Data Attribution & Licensing

Data Sources

SourceData TypeLicense
Dubai Land Department (DLD)Transactions (1.15M), Buildings (173K), Lands (304K), Developers (2.1K), Projects (3K), Valuations (2.8K)UAE Federal Open Data License
Dubai Pulse Open DataRental contracts (Ejari, 913K)UAE Federal Open Data License
DLD Mollak PortalService charges (1,715 property groups), building coordinates, management companiesUAE Government open data
Dubai Municipality (Makani)Makani entrance numbers, coordinates, community names (103K buildings backfilled)Public open data — attribution required, may be used for profit but not resold
OpenStreetMap NominatimBuilding geocoding (rate-limited 1 req/sec)Open Database License (ODbL)
Market NewsGulf News, Khaleej Times, The National, Arabian Business, Construction Week, Zawya, developer press releasesTransformative Analytics — sentiment and metadata extraction only; no full-text republication
Consultancy ReportsValuStrat, Cavendish Maxwell, Asteco market reportsTransformative Analytics — citation of public reports for sentiment analysis
DXB InteractCommunity-specific data and sentimentPublic data — attribution required
AI ProvidersOpenRouter (primary AI), Google Gemini (free-text endpoints), Groq (research synthesis), Ollama (local embeddings only)Processed by third-party AI providers — no personal data is sent to AI models; only public DLD registry/market data

All DLD/Ejari data is provided under the UAE Federal Open Data License as published by the Telecommunications and Digital Government Regulatory Authority (TDRA).

UAE Federal Open Data License

Under the terms of the UAE Federal Open Data License, users are free to:

Subject to the following conditions:

The License does not permit the use of any images (including logos, graphics, or photographs) which appear in the original datasets, nor any trademarks associated with the Dubai Pulse platform or the Dubai Government.

Improper use of the data, such as unlawful or misleading actions, will result in the withdrawal of the rights granted by this license.

UAE Legal Frameworks

Federal Decree-Law No. 38 of 2021 — Copyright and Neighboring Rights

Federal Decree-Law No. 45 of 2021 — Personal Data Protection (PDPL)

Federal Decree-Law No. 34 of 2021 — Countering Rumors and Cybercrimes

News Source Compliance

Sourcerobots.txtTermsOur Usage
Gulf News✅ AllowedTransformative AnalyticsHeadlines + short summaries (sentiment/metadata extraction only)
Khaleej Times✅ AllowedTransformative AnalyticsHeadlines + short summaries (sentiment/metadata extraction only)
The National✅ AllowedTransformative AnalyticsVia Google News RSS proxy (sentiment/metadata extraction only)
Arabian Business✅ AllowedTransformative AnalyticsVia Google News RSS proxy (sentiment/metadata extraction only)
Construction Week✅ AllowedTransformative AnalyticsNative RSS feed (sentiment/metadata extraction only)
Zawya✅ AllowedTransformative AnalyticsVia Google News RSS proxy (sentiment/metadata extraction only)
ValuStrat Research✅ AllowedTransformative AnalyticsVia Google News RSS proxy (sentiment/metadata extraction only)
Cavendish Maxwell✅ AllowedTransformative AnalyticsVia Google News RSS proxy (sentiment/metadata extraction only)
DXB Interact✅ AllowedPublic dataCommunity data and sentiment
Emaar / DAMAC / Sobha✅ AllowedTransformative AnalyticsPress releases via Google News RSS proxy
DLD Official✅ AllowedOpen dataFull compliance

What Belongs to DLD

This data is publicly available under the UAE Federal Open Data License.

Field-Level Transformation Register

WAQOV does not resell raw DLD records. Every entity we expose is transformed, normalized, enriched, or computed. This register documents exactly what is preserved verbatim and what WAQOV adds, in accordance with the UAE Federal Open Data License's attribution and non-misrepresentation conditions.

Buildings

CategoryFields
Preserved verbatim from DLDproperty_id, area_name_en, land_number, land_sub_number, project_name_en, master_project_en, building_number, common_area, actual_common_area, floors, rooms_en, car_parks, built_up_area, bld_levels, shops, flats, offices, swimming_pools, elevators, actual_area, creation_date, is_free_hold, is_lease_hold, land_type_en, project_id
WAQOV-derivedlat/lng (geocoded from DLD Mollak coords + Makani), service_charge_sqft (Mollak scrape), chiller_type (Mollak), mollak_scraped (pipeline flag), data_quality_score, provenance_id, import_batch_id, enriched_at
WAQOV-enrichedrooms_ar, area_name_ar, project_name_ar, master_project_ar, property_type_ar, property_sub_type_ar, land_type_ar (Arabic translations from AI inference)

Transactions

CategoryFields
Preserved verbatim from DLDtransaction_id, procedure_name_en, trans_group_en, instance_date, property_type_en, property_sub_type_en, property_usage_en, area_name_en, project_name_en, master_project_en, building_name_en, actual_worth, procedure_area, meter_sale_price, meter_rent_price, rent_value, rooms_en, nearest_metro_en, nearest_mall_en, nearest_landmark_en, has_parking, reg_type_en
WAQOV-computedprice_per_sqft (actual_worth ÷ area), transaction_month (derived from instance_date), estimated_transaction_value_aed, verified_area_sqft, bedroom_configuration (derived from rooms), price_per_sqft_indicator (comparative metric), is_rental (classification flag)
WAQOV-enrichedprocedure_name_ar, trans_group_ar, property_type_ar, property_sub_type_ar, property_usage_ar, area_name_ar, project_name_ar, master_project_ar, building_name_ar, rooms_ar, nearest_*_ar (Arabic translations from AI inference)

