SYSTEM all green source tranio.com queue 12,408 listings p99 latency 218ms dataflirt.com · scraper/tranio-com
RUN · 42 active pipelines · tranio.com live

Cross-border property data,
at warehouse scale.

We extract global property listings, yield estimates, residency program criteria, and pricing histories from Tranio. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Properties extracted
84K /run
Price updates
12.4K /24h
Yield estimates
31K /run
Active pipelines
42
Uptime
99.94%
Data Dictionary

Every field we extract from tranio.com

Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.

Complete list of extractable fields for Property Listings objects from tranio.com. All fields typed and schema-versioned.

property_idtitleproperty_typestatusbedroomsbathroomstotal_area_sqmliving_area_sqmlot_area_sqmyear_builtdescriptionamenitiesimage_urlsfloor_plan_urlspage_url
property_listings
● 200 OK
"property_id": "TR-98241",
"title": "Luxury Villa with Sea View",
"property_type": "Villa",
"bedrooms": 4,
"bathrooms": 3,
"total_area_sqm": 320.5,
"year_built": 2021,
"status": "For Sale"
# property_idtitleproperty_typestatusbedroomsbathrooms
1
2
3

Complete list of extractable fields for Pricing & Financials objects from tranio.com. All fields typed and schema-versioned.

property_idprice_primarycurrency_primaryprice_eurprice_usdprice_per_sqmyield_pctroi_estimate_pctrental_income_monthlymaintenance_feestaxes_annualprice_timestamp
pricing_& financials
● 200 OK
"property_id": "TR-98241",
"price_primary": 1250000.0,
"currency_primary": "EUR",
"price_per_sqm": 3900.15,
"yield_pct": 4.5,
"roi_estimate_pct": 6.2,
"price_timestamp": "2026-08-14T10:22:00Z"
# property_idprice_primarycurrency_primaryprice_eurprice_usdprice_per_sqm
1
2
3

Complete list of extractable fields for Location & Geography objects from tranio.com. All fields typed and schema-versioned.

property_idcountryregioncitydistrictlatitudelongitudedistance_to_sea_mdistance_to_airport_kmdistance_to_center_kmis_exact_location
location_& geography
● 200 OK
"country": "Spain",
"region": "Andalusia",
"city": "Marbella",
"district": "Puerto Banus",
"distance_to_sea_m": 500,
"distance_to_airport_km": 45.2,
"is_exact_location": false
# property_idcountryregioncitydistrictlatitude
1
2
3

Complete list of extractable fields for Citizenship & Residency objects from tranio.com. All fields typed and schema-versioned.

property_ideligible_for_programprogram_nameprogram_typemin_investment_requiredprogram_currencyprocessing_time_monthsvisa_duration_yearspassport_eligible
citizenship_& residency
● 200 OK
"eligible_for_program": true,
"program_name": "Spain Golden Visa",
"program_type": "Residency by Investment",
"min_investment_required": 500000.0,
"program_currency": "EUR",
"processing_time_months": 3,
"passport_eligible": true
# property_ideligible_for_programprogram_nameprogram_typemin_investment_requiredprogram_currency
1
2
3

Complete list of extractable fields for Commercial Data objects from tranio.com. All fields typed and schema-versioned.

property_idcommercial_typetenant_typelease_term_yearslease_expiry_datecap_rate_pctoccupancy_rate_pctnoi_annualzoning_type
commercial_data
● 200 OK
"commercial_type": "Retail",
"tenant_type": "Supermarket Anchor",
"lease_term_years": 10,
"cap_rate_pct": 5.8,
"occupancy_rate_pct": 100,
"noi_annual": 72500.0
# property_idcommercial_typetenant_typelease_term_yearslease_expiry_datecap_rate_pct
1
2
3

Capabilities

Everything you need from Tranio - nothing you don't

Our Tranio scraper handles every layer of the platform: residential listings, commercial yields, off-plan developments, and residency programs - with multi-currency normalisation built in.

Full Property Extraction

Title, description, floor area, lot size, bedrooms, bathrooms, build year, and amenities scraped across all property types.

Yield & ROI Metrics

Capture advertised gross yield, estimated net ROI, projected rental income, and maintenance costs for investment properties.

Multi-Currency Normalisation

Extract primary listing currency alongside EUR and USD conversions as displayed on the platform to maintain pricing consistency.

Residency Program Data

Identify properties eligible for Golden Visa or citizenship programs, including minimum investment thresholds and program types.

Commercial Lease Details

Extract tenant types, lease durations, cap rates, and occupancy percentages for commercial real estate listings.

Off-Plan & New Builds

Track development stages, expected completion dates, and developer profiles for off-plan investment opportunities.

Location & Distance Metrics

Capture country, region, city, and district, along with proximity metrics like distance to sea, airport, and city centre.

Media & Floor Plans

Extract high-resolution image URLs, floor plan graphics, and virtual tour links associated with each listing.

Scheduled + Streaming Modes

Run one-off bulk exports or configure continuous pipelines at weekly or daily cadences with change-detection diffing.

// engagement pipeline

From listing URL to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target countries, property types, or investment criteria. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, and pagination handling for tranio.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, currency conversion tests, and sample property records before full launch.

Delivery
ongoing

JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.

Under the hood

How our Tranio pipeline handles the hard parts

Tranio employs dynamic loading and regional formatting. Here is how we maintain stable extraction.

pipeline-monitor · tranio.com · live ● active
// fingerprinting
Identity rotation
TLS fingerprintrandomised
User-agentrotated
IP poolresidential
Challenges blocked0
// pagination
Page coverage
48,291 pages queued running
// observability
Pipeline health
99.9%
uptime
142ms
p99 lat
0.3%
null rate
2
alerts
Dynamic pagination
Handling infinite scroll and lazy loading

Tranio property grids rely on JavaScript-driven infinite scroll. Our Playwright integration executes the necessary scroll events and network request interceptions to capture the complete catalogue without missing items.

