SYSTEM all green source stregis.com queue 1,492 properties p99 latency 314ms dataflirt.com · scraper/stregis-com
RUN | 42 active pipelines | stregis.com live

St. Regis data,
at warehouse scale.

We extract room rates, suite availability, Marriott Bonvoy point valuations, and property metadata from St. Regis. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Rates extracted
184K /day
Availability checks
412K /24h
Property records
62 /run
Active pipelines
42
Uptime
99.94%
Data Dictionary

Every field we extract from stregis.com

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

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

property_idnamebrandaddresscitycountrycoordinatesstar_ratingtotal_roomstotal_suitescheck_in_timecheck_out_time
property_details
● 200 OK
"property_id": "NYCXS",
"name": "The St. Regis New York",
"city": "New York",
"country": "USA",
"star_rating": 5,
"total_rooms": 238,
"total_suites": 47
# property_idnamebrandaddresscitycountry
1
2
3

Complete list of extractable fields for Room & Suite Types objects from stregis.com. All fields typed and schema-versioned.

room_idproperty_idnamecategorymax_occupancybed_typeview_typesquare_footagedescriptionamenitiesimage_urlsaccessible
room_& suite types
● 200 OK
"room_id": "SUI-1",
"name": "Astor Suite",
"category": "Suite",
"max_occupancy": 3,
"bed_type": "King",
"square_footage": 600,
"accessible": false
# room_idproperty_idnamecategorymax_occupancybed_type
1
2
3

Complete list of extractable fields for Daily Rates objects from stregis.com. All fields typed and schema-versioned.

property_idroom_idcheck_in_datecheck_out_daterate_plancurrencybase_pricetaxestotal_pricebonvoy_pointsavailablecancellation_deadline
daily_rates
● 200 OK
"property_id": "NYCXS",
"room_id": "SUI-1",
"check_in_date": "2026-11-15",
"base_price": 1250.0,
"currency": "USD",
"bonvoy_points": 85000,
"available": true
# property_idroom_idcheck_in_datecheck_out_daterate_plancurrency
1
2
3

Complete list of extractable fields for Dining & Spa objects from stregis.com. All fields typed and schema-versioned.

property_idvenue_idnametypecuisineoperating_hoursdress_codereservation_requiredmenu_urldescription
dining_& spa
● 200 OK
"property_id": "NYCXS",
"venue_id": "DIN-1",
"name": "Astor Court",
"type": "Restaurant",
"cuisine": "American",
"reservation_required": true,
"dress_code": "Smart Casual"
# property_idvenue_idnametypecuisineoperating_hours
1
2
3

Complete list of extractable fields for Policies & Fees objects from stregis.com. All fields typed and schema-versioned.

property_idpolicy_typedescriptionfee_amountcurrencypet_allowedpet_feeparking_typeparking_feeresort_feesmoking_policy
policies_& fees
● 200 OK
"property_id": "NYCXS",
"policy_type": "Pets",
"pet_allowed": true,
"pet_fee": 150.0,
"currency": "USD",
"parking_type": "Valet",
"parking_fee": 85.0
# property_idpolicy_typedescriptionfee_amountcurrencypet_allowed
1
2
3

Capabilities

Everything you need from St. Regis

Our St. Regis scraper handles the Marriott digital ecosystem: dynamic pricing APIs, suite inventory, Bonvoy point valuations, and property metadata, bypassing Akamai bot mitigation.

Property Metadata Extraction

Extract core hotel details, coordinate locations, total room counts, and contact information across the global St. Regis portfolio.

Room & Suite Cataloguing

Map all room types, bed configurations, square footage, accessibility features, and included amenities per property.

Dynamic Rate Tracking

Capture base rates, total rates including taxes and resort fees, and advance purchase discounts across specified stay lengths.

Marriott Bonvoy Pricing

Extract point redemption values for standard rooms and suite upgrades alongside cash rates to calculate point valuations.

Availability & Inventory

Monitor sold-out dates, minimum length of stay restrictions, and remaining suite inventory signals.

Cancellation Policies

Parse penalty windows, non-refundable flags, and deposit requirements tied to specific rate plans.

Dining & Spa Services

Index on-site restaurants, spa facilities, operating hours, dress codes, and reservation requirements.

Geo-Fenced Rate Checks

Route requests through specific regional proxies to detect point-of-sale pricing discrepancies.

Scheduled Monitoring

Run daily or hourly availability checks to feed revenue management and rate parity systems.

// engagement pipeline

From property list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide property IDs, target dates, length of stay parameters, and required data points. We design the extraction schema.

Pipeline Build
d 2–4

We configure GraphQL interceptors, Akamai bypass mechanisms, and residential proxy rotation for the Marriott network.

Validation & QA
d 4–6

Schema validation, null-rate checks, price-outlier detection, and currency normalisation 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 St. Regis pipeline handles the hard parts

Marriott protects its inventory with enterprise-grade bot mitigation. Here is how we maintain reliable data flow.

pipeline-monitor · stregis.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
Akamai bypass
Sensor spoofing and token generation

Marriott relies on Akamai Bot Manager. Our infrastructure generates valid sensor telemetry, handles challenge-response sequences, and maintains valid session tokens to ensure uninterrupted API access.

