SYSTEM all green source hertz.com queue 12,841 branches p99 latency 318ms dataflirt.com · scraper/hertz-com
RUN · 41 active pipelines · hertz.com live

Hertz fleet data,
at warehouse scale.

We extract vehicle availability, dynamic pricing, branch locations, and fleet metadata from Hertz. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Price updates
842K /day
Fleet records
1.2M /24h
Locations tracked
14,208
Active pipelines
41
Uptime
99.94%
Data Dictionary

Every field we extract from hertz.com

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

Complete list of extractable fields for Branch Locations objects from hertz.com. All fields typed and schema-versioned.

branch_idnameaddresscitycountrycoordinatesoperating_hoursphoneservices
branch_locations
● 200 OK
"branch_id": "LHRT50",
"name": "London Heathrow Airport",
"city": "London",
"country": "UK",
"coordinates": "51.4700,-0.4543",
"phone": "+44 843 309 3009"
# branch_idnameaddresscitycountrycoordinates
1
2
3

Complete list of extractable fields for Vehicle Fleet objects from hertz.com. All fields typed and schema-versioned.

car_classacriss_codemake_modeldoorsseatstransmissionluggage_capacityfuel_typeimage_url
vehicle_fleet
● 200 OK
"car_class": "Compact",
"acriss_code": "CDMR",
"make_model": "Ford Focus or similar",
"doors": 5,
"seats": 5,
"transmission": "Manual",
"fuel_type": "Petrol"
# car_classacriss_codemake_modeldoorsseatstransmission
1
2
3

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

pickup_branchdropoff_branchpickup_datedropoff_datecar_classpay_now_pricepay_later_pricecurrencyavailability_status
pricing_& availability
● 200 OK
"pickup_branch": "LHRT50",
"dropoff_branch": "LHRT50",
"pickup_date": "2024-11-15T10:00:00Z",
"dropoff_date": "2024-11-20T10:00:00Z",
"pay_now_price": 215.5,
"pay_later_price": 240.0,
"currency": "GBP"
# pickup_branchdropoff_branchpickup_datedropoff_datecar_classpay_now_price
1
2
3

Complete list of extractable fields for Fees & Add-ons objects from hertz.com. All fields typed and schema-versioned.

car_classinsurance_cdwinsurance_tpchild_seat_feegps_feeadditional_driver_feeyoung_driver_surchargetax_pcttotal_estimated_cost
fees_& add-ons
● 200 OK
"car_class": "Compact",
"insurance_cdw": 15.0,
"child_seat_fee": 12.5,
"gps_fee": 9.0,
"additional_driver_fee": 10.0,
"young_driver_surcharge": 25.0,
"currency": "GBP"
# car_classinsurance_cdwinsurance_tpchild_seat_feegps_feeadditional_driver_fee
1
2
3

Complete list of extractable fields for Rental Policies objects from hertz.com. All fields typed and schema-versioned.

branch_iddeposit_amountmileage_limitexcess_mileage_feecross_border_allowedpayment_methodscancellation_policygrace_period
rental_policies
● 200 OK
"branch_id": "LHRT50",
"deposit_amount": 200.0,
"mileage_limit": "Unlimited",
"cross_border_allowed": true,
"cancellation_policy": "Free up to 48 hours",
"grace_period": "29 minutes"
# branch_iddeposit_amountmileage_limitexcess_mileage_feecross_border_allowedpayment_methods
1
2
3

Capabilities

Everything you need from Hertz — nothing you don't

Our Hertz scraper handles location lookups, dynamic pricing engines, and availability calendars — with JavaScript rendering and session management built in.

Base Pricing Extraction

Capture Pay Now and Pay Later rates across all vehicle categories for specified date ranges.

Fleet Metadata

Extract ACRISS codes, passenger capacity, luggage limits, and transmission types per vehicle.

Location & Branch Details

Map coordinates, operating hours, and contact details for airport and neighbourhood branches.

One-Way Rental Fees

Calculate drop-off surcharges for multi-city itineraries automatically.

Add-on Costs

Track daily rates for collision damage waivers, child seats, and additional drivers.

Mileage Policies

Identify unlimited mileage offers versus capped daily limits and excess fees.

Multi-Region Support

Extract localized pricing for US, European, and APAC rental markets.

Date Range Scanning

Traverse availability matrices across multiple weeks to map supply curves.

Scheduled Modes

Run continuous pipelines at daily cadences with change-detection diffing.

