants and cafes in my territory should my reps visit, and what do they list today? Outlet data for field sales is built for this.
- The delivery shelf: is my product listed, available and well presented on delivery apps, store by store? Digital shelf data for food delivery is built for this.
A Head of Sales, an On-Trade lead or a Key Account lead usually needs the third question answered, and often the fourth. The rest of this guide is for teams choosing outlet data for field sales. Field audits, an in-house build and market measurement panels are compared on outlet data options compared.
Ten criteria to judge any provider
Ask every provider the same ten questions, in writing, and ask for a number and a date wherever one exists. A claim without a number is hard to compare.
- Coverage per country and channel: how many open outlets per country, split into restaurants, bars and pubs, cafes, hotels and quick service, and as of which date.
- Independents as well as chains: most outlets in most markets are independent, so check that the long tail is there, not only the big groups.
- Freshness stated as a number: how often records are updated, and how fast new openings and changes appear.
- What is on each record: menus, the brands on each menu, venue photos, delivery listings, reviews and social profiles, not only a name and an address.
- Delivery app coverage: which apps in which countries, and whether each delivery storefront is joined to the physical outlet.
- Fit with your CRM and field-sales app: delivery by file or API, and a way to mark which outlets are already your accounts.
- A trial on your own territory: a test on outlets you know is worth more than any sample file the provider picks.
- The class of data: venue-level business data or personal contact data about named people. Your data protection officer will ask.
- How pricing scales: by country, territory, seats, data layers or records, and whether there is a monthly commitment.
- Support: who sets you up, how soon your reps can start, and whether there is an implementation project at all.
How to test a provider on 50 outlets
The fastest honest test uses outlets your team already knows, run with the same list on every provider.
- Pick one territory your best rep knows well.
- List 50 outlets there: 20 current accounts, 20 outlets you know but do not supply, and 10 that opened or changed recently.
- Ask each provider for its record on all 50, plus every other outlet it holds in that territory.
- Check each record against what your rep knows: the right name and address, the right category, the menu, which brands are listed, and whether there is a delivery storefront.
- Count three things per provider: outlets found, records correct, and outlets in the territory your team did not know about.
The last count matters most: new doors your team had not seen are where you can win. For a written version of these questions, use our RFP template and checklist.
The criteria checklist: Dashmote and a typical provider
Use this checklist on every shortlist. The Dashmote column gives our facts as of October 2026; the typical provider column says what to ask for, because answers vary widely and a claim without a number and a date is hard to compare.
| Criterion | Dashmote | Typical provider: what to check |
|---|---|---|
| Coverage per country and channel | Dashmote20M+ venues in 60+ countries, 25+ of them in Europe, across 5 channels | Typical provider: what to checkAsk for open outlets per country and per channel, with the date of the count, not one global total |
| Independents and chains | DashmoteIndependents and chains on the same record; 25,000+ restaurant chains detected | Typical provider: what to checkCheck that the long tail of independents is there, not only the big groups |
| Freshness | DashmoteOutlet records updated monthly; 200,000+ outlets first seen in the last 90 days; delivery data refreshed monthly | Typical provider: what to checkAsk how often records are updated and how fast a new opening appears, as a number |
| Fields on each record | Dashmote100+ data points per outlet; 5M+ menus read in 60+ countries, with the brands on each menu | Typical provider: what to checkAsk for a sample record from your own territory and count what is on it beyond a name and an address |
| CRM matching | DashmoteCSV export or API, and CRM matching that marks which outlets are already your accounts | Typical provider: what to checkAsk whether the provider matches its records to your CRM, or leaves the matching to your team |
| Delivery app signals | Dashmote15M+ storefronts on 100+ platforms in 60+ countries, each joined to its physical outlet | Typical provider: what to checkAsk which apps in which countries, and whether each storefront is joined to the outlet or sold as a separate list |
| Social signals | DashmoteInstagram, TikTok and YouTube profiles on the outlet record | Typical provider: what to checkAsk which social platforms are covered and how they are linked to the outlet |
| Onboarding speed | DashmoteOff the shelf, no implementation project | Typical provider: what to checkAsk how long until your reps work a list, and whether a project or a setup fee comes first |
| Class of data | DashmoteVenue-level business data about outlets | Typical provider: what to checkAsk which fields hold personal data about named people, and on what legal basis |
How we define and check these numbers is on our data quality page; how the price is built is on how pricing works.
Where outlet data sits next to your field-sales app and CRM
Outlet data is the layer behind the tools your team already uses, such as Salesforce Consumer Goods Cloud, Repsly or Pepperi. Dashmote works alongside your CRM or field-sales app by file or API; a light mobile workspace for reps (visit lists) is available as an optional add-on. Ask each provider how its records reach that tool: by file, by API, or both, and whether it can mark which outlets are already accounts in your CRM. With Dashmote, the planner works from the full market behind a laptop, and the rep gets a short list of the right doors with the reasons to walk in.
Check the class of data at the same stage: venue-level data is a different question from personal contact data about named people. Ask each provider which fields hold personal data, and on what legal basis.
Frequently asked questions
How do I choose a foodservice data provider?
Start with the question your sales team needs answered, then judge each provider on the same ten criteria: coverage per country and channel, independents, freshness as a number, what is on each record, delivery app coverage, CRM fit, a trial on your own territory, the class of data, how pricing scales and support. Finish with a test on 50 outlets your team already knows.
Which questions should I ask a foodservice data vendor before buying?
Ask for open outlets per country and channel with a date, how often records are updated, what is on each record, which delivery apps are covered, how data reaches your CRM, whether personal data is included, and how the price scales. Our RFP template lists 37 questions ready to send.
How many countries does each foodservice data provider cover?
It varies a lot, so ask each provider for a country list with outlet counts per country and a date. Dashmote covers 60+ countries with 1,000+ open outlets each, 25+ of them in Europe.
Which companies provide restaurant and bar data for on-premise sales teams?
Several kinds of provider do: market measurement panels, trend and menu platforms, outlet databases for prospecting, and delivery digital shelf tools. Each answers a different question, so start from yours. Our page on outlet data options sets out when a provider, field audits, an in-house build or a panel fits best.
Can I load outlet data into Salesforce Consumer Goods Cloud or Dynamics 365?
Yes, by file or API. Dashmote delivers outlet records as a CSV export or through an API, and CRM matching marks which outlets are already your accounts, so the data can sit in the CRM or field-sales app your team already uses.
How fresh should restaurant data be?
Fresh enough that a rep finds the venue as the record describes it: ask how often records are updated and how fast new openings appear, as a number, not a general claim. Dashmote outlet records are updated monthly, and 200,000+ outlets were first seen in the 90 days to October 2026.
Should I test a provider before I buy?
Yes. Run the same 50 outlets from one territory through every provider on your shortlist and count outlets found, records correct and outlets your team did not know about. A test on your own territory says more than any sample the provider picks.
Related reading
For the person signing off
The business case for a provider rests on three things you can check before you sign:
- New doors: the outlets in your territory that are missing from your CRM, counted on your own 50-outlet test.
- Fewer wasted visits: reps who know the menu and the competitor already on it before they walk in.
- Start tomorrow: off-the-shelf data and AI with no implementation project, so the test territory becomes the first one you roll out.