Rent Contracts (Ejari)

CategoryFields
Preserved verbatim from DLDregistration_date, start_date, end_date, version_en, area_en, contract_amount, annual_amount, is_free_hold_en, actual_area, property_type_en, property_sub_type_en, rooms, usage_en, nearest_metro_en, nearest_mall_en, nearest_landmark_en, parking, total_properties, master_project_en, project_en
WAQOV-computedmonthly_amount (annual ÷ 12), contract_duration_days (start−end), contract_hash (dedup key — not exposed)
WAQOV-analyticsRental yield cross-referenced against sale prices (materialized views)

Developers

CategoryFields
Preserved verbatim from DLDdeveloper_number, developer_name_en, registration_date, license_source_en, license_type_en, legal_status_en, webpage, phone, fax, license_number, license_issue_date, license_expiry_date, chamber_of_commerce_no
WAQOV-enricheddeveloper_profile_en, developer_profile_ar (AI-generated business profiles), market share analytics

Lands & Valuations

CategoryFields
Preserved verbatim from DLDAll land_*, property_*, verified_area_sqft, actual_area, lot_area_sqft, development_status_en, ownership_type_en, valuation records
WAQOV-analyticsComparative valuation scoring, area benchmarks

Makani Entrances (Dubai Municipality)

CategoryFields
Preserved verbatim from Dubai Municipalitymakani_number, latitude, longitude, dltmx, dltmy, community_number, community_name_en, community_name_ar, entrance_id, gzd, mgrs_zone, mgrs, entrance_type, point_x, point_y
WAQOV-derivedshort_url (link to official makani.ae map — we do not host or alter the Makani source), community ↔ building ↔ transaction joins, nearby-building proximity search

What This Means

What Belongs to WAQOV

WAQOV owns all intellectual property in its:

Attribution

Where DLD data is displayed, we attribute: "Transaction data © Dubai Land Department, distributed via Dubai Pulse Open Data Portal under the UAE Federal Open Data License."

Where Mollak data is displayed, we attribute: "Service charge data © Dubai Land Department. Source: Mollak Portal."

Where Makani data is displayed, we attribute: "Makani data © Dubai Municipality. Source: Makani — Dubai Municipality open data service."

Independent Analysis

WAQOV performs independent statistical analysis and data visualization on the official DLD, Ejari, and Mollak datasets. All calculations, charts, insights, AI-generated content, and market commentary are developed independently and are not endorsed by, affiliated with, or officially approved by the Dubai Government, the Dubai Land Department, or any other government entity.

How We Enrich Government Data

Our value-added processing includes:

Third-Party Data

Data Lag

DLD transaction data is typically published with a 1-3 month delay. Recent months may show lower-than-actual volumes as transactions haven't been registered yet.

Service charge data is updated annually by building management companies via Mollak.

No Warranty

While we strive to maintain accurate and up-to-date information, we make no warranties or guarantees regarding the completeness, accuracy, reliability, or timeliness of any data or analysis. Data may be subject to processing delays, corrections, or revisions by the original data provider. Use at your own risk.

Makani Data Sub-Licensing

Dubai Municipality Makani entrance data is provided as public open data with the restriction that it may be used for profit but not resold. WAQOV's commercial API access constitutes a derivative work — Makani coordinates are combined with DLD transaction data, building proximity searches, and area analytics to create new analytical value. This enrichment is not a resale of raw Makani data. Clients seeking to redistribute raw Makani coordinates independently should obtain a direct licence from Dubai Municipality.

AI Output Licensing

WAQOV retains ownership of all AI-Generated Content (property descriptions, broker profiles, market reports, investment analysis). WAQOV grants each subscribing client a non-exclusive, non-transferable, revocable licence to use, display, and reference WAQOV-enriched and AI-generated data outputs solely in accordance with their subscribed tier and the API Policy. This licence does not permit republication, redistribution, or bulk extraction of AI-generated content.

Limitation of Liability & Indemnification

1. Limitation of liability: WAQOV's aggregate liability for any claims arising from data inaccuracy, service interruption, or API errors shall not exceed the fees paid by the client in the twelve (12) months preceding the claim.

2. Client indemnification: The client agrees to indemnify and hold harmless WAQOV (Dynamic Web Lab FZE LLC), its officers, and employees against any claims, losses, or damages arising from the client's (a) misuse of data in breach of this licence, (b) use of data in a misleading, deceptive, or discriminatory manner, or (c) use of data that falsely implies Dubai Government endorsement in violation of the UAE Federal Open Data License Non-misrepresentation condition.

3. Acceptable use: Clients must not use the API output to (i) reconstruct or resell raw DLD/Dubai Municipality datasets, (ii) misrepresent data provenance or government endorsement, or (iii) circumvent rate limits or access controls.

Copyright

© 2026 Dynamic Web Lab FZE LLC. All rights reserved. WAQOV is a product of Dynamic Web Lab FZE LLC, Sharjah Publishing City Free Zone (Formation No. 4426361). Transaction data © Dubai Land Department, distributed via Dubai Pulse Open Data Portal under the UAE Federal Open Data License. Service charge data © Dubai Land Department, source: Mollak Portal. Makani data © Dubai Municipality, source: Makani public data service.

Contact

For data licensing inquiries: [email protected]