// engagement pipeline

From location list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide branch IDs, city codes, or date matrices. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy crawlers, proxy rotation, and session management for hertz.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, and price-outlier detection before full launch.

Delivery
ongoing

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

Under the hood

How our Hertz pipeline handles the hard parts

Car rental pricing is highly dynamic and bot-protected. Here is how we maintain reliable extraction at scale.

pipeline-monitor · hertz.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 proxies and fingerprinting

Travel sites deploy strict rate limits. We use residential ISP proxies with realistic browser fingerprints and full cookie session management to maintain access.

Session state
Booking flow token management

Pricing requires sequential API calls with valid session tokens. Our crawlers maintain state across the search, select, and quote phases.

Dynamic rendering
Playwright execution for pricing

Final quotes and tax calculations rely on client-side execution. We run full Playwright browser sessions to capture accurate final totals.

Matrix scanning
Efficient calendar traversal

We optimise date-range queries to map availability and pricing curves without triggering abuse filters.

Monitoring
24/7 pipeline health

We alert on null-rate spikes, missing vehicle categories, and schema drift, responding before your downstream systems fail.

Applications

Who uses Hertz data — and how

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

01
Competitor Price Monitoring

Rental operators track Hertz base rates and add-on fees to adjust their own dynamic pricing models.

02
OTA Aggregation

Travel platforms ingest direct pricing to benchmark against GDS feeds and identify margin opportunities.

03
Fleet Optimisation

Analysts monitor stock-out events across vehicle classes to estimate local demand and fleet utilisation.

04
Corporate Travel Planning

Procurement teams audit public rates against negotiated corporate contracts to ensure compliance.

05
Market Share Analysis

Investors track branch footprint expansion and pricing power to evaluate market position.

06
Dynamic Yield Management

Revenue managers correlate local event schedules with Hertz price surges to optimise yield.

Why DataFlirt

"Hertz operates one of the largest global vehicle fleets. Tracking their dynamic pricing and availability reveals the pulse of the travel recovery."

Most teams underestimate the investment required: reliable Hertz scraping requires residential proxies, full JavaScript rendering, 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

Hertz scraper — technical capabilities

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

JavaScript rendering
Full Playwright sessions required for final pricing and tax calculations
Supported
CAPTCHA bypass
Automated solver integration for high-volume date scans
Supported
Residential proxy rotation
ISP-grade IPs mapped to target rental regions
Supported
Date matrix scanning
Automated traversal of multi-week availability calendars
Supported
ACRISS code parsing
Standardised vehicle classification extraction
Supported
Change detection
Hash-based diffs for price updates
Supported
Webhook delivery
HTTP POST per record for immediate repricing
Supported
Multi-currency
Extraction of local branch currency and converted estimates
Supported
Gold Plus Rewards Member Pricing
Requires authenticated user sessions and loyalty tier status
Partial
Corporate Contract Rates (CDP)
Requires proprietary corporate discount codes and validation
Partial
Infrastructure

Infrastructure powering the Hertz 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 branch discovery and orchestration. Playwright manages booking flow sessions and dynamic price rendering.

Residential Proxy Infrastructure

We route requests through localised IP pools to access region-specific pricing and bypass rate limits.

Cloud-Native Orchestration

Pipelines run on Kubernetes. 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
CSV
Flat file with typed columns
XLS
Excel compatible export
Parquet
Columnar format for BigQuery
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record
API
Queryable REST endpoints
PostgreSQL
Direct database upsert
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Hertz legal?

Scraping publicly available pricing and location information is generally permissible. We target unauthenticated searches and do not circumvent login walls or extract personal customer data.

How do you handle Hertz rate limits?

We use residential proxy rotation, realistic request timing, and session token management to distribute load and avoid triggering abuse filters.

Can you extract prices for different regions?

Yes. We route requests through region-specific proxies to capture localised pricing and availability for US, EU, and APAC markets.

How fresh is the data?

Pipelines can be configured for daily refreshes or higher-frequency intra-day scans for specific high-volume locations.

Do you capture one-way rental fees?

Yes. By specifying distinct pickup and drop-off branches, we capture the final quoted price including drop fees.

What is the minimum viable engagement?

Our smallest packages start at a defined list of branches and date matrices. Contact us with your specific routing requirements for a quote.

Can you extract add-on fees?

Yes. We capture daily rates for insurance, child seats, GPS units, and additional driver surcharges.

$ dataflirt scope --new-project --source=hertz.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 branch directory dump or a continuous price-monitoring feed across 10,000 locations — we scope, build, and operate the pipeline. Tell us what you need.

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