BellData Intelligence
Data · Coverage

The country,
recorded.

Companies, people, jobs, signals, regulations, ownership graphs, sectors, tenders, news, air & road traffic, weather, geo data, government data, political data — every observable surface of Qatar, captured as structured records.

Twenty-one record types across five tiers. Around 500+ datapoints on every record. 1.2 billion datapoints scanned, tracked, and updated every day — all on one graph, all cited end to end.

Live data plane · whole Qatari surface
1.2 B
Datapoints tracked daily
scanned & updated, every day
The record type taxonomy

Five tiers. Twenty-one record types. One graph.

Bell models the country in five tiers, from the organizations that exist down to the live world they operate in. Every record type below carries the fields shown on its card, with full source lineage and continuous refresh where the data is live.

01
Organizations
Who exists.
4 record types
Private companies
130,000+ (35,000+ active)
Fields
  • Name & registrations
  • Sector & sub-sector
  • Employees & revenue band
  • Leadership & board
  • Ownership cap table
Government bodies
180+
Fields
  • Ministry / agency name
  • Mandate & jurisdiction
  • Leadership
  • Publication cadence
Semi-government
90+
Fields
  • Name & parent
  • Sector
  • Ownership structure
  • Leadership
Sectors
12
Fields
  • Taxonomy & sub-sectors
  • Primary regulator
  • Market size
  • Growth velocity
02
People
Who runs them.
3 record types
People
1.6M+ (240,000+ decision-makers)
Fields
  • Name & role
  • Organization & tenure
  • Decision weight
  • Public profile
  • Contact paths
Public figures
8,400+
Fields
  • Name & role
  • Public presence
  • Recent appearances
  • Network position
Networks & relationships
1.4M edges
Fields
  • Board overlaps
  • Alumni links
  • Co-investments
  • Family ties
03
Activity
What is happening.
4 record types
Jobs
14,800 / mo
Live
Fields
  • Title & level
  • Employer & sector
  • Tech stack mentioned
  • Posted date
Tenders & RFPs
420 / mo
Live
Fields
  • Title & issuer
  • Sector
  • Value range
  • Deadline & eligibility
News
12,000 / mo
Live
Fields
  • Title & source
  • Date
  • Entities mentioned
  • Sentiment & topic
Signals
4,127 / day
Live
Fields
  • Kind & source
  • Affected entity
  • Time-stamp
  • Downstream routing
04
Governance
The rules & oversight.
4 record types
Regulations
3,200+
Fields
  • Authority & title
  • Type & effective date
  • Affected sectors
  • Compliance status
Licences
11,400+
Fields
  • Type & holder
  • Issuer & validity
  • Status & history
Political data
Fields
  • Policy area
  • Public positions
  • Statements
  • Sectoral alignment
Government datasets
180+
Fields
  • Ministry & publication
  • Dataset & schema
  • Release cadence
  • Last updated
05
The living country
The live world Bell records.
6 record types
Ownership graph
1.2M edges
Live
Fields
  • Nodes & edges
  • Ownership %
  • Ultimate beneficial owner
  • Change history
Geo data
every Doha address
Fields
  • Lat/lon & address
  • District & area
  • Building type
  • Accessibility
Air traffic
live feed
Live
Fields
  • Flight & airline
  • Origin & destination
  • Time & status
  • Aircraft & cargo class
Road traffic
live feed
Live
Fields
  • Road segment
  • Congestion level
  • Incidents
  • Average speed
Weather
live feed
Live
Fields
  • Temperature & humidity
  • Wind & visibility
  • Alerts
  • Forecast windows
People-activity heat
live aggregates
Live
Fields
  • Density per district
  • Time-of-day pattern
  • Day-of-week pattern
Anonymized aggregates only — district-level density, no individual tracking.
One record, fully unpacked

500+ datapoints, on every record.

What ‘500+ datapoints per record’ actually looks like. Below is Doha Health Network — one Qatari company, twelve field groups, every datapoint tracked, verified, and updated continuously by the pipeline.

