SYSTEM all green source sheraton.com queue 12,481 dates p99 latency 218ms dataflirt.com · scraper/sheraton-com
RUN - 37 active pipelines - sheraton.com live

Sheraton data,
at warehouse scale.

We extract property details, dynamic room rates, availability calendars, and Marriott Bonvoy pricing tiers from Sheraton. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Rates extracted
1.2M /day
Property updates
4,892 /24h
Availability checks
340K /run
Active pipelines
37
Uptime
99.94%
Data Dictionary

Every field we extract from sheraton.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 sheraton.com. All fields typed and schema-versioned.

property_idnamebrandaddresscitycountrycoordinatesstar_ratingtotal_roomscheck_in_timecheck_out_timephoneemailamenities
property_listings
● 200 OK
"property_id": "SHER-102",
"name": "Sheraton Grand Chicago Riverwalk",
"city": "Chicago",
"country": "USA",
"star_rating": 4.5,
"total_rooms": 1218,
"check_in_time": "16:00"
# property_idnamebrandaddresscitycountry
1
2
3

Complete list of extractable fields for Room Pricing & Rates objects from sheraton.com. All fields typed and schema-versioned.

property_idcheck_in_datecheck_out_dateroom_typerate_typebase_pricetaxes_feestotal_pricecurrencybonvoy_member_ratepoints_required
room_pricing & rates
● 200 OK
"check_in_date": "2026-11-12",
"room_type": "Traditional Guest room, 1 King",
"base_price": 249.0,
"total_price": 292.58,
"currency": "USD",
"bonvoy_member_rate": 244.0,
"points_required": 35000
# property_idcheck_in_datecheck_out_dateroom_typerate_typebase_price
1
2
3

Complete list of extractable fields for Availability & Inventory objects from sheraton.com. All fields typed and schema-versioned.

property_iddateroom_typeis_availableremaining_inventoryminimum_staymaximum_stayclosed_to_arrivalclosed_to_departure
availability_& inventory
● 200 OK
"date": "2026-11-12",
"room_type": "Club level, Guest room, 1 King",
"is_available": true,
"remaining_inventory": 4,
"minimum_stay": 1,
"closed_to_arrival": false
# property_iddateroom_typeis_availableremaining_inventoryminimum_stay
1
2
3

Complete list of extractable fields for Room Details & Policies objects from sheraton.com. All fields typed and schema-versioned.

room_typemax_occupancybed_typesquare_footageview_typeclub_lounge_accesscancellation_policydeposit_requiredguarantee_policy
room_details & policies
● 200 OK
"room_type": "Executive Suite",
"max_occupancy": 4,
"bed_type": "King",
"square_footage": 650,
"club_lounge_access": true,
"deposit_required": false
# room_typemax_occupancybed_typesquare_footageview_typeclub_lounge_access
1
2
3

Complete list of extractable fields for Reviews & Ratings objects from sheraton.com. All fields typed and schema-versioned.

property_idreview_idauthorratingstay_datetraveler_typetitletextresponse_from_hotel
reviews_& ratings
● 200 OK
"review_id": "REV-9921",
"rating": 4.8,
"stay_date": "2026-09-14",
"traveler_type": "Business",
"title": "Excellent Club Lounge",
"text": "Great stay, lounge was well stocked."
# property_idreview_idauthorratingstay_datetraveler_type
1
2
3

Capabilities

Everything you need from Sheraton - nothing you do not

Our Sheraton scraper handles every layer of the Marriott platform: property listings, dynamic pricing, availability calendars, and Bonvoy member rates - with JavaScript rendering, session management, and anti-bot circumvention built in.

Full Property Metadata Extraction

Name, address, coordinates, amenities, check-in times, and policies scraped at the property level.

Dynamic Rate Tracking

Capture base price, total price, taxes, and fees across different stay lengths and booking dates.

Marriott Bonvoy Integration

Extract Bonvoy member rates and points redemption requirements alongside standard cash pricing.

Availability Calendars

Track room availability, minimum stay requirements, and sold-out dates across extended forecasting windows.

Room Category Mapping

Standardise room types, bed configurations, square footage, and Sheraton Club access privileges.

Cancellation Policy Extraction

Monitor penalty windows, deposit requirements, and guarantee policies per rate type.

Multi-Currency Support

Extract rates in local property currency or standardise to USD, EUR, or GBP based on point of sale.

Tax & Fee Breakdown

Isolate resort fees, local taxes, and destination charges from the base room rate.

Scheduled & Streaming Modes

Run bulk historical exports or configure continuous pipelines at hourly or daily cadences.

// engagement pipeline

From property list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide property IDs, city targets, or date ranges. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, session management, and CAPTCHA handling for sheraton.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, price-outlier detection, and sample dates 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 Sheraton pipeline handles the hard parts

Marriott invests heavily in scraping detection across its brand portfolio. Here is how we stay resilient - and why teams choose managed infrastructure over DIY.

pipeline-monitor · sheraton.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
Anti-bot layer
Residential proxy rotation and fingerprint spoofing

Marriott bot detection operates on TLS fingerprints, browser headers, and IP reputation. Our crawlers use residential ISP proxies with realistic browser fingerprints and full cookie session management.

