SYSTEM all green source squaremouth.com queue 12,403 quotes p99 latency 312ms dataflirt.com · scraper/squaremouth-com
RUN 42 active pipelines squaremouth.com live

Travel insurance data,
normalised at scale.

We extract travel insurance policies, dynamic quotes, coverage limits, and provider reviews from Squaremouth. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Policies tracked
4,192
Quotes generated
184K /day
Provider reviews
112K /run
Active pipelines
42
Uptime
99.94%
Data Dictionary

Every field we extract from squaremouth.com

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

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

policy_idprovider_namepolicy_nameam_best_ratingmedical_limitevacuation_limitcancellation_coverageinterruption_coveragebaggage_loss_limitpre_existing_waivercfar_availablepolicy_url
policy_details
● 200 OK
"provider_name": "Seven Corners",
"policy_name": "RoundTrip Choice",
"am_best_rating": "A",
"medical_limit": 500000,
"cancellation_coverage": true,
"pre_existing_waiver": true
# policy_idprovider_namepolicy_nameam_best_ratingmedical_limitevacuation_limit
1
2
3

Complete list of extractable fields for Dynamic Quotes objects from squaremouth.com. All fields typed and schema-versioned.

quote_idpolicy_idtraveller_agesdestination_countryresidence_statetrip_costtravel_datespremium_amountzero_deductiblequote_timestampcurrency
dynamic_quotes
● 200 OK
"traveller_ages": "[35, 32]",
"destination_country": "Italy",
"residence_state": "New York",
"trip_cost": 4500,
"premium_amount": 184.5,
"currency": "USD",
"quote_timestamp": "2023-10-24T14:22:00Z"
# quote_idpolicy_idtraveller_agesdestination_countryresidence_statetrip_cost
1
2
3

Complete list of extractable fields for Provider Reviews objects from squaremouth.com. All fields typed and schema-versioned.

review_idprovider_namepolicy_namereviewer_namestar_ratingreview_datereview_titlereview_bodytravel_destinationtraveller_typeclaim_filedclaim_outcome
provider_reviews
● 200 OK
"star_rating": 5,
"review_title": "Fast claim processing",
"claim_filed": true,
"claim_outcome": "Paid",
"travel_destination": "Japan",
"review_date": "2023-09-12"
# review_idprovider_namepolicy_namereviewer_namestar_ratingreview_date
1
2
3

Complete list of extractable fields for Coverage Limits objects from squaremouth.com. All fields typed and schema-versioned.

policy_idcoverage_typecoverage_limitdeductibleper_personprimary_coverageconditions_textwait_period_hoursmax_duration_days
coverage_limits
● 200 OK
"coverage_type": "Travel Delay",
"coverage_limit": 1000,
"deductible": 0,
"wait_period_hours": 6,
"per_person": true,
"primary_coverage": false
# policy_idcoverage_typecoverage_limitdeductibleper_personprimary_coverage
1
2
3

Complete list of extractable fields for Provider Metadata objects from squaremouth.com. All fields typed and schema-versioned.

provider_idprovider_namefounded_yearheadquartersam_best_ratingtotal_reviewsaverage_ratingpolicies_offeredclaim_process_urlsupport_phonesupport_email
provider_metadata
● 200 OK
"provider_name": "Trawick International",
"am_best_rating": "A",
"total_reviews": 14205,
"average_rating": 4.6,
"policies_offered": 12,
"headquarters": "Florida"
# provider_idprovider_namefounded_yearheadquartersam_best_ratingtotal_reviews
1
2
3

Capabilities

Actuarial data extraction without the infrastructure overhead

Our Squaremouth scraper handles complex multi-step form submissions, state-specific policy rendering, and strict bot protection to deliver clean premium matrices.

Dynamic Quote Engine

Automate form submissions for precise dates, traveller ages, and trip costs to extract accurate premium amounts.

Policy Coverage Extraction

Extract granular medical, cancellation, and baggage limits per policy to map total coverage value.

CFAR Tracking

Monitor Cancel For Any Reason availability and calculate exact premium multipliers across providers.

Review & Rating Mining

Capture star ratings, claim outcomes, and qualitative feedback from verified Squaremouth users.

AM Best Score Monitoring

Track underwriter financial strength ratings across all listed insurance providers.

Pre-existing Condition Logic

Extract look-back periods, waiver requirements, and specific medical exclusions.

State-Specific Compliance

Iterate through all 50 US states to map regional policy variations and availability.

Age-Banded Pricing

Generate quotes across varied traveller age brackets to map exact pricing curves.

Scheduled Rate Checks

Run daily or weekly rate checks against defined traveller profiles to track premium fluctuations.

// engagement pipeline

From profile matrix to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide traveller demographic matrices, destinations, and trip costs. We design the extraction schema.

Pipeline Build
d 2–4

We configure Playwright crawlers, form automation, and CAPTCHA handling for squaremouth.com.