Doha Health Network
Healthcare · private clinic operator · 380 employees
Live record508+ datapoints
Identity
28 fields
  • Trade name (Arabic + English)
  • Legal name
  • MoCI commercial registration
  • QFC licence number
  • Other registrations & licences
  • Tax registration
  • Founded date
  • Trading status
  • Aliases & historical names
Location & footprint
34 fields
  • HQ address & district
  • Geo coordinates
  • Building details
  • Branch locations
  • Geographic catchment
  • Accessibility & transit
Ownership cap table
42 fields
  • Owners & percentage held
  • Parent entity
  • Subsidiaries
  • Family-office links
  • Ultimate beneficial owner
  • Historical changes
  • Pledged shares
  • Voting structure
Decision unit
56 fields
  • CEO, CFO, CTO, COO
  • Board members & tenure
  • Department heads
  • Decision-weight scores
  • Tenure & prior roles
  • Public-profile signals
  • Contact paths
  • Network connections
Financials & scale
38 fields
  • Revenue band
  • Employee count (current + trend)
  • Growth rate
  • Funding history
  • Reported assets
  • Sector benchmarks
  • Multi-year history
Hiring & jobs
47 fields
  • Open roles
  • Hiring velocity
  • Technologies hiring for
  • Hiring patterns by function
  • Recent leadership hires
  • Departure signals
Tech stack
31 fields
  • Software in use (vendor signals)
  • Cloud / infra footprint
  • Migration signals
  • Integration partners
  • Public-API usage
Live signals
64 fields
  • Filings & regulatory events
  • Leadership changes
  • Expansion / capacity
  • RFP / tender activity
  • Funding events
  • Partnership announcements
  • News mentions
  • Sentiment trail
Regulatory & compliance
39 fields
  • Sector licences held
  • Compliance status
  • Court / tribunal record
  • Sanctions / PEP screening
  • Audit findings
  • Required filings
Graph relationships
52 fields
  • Customer relationships
  • Supplier chain
  • Partnerships & JVs
  • Competitor set
  • Board overlaps
  • Alumni connections
  • Family-office co-investments
Intelligence overlay
45 fields
  • Buyer-intent score
  • Churn-risk score
  • Sector-heat alignment
  • ICP fit per workspace
  • Bella recommendations
  • Forecast probability bundles
Provenance & lineage
32 fields
  • Source per field
  • First-seen timestamp
  • Last-verified timestamp
  • Agreeing-source count
  • Dissenting-source count
  • Update history & replay
Total: 508+ datapoints · every one tracked, verified, and refreshed continuouslyMultiply by 35,000+ actively trading Qatari companies (130,000+ in total).
The living country layer

Not just records. The world they operate in.

Most data products stop at the entity. Bell goes one step further — capturing the live environment those entities operate in. Air, road, weather, people-density, geo, ownership: the moving picture of Qatar, recorded as structured data alongside everything else.

Live

Air traffic

Every commercial flight in and out of Qatar, live — airline, aircraft, route, time, status, cargo class.

Flight delays at Hamad International, by carrier, on a 60-second refresh.
Live

Road traffic

Live congestion across major Doha corridors and ring roads. Incidents, average speeds, segment-level health.

C-Ring at rush hour, every minute. Routes to Lusail, alternatives suggested.
Live

Weather

Live weather across Qatar — temperature, humidity, wind, visibility, dust, alerts, multi-window forecasts.

Visibility drops below 2 km in Mesaieed — operational signal for logistics.
Live

People-activity heat

Anonymized aggregate density of where people are across Doha, by district and time. No individual tracking, no personal identifiers.

West Bay foot-traffic patterns by hour, day of week, season.
Live

Geo & address graph

Every Doha address, every building, every district resolved to coordinates — cross-referenced with the company graph.

Cluster the 7 healthcare providers in 4 km² around Hamad. Render on the map.
Live

Live ownership graph

Cap tables, parent-subsidiary edges, family-office holdings — refreshed as filings and statements land.

The family-office LP's liquidity preference announcement — on the graph 6 minutes after disclosure.
People-activity is captured as district-level anonymous aggregates only — no individual identifiers, no personal data, no surveillance. Read more about how Bell handles privacy →
Where the data comes from

Six source classes. One graph.

Coverage at this scale doesn't come from one place. Bell pulls from six distinct source classes, weighs them against each other, and reconciles the result into a single canonical record per entity.

Public regulators

Every authoritative regulator in Qatar that publishes machine-readable records or bulletins.

MoCI, QFC, QCB, QFMA, MoPH, MoFA, GTA, MoI, judiciary & tribunals.

Press & media archive

Continuous ingestion of Qatari and GCC press coverage — long-form, daily, and live.

Gulf Times, Peninsula, Tribune, Al-Sharq, plus regional and international coverage of Qatar.

Local partnerships

Trusted local partnerships in sectors where partnership unlocks granularity public sources can't reach.

Sector-specific data partners with whom Bell has formal agreements; jointly maintained, audit-trail attached.

Bell's own collection

Proprietary collection systems Bell designed, built, and operates — running on Bell-owned servers in Qatar.

No off-the-shelf scrapers. No licensed third-party datasets. Software Bell owns end to end.

Academic & policy

Qatari and regional think-tank publications, academic literature, white papers, and policy analyses.

Education City research, regional policy institutes, multilateral organization reports.

Open international datasets

Public international datasets relevant to Qatar — trade flows, sanctions lists, macro indicators, transport feeds.

Official international body publications, treaty data, cross-border trade statistics.
You've seen what Bell holds
Now query it.
Activation runs from 1 to 24 hours from your access request. The 21 record types open on your workspace the same day.
Three lenses on the same coverage

What Bell.qa changes when the country is a database.

For the analyst

Twenty-one record types you can query, cross-reference, and pull citations from. Every field has its source, every datapoint has its last-verified timestamp. The country, in a database you can interrogate.

For the data buyer

130,000+ Qatari companies (35,000+ actively trading). 1.6M+ people in the graph, 240,000+ of them named decision-makers. 500+ datapoints on every record. 1.2 billion datapoints scanned and updated every day. Coverage you can defend in procurement.

For the partner / investor

Bell hasn't licensed Qatar — Bell has built it. The data layer is owned, hosted in-country, and refreshed continuously by an infrastructure stack Bell controls end to end. A defensible moat.

The country, in one database.

Organizations. People. Activity. Governance. The living country. Twenty-one record types, 500+ datapoints each, 1.2 billion datapoints kept current every single day — all on one graph, all cited, all yours to query.