API interception
Direct GraphQL extraction

Rather than parsing HTML, we intercept the underlying GraphQL queries powering the St. Regis booking engine. This yields cleaner data, faster execution, and exact tax breakdowns.

Geo-routing
Point-of-sale pricing accuracy

Hotel rates frequently vary based on the user's IP location. We route requests through residential proxies matching your target point-of-sale to capture accurate regional pricing.

Rate limiting
Distributed request pacing

Aggressive polling triggers IP bans. We distribute requests across thousands of residential nodes and pace queries to mimic organic user search patterns.

Monitoring
24/7 schema drift detection

Marriott updates its API structures frequently. Our observability stack detects schema drift and null-rate anomalies, alerting our engineers to patch selectors before data drops occur.

Applications

Who uses St. Regis data

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

01
Revenue Management

Luxury hotel operators monitor St. Regis rates and suite availability to optimise their own pricing strategies and yield management.

02
Rate Parity Monitoring

Brands track direct booking rates against OTA pricing to identify parity violations and unauthorised margin compression.

03
Loyalty Program Analysis

Travel analysts map Marriott Bonvoy point requirements against cash rates to calculate dynamic redemption values.

04
Investment Research

Real estate investment trusts track forward-looking occupancy signals and average daily rates across luxury portfolios.

05
Corporate Travel Procurement

Procurement teams audit negotiated corporate rates against public advance purchase rates to ensure contract compliance.

06
Market Intelligence

Hospitality consultants analyse amenity offerings, dining concepts, and fee structures across the ultra-luxury segment.

Why DataFlirt

"St. Regis inventory represents the pinnacle of luxury hospitality, but tracking dynamic rates across global markets requires penetrating enterprise-grade anti-bot perimeters."

Most teams underestimate the investment required: reliable Marriott ecosystem scraping requires residential proxies, Akamai sensor spoofing, daily token maintenance, and anomaly monitoring. DataFlirt absorbs that complexity so your engineers can focus on yield analysis, not the infrastructure.

Technical Spec

St. Regis scraper technical capabilities

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

Akamai bot mitigation bypass
Automated sensor generation and challenge-response handling
Supported
GraphQL API interception
Direct data extraction from Marriott backend services
Supported
Multi-geo residential proxies
Point-of-sale IP routing for accurate regional pricing
Supported
Marriott Bonvoy points pricing
Extraction of standard and premium point redemption rates
Supported
Tax and resort fee calculation
Breakdown of base rate, local taxes, and mandatory property fees
Supported
Advance purchase rates
Capture of prepaid, non-refundable pricing tiers
Supported
Member-only authenticated rates
Requires active Marriott Bonvoy credentials
Partial
Booking transaction completion
Automated reservation creation and payment processing
Partial
Webhook delivery
HTTP POST per property scan for real-time downstream processing
Supported
Infrastructure

Infrastructure powering the pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheusGraphQLAkamai Bypass
API-First Extraction

We bypass brittle DOM parsing by intercepting Marriott's GraphQL endpoints, ensuring stable, high-fidelity rate data including exact tax breakdowns.

Enterprise Bot Mitigation

Our network handles Akamai Bot Manager challenges natively, maintaining valid session tokens across distributed residential IP pools to prevent rate limiting.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and SLA alerting. All state stored in managed Postgres.

Output & Delivery

Your data, your destination

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

JSON
Newline-delimited or nested records
CSV
Flat file with typed columns
XLS
Spreadsheet format for immediate business use
Parquet
Columnar format for BigQuery and Snowflake
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record for real-time processing
API
REST endpoint to query your extracted data
BigQuery
Streamed directly into your dataset
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping St. Regis legal?

Scraping publicly available pricing and property information is generally permissible under applicable law in India, the US, and the UK. DataFlirt targets only public, non-authenticated rate data. We do not extract personal data or circumvent authentication walls.

How do you bypass Marriott's bot protection?

We use ISP-grade residential proxies combined with custom Akamai sensor spoofing. Our infrastructure generates valid telemetry and handles challenge-response sequences to maintain stable API access.

Can you extract Marriott Bonvoy points pricing?

Yes. We extract both cash rates and the corresponding Marriott Bonvoy point redemption requirements for available room types.

Do you provide total pricing including taxes and fees?

Yes. Our extraction includes the base rate, applicable local taxes, and mandatory resort or destination fees for an accurate total cost calculation.

How frequently can you refresh rate data?

We support daily, hourly, or custom scheduled runs depending on your target property list and date range parameters.

Can I get historical rate parity data?

We build forward-looking datasets from the day your pipeline is commissioned. We do not maintain a retroactive database of historical St. Regis rates.

$ dataflirt scope --new-project --source=stregis.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 property catalogue dump or continuous rate monitoring across the luxury portfolio, we scope, build, and operate the pipeline. Tell us what you need.

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