Validation & QA
d 4–6

Schema validation, premium outlier detection, and coverage mapping before full launch.

Delivery
ongoing

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

Under the hood

How our pipeline handles Squaremouth's complexity

Extracting insurance data requires more than simple HTTP requests. Here is how we bypass stateful forms and strict bot mitigation.

pipeline-monitor · squaremouth.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
Form Automation
Stateful session management

Squaremouth requires multi-step form submissions to generate quotes. We automate Playwright sessions to inject dates, costs, and demographic vectors precisely.

Anti-bot layer
Residential proxy rotation

Quote endpoints are heavily protected. We route requests through residential proxies with realistic browser fingerprints and randomised typing delays.

State-based rendering
Exhaustive matrix generation

Policy availability changes based on the traveller's state of residence. Our pipeline iterates through all combinations to build a complete availability matrix.

Schema stability
Resilient DOM parsing

Insurance comparison DOMs shift frequently. We use fallback chains and structured data extraction to maintain pipeline integrity when layouts change.

Monitoring
Anomaly detection

We alert on null-rate spikes, missing premium values, and coverage drops. SLA uptime is contractual, ensuring your actuarial models always have fresh data.

Applications

Who uses Squaremouth data

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

01
Competitive Intelligence

Insurance providers monitor competitor premiums across specific age bands and destinations to adjust pricing.

02
Product Development

Actuaries analyse market gaps in coverage limits and CFAR offerings to design new travel policies.

03
Pricing Strategy

Underwriters track premium elasticity and market positioning for specific trip cost tiers.

04
Sentiment Analysis

Extract user reviews to evaluate competitor claim processing speeds and customer satisfaction metrics.

05
Market Research

Analysts track provider market share, rating trends, and new policy launches over time.

06
Aggregator Benchmarking

Other travel platforms benchmark their insurance partnerships against Squaremouth's extensive inventory.

Why DataFlirt

"Squaremouth aggregates the most complex pricing matrix in travel insurance, but extracting that data requires simulating millions of traveller profiles."

Most teams underestimate the investment required: reliable Squaremouth scraping requires stateful form submissions, CAPTCHA bypass, residential proxies, and complex schema normalisation. DataFlirt absorbs that complexity so your engineers can focus on actuarial analysis, not infrastructure maintenance.

Technical Spec

Squaremouth scraper technical capabilities

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

JavaScript rendering
Full Playwright sessions required for dynamic quote generation
Supported
Multi-step form automation
Programmatic injection of dates, ages, costs, and states
Supported
Residential proxy rotation
ISP-grade residential IPs from US pools rotated per session
Supported
State-specific iteration
Matrix generation across all 50 US states
Supported
Review pagination
Full review corpus extraction across all providers
Supported
Change detection
Hash-based diffs for premium changes and policy updates
Supported
Webhook delivery
HTTP POST for real-time quote feeds
Supported
Actual policy documents
PDF extraction of full legal terms and conditions
Partial
User purchase history
Requires authenticated buyer login credentials
Partial
Infrastructure

Infrastructure powering the Squaremouth pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Playwright Form Automation

Handles complex multi-step quote forms, date pickers, and dynamic state-based dropdowns required to surface premiums.

Residential Proxy Infrastructure

Maintains US-based ISP proxy pools to bypass strict quote endpoint rate limits and IP blocking heuristics.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and matrix iteration.

Output & Delivery

Your data, your destination

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

JSON
Newline-delimited or nested objects
CSV
Flat file with typed columns
Parquet
Columnar format for data warehouses
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record
API
REST endpoint for queried data
XLS
Excel compatible exports for analysts
BigQuery
Streamed directly into your dataset
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Squaremouth legal?

Scraping publicly available insurance quotes and reviews is generally permissible. DataFlirt targets only public, non-authenticated policy and premium data. We do not extract personal data or circumvent authentication walls.

How do you handle the multi-step quote forms?

We use Playwright to programmatically inject traveller demographics, trip costs, and dates into the required input fields to surface the dynamic pricing matrix.

Can you extract data for all 50 US states?

Yes. We configure pipelines to iterate through every origin state to capture regional policy variations and specific compliance requirements.

How fresh is the premium data?

We can run daily rate checks against specific traveller profiles to track premium fluctuations over time, delivering updates within hours.

Do you capture full coverage details?

Yes, we extract medical limits, evacuation caps, baggage delay rules, and CFAR availability per policy.

What is the minimum viable engagement?

Our smallest packages start at defined destination and age matrices with weekly delivery. Contact us with your specific actuarial requirements.

Can I request a sample dataset?

Absolutely. We provide a sample run of up to 500 quotes across specific profiles before committing, allowing you to validate schema fit.

$ dataflirt scope --new-project --source=squaremouth.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 policy comparison matrix or a continuous premium monitoring feed, we build and operate the pipeline. Tell us what you need.

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