JavaScript rendering
Full Playwright execution for SPA content

Sheraton booking engines are heavily JavaScript-rendered. We run full Playwright browser sessions with JavaScript execution, lazy-load triggering, and dynamic calendar hydration.

Schema stability
Resilient selectors with fallback chains

Marriott changes its DOM structure frequently. Our selector strategy uses multiple fallback chains per field so a layout change does not break your data pipeline overnight.

Change detection
Only re-scrape what has changed

For large date ranges, we maintain a hash index of last-seen values per field. Subsequent runs only push diffs, reducing compute cost and 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, price outliers, and coverage drops. SLA uptime is contractual.

Applications

Who uses Sheraton data - and how

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

01
Price Intelligence

Competing hotel brands monitor Sheraton pricing, room availability, and promotional rates to optimise their own revenue management systems.

02
OTA Parity Monitoring

Revenue managers audit direct sheraton.com rates against OTA channels to ensure rate parity compliance across the distribution network.

03
Yield Management

Analysts track availability calendars and sold-out dates to model demand compression and adjust local market pricing strategies.

04
Market Research

Real estate investors track property density, amenity offerings, and average daily rates (ADR) to evaluate new development opportunities.

05
Travel Aggregation

Corporate booking tools aggregate direct Marriott Bonvoy rates and availability alongside other chains for internal procurement portals.

06
Corporate Travel Compliance

Procurement teams audit booked rates against publicly available pricing to ensure negotiated corporate discounts are being applied correctly.

Why DataFlirt

"Hotel pricing is highly dynamic and opaque. Extracting accurate rates across thousands of dates requires infrastructure that treats scraping as a high-availability engineering discipline."

Most teams underestimate the investment required: reliable hospitality scraping requires residential proxies, full JavaScript rendering for calendar widgets, CAPTCHA handling, daily selector maintenance, and anomaly monitoring. DataFlirt absorbs that complexity so your engineers can focus on the analysis, not the infrastructure.

Technical Spec

Sheraton scraper - technical capabilities

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

JavaScript rendering
Full Playwright sessions - required for calendar widgets and dynamic rate loading
Supported
CAPTCHA bypass
Automated 2Captcha + CapSolver integration
Supported
Residential proxy rotation
ISP-grade residential IPs rotated per request
Supported
Multi-currency pricing
Extract rates in local currency or standardise based on point of sale
Supported
Bonvoy points rates
Capture points redemption requirements alongside cash pricing
Supported
Tax & fee isolation
Separate base rate from resort fees and local taxes
Supported
Date-range availability
Scrape multiple consecutive dates for length-of-stay pricing
Supported
Change detection (diffs)
Hash-based diff: only emit records with changed fields since last run
Supported
Corporate Negotiated Rates
Requires specific corporate codes and authenticated sessions
Partial
Marriott Bonvoy Account History
Gated data (past stays, point balances) requires user credentials
Partial
Infrastructure

Infrastructure powering the Sheraton 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, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows for calendar widgets.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies. Rotation happens per-request with sticky sessions where required to maintain search context.

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 - schema versioned per run
CSV
Flat file with typed columns - Excel/Sheets compatible
XLS
Formatted spreadsheet 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 endpoints for on-demand data retrieval
PostgreSQL
Upsert into your existing schema with conflict resolution
BigQuery
Streamed directly into your dataset with schema auto-detect
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Sheraton legal?

Scraping publicly available information from sheraton.com is generally permissible under applicable law. DataFlirt targets only public, non-authenticated property, pricing, and availability data. We do not extract personal data, circumvent authentication walls, or violate GDPR.

How do you handle Marriott anti-bot systems?

We use residential ISP proxies, full Playwright browser sessions with realistic fingerprints, and request timing modelled on human behaviour. We monitor for 503/CAPTCHA rate spikes in real time and trigger pool rotation automatically.

Can you extract rates across different geographies?

Yes. We route requests through region-specific proxy pools to capture point-of-sale pricing variations and local currency conversions accurately.

How fresh is the data?

Real-time streaming pipelines achieve sub-60-minute latency for rate and availability signals on a defined property set. Full portfolio refreshes at daily cadence complete within a 6-12 hour window.

Do you capture Marriott Bonvoy rates?

Yes. We extract both standard cash rates and Marriott Bonvoy member rates, as well as the points required for redemption bookings.

What is the minimum viable engagement?

Our smallest packages start at a defined property list with weekly delivery. For larger portfolios or custom schema requirements, we price based on volume and delivery frequency.

Can I request a sample dataset before committing?

Absolutely. We provide a sample run of up to 50 properties or specific date ranges as part of the pre-engagement scoping process.

$ dataflirt scope --new-project --source=sheraton.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 a continuous price-monitoring feed across 500 hotels - we scope, build, and operate the pipeline. Tell us what you need.

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