Currency normalisation
Standardised pricing across borders

Listings display in local currencies, EUR, or USD depending on session headers. We force consistent regional headers and extract both the base currency and the platform's converted values to ensure accurate yield calculations.

Multi-language parsing
Consistent categorical data

We target the English locale explicitly to ensure property types, amenities, and status flags map cleanly to your database schema, avoiding mixed-language string values.

Change detection
Only re-scrape what has changed

For global catalogues, we maintain a hash index of last-seen values per property. Subsequent runs only push price changes or status updates, reducing downstream processing load.

Monitoring & alerting
24/7 pipeline health with anomaly detection

Every run emits structured logs to our observability stack. We alert on null-rate spikes, missing yield data, and coverage drops. SLA uptime is contractual.

Applications

Who uses Tranio data - and how

Teams across industries use tranio.com data to build competitive products and smarter operations.

01
Cross-Border Investment Analysis

Quantitative funds analyse property prices across European and Asian markets to identify undervalued regions.

02
Yield Benchmarking

Real estate trusts compare gross yields and cap rates across different asset classes and countries.

03
Wealth Management Advisory

Family offices track Golden Visa and citizenship-by-investment property thresholds to advise high-net-worth clients.

04
PropTech Aggregation

Global property portals ingest Tranio listings to enrich their own international catalogues.

05
Market Trend Forecasting

Analysts track inventory volume and price-per-square-metre trends over time to predict market movements.

06
Competitor Broker Tracking

International brokerages monitor Tranio's exclusive listings and off-plan developer partnerships.

Why DataFlirt

"Tranio represents one of the most comprehensive datasets for cross-border real estate investment and yield benchmarking globally."

Extracting international property data requires handling dozens of currencies, infinite scroll pagination, and complex commercial lease structures. DataFlirt absorbs that complexity so your quantitative analysts can focus on yield modelling - not the extraction infrastructure.

Technical Spec

Tranio scraper - technical capabilities

Everything supported by our tranio.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.

Multi-currency parsing
Extracts base currency alongside platform-calculated EUR/USD equivalents
Supported
Infinite scroll pagination
Executes JavaScript scroll events to capture full property grids
Supported
Residential proxy rotation
ISP-grade residential IPs to prevent rate limiting
Supported
Yield calculation extraction
Captures advertised ROI, cap rates, and projected rental income
Supported
Floor plan image URLs
Extracts high-resolution media links for architectural layouts
Supported
Change detection (diffs)
Hash-based diff: only emit records with changed fields since last run
Supported
Webhook delivery
HTTP POST per record or batch for rapid integration
Supported
Exact street address
Tranio masks precise street numbers for privacy; exact coordinates are unavailable
Partial
Agent direct phone numbers
Contact details are gated behind inquiry forms and not publicly exposed
Partial
Client inquiry history
Requires authenticated broker access to view lead metrics
Partial
Infrastructure

Infrastructure powering the Tranio pipeline

Open-source tooling on proven cloud infra — no vendor lock-in, full observability.

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy + Playwright Stack

Scrapy handles crawl orchestration and deduplication. Playwright manages JavaScript rendering and infinite scroll pagination.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across EU regions. Rotation happens per-request to prevent IP blocks.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and SLA alerting.

Output & Delivery

Your data, your destination

Data delivered to where your team already works — no new tooling required.

JSON
Newline-delimited or nested - schema versioned per run
CSV
Flat file with typed columns - Excel/Sheets compatible
XLS
Standard Excel format for business analysts
Parquet
Columnar format for BigQuery, Snowflake, Athena
AWS S3
Direct bucket delivery - compatible with any data lake
Webhook
HTTP POST per record for real-time downstream processing
API
REST endpoint to query latest property snapshots
BigQuery
Streamed directly into your dataset with schema auto-detect
Snowflake
Stage + COPY INTO workflow - incremental or full-replace
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About tranio.com scraping, legality, and pipeline operations.

Ask us directly →
Is scraping Tranio legal?

Scraping publicly available real estate listings is generally permissible under applicable law. DataFlirt targets only public, non-authenticated property and pricing data. We do not extract personal user data or circumvent authentication walls. Clients should review Tranio's ToS and consult legal counsel for specific use cases.

How do you handle currency conversions?

Tranio displays prices based on user locale or explicit selection. We enforce a consistent locale header during extraction and capture both the primary listing currency and the platform's EUR/USD equivalents to ensure data integrity.

Can you extract precise street addresses?

No. Tranio deliberately masks exact street numbers and coordinates to protect seller privacy and broker commissions. We extract the most granular location data available on the public listing, typically down to the district or neighbourhood level.

How fresh is the data?

Full catalogue refreshes at daily or weekly cadences complete within a 4-8 hour window depending on target country volume. Change-detection pipelines ensure you only process updated listings.

Can you track property price changes over time?

Yes. Every pipeline run produces timestamped snapshots. We maintain a time-series record per property ID for price adjustments and status changes from the date your pipeline starts.

What is the minimum viable engagement?

Our smallest packages start at a defined country or region list (typically 5,000-20,000 listings) with weekly delivery. For global catalogues, we price based on volume and delivery frequency.

$ dataflirt scope --new-project --source=tranio.com ready

Tell us what
to extract.
We do the rest.

20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off global property dump or continuous yield monitoring across 50 countries - we scope, build, and operate the pipeline. Tell us what you need.

hello@dataflirt.com · Bengaluru · IST · typical reply < 4h
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