SYSTEM all green source americangolf.co.uk queue 18,492 pages p99 latency 215ms dataflirt.com · scraper/americangolf-co.uk
RUN . 37 active pipelines . americangolf.co.uk live

Golf retail data,
at warehouse scale.

We extract product specifications, pricing signals, stock availability by variant, and brand intelligence from American Golf. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
42.1K /run
Price updates
128K /24h
Variant combos
315K /run
Active pipelines
37
Uptime
99.98%
Data Dictionary

Every field we extract from americangolf.co.uk

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

Complete list of extractable fields for Clubs & Hardware objects from americangolf.co.uk. All fields typed and schema-versioned.

skutitlebrandcategorysub_categorypricelist_pricediscount_pcthandloftshaft_materialshaft_flexstock_statusratingreview_count
clubs_& hardware
● 200 OK
"sku": "389210",
"title": "TaylorMade Qi10 Driver",
"brand": "TaylorMade",
"price": 499.0,
"list_price": 599.0,
"hand": "Right",
"loft": "10.5",
"shaft_flex": "Stiff",
"stock_status": "In Stock"
# skutitlebrandcategorysub_categoryprice
1
2
3

Complete list of extractable fields for Apparel & Footwear objects from americangolf.co.uk. All fields typed and schema-versioned.

skutitlebrandcategorygendersizecolourpricelist_pricestock_statusmaterialfit_typewaterproof_ratingimage_urls
apparel_& footwear
● 200 OK
"sku": "410992",
"title": "Under Armour Men's Drive Golf Trousers",
"brand": "Under Armour",
"price": 55.0,
"size": "34W 32L",
"colour": "Navy",
"stock_status": "Low Stock",
"waterproof_rating": "Water Resistant"
# skutitlebrandcategorygendersize
1
2
3

Complete list of extractable fields for Tech & GPS objects from americangolf.co.uk. All fields typed and schema-versioned.

skutitlebrandcategorypricelist_pricescreen_sizebattery_lifepreloaded_coursessubscription_requiredwaterproofstock_status
tech_& gps
● 200 OK
"sku": "298441",
"title": "Garmin Approach S70 Golf GPS Watch",
"brand": "Garmin",
"price": 599.99,
"screen_size": "1.4 inch",
"battery_life": "Up to 16 days",
"preloaded_courses": 43000,
"subscription_required": false
# skutitlebrandcategorypricelist_price
1
2
3

Complete list of extractable fields for Pricing & Promotions objects from americangolf.co.uk. All fields typed and schema-versioned.

skucurrent_priceoriginal_pricediscount_amountmulti_buy_offerclearance_flagtrade_in_bonusprice_timestampcurrency
pricing_& promotions
● 200 OK
"sku": "389210",
"current_price": 499.0,
"original_price": 599.0,
"discount_amount": 100.0,
"multi_buy_offer": "None",
"clearance_flag": false,
"trade_in_bonus": 50.0,
"price_timestamp": "2026-05-12T09:14:00Z"
# skucurrent_priceoriginal_pricediscount_amountmulti_buy_offerclearance_flag
1
2
3

Complete list of extractable fields for Reviews objects from americangolf.co.uk. All fields typed and schema-versioned.

review_idskureviewer_nameratingtitlebodydateverified_buyerhelpful_votesrecommended
reviews
● 200 OK
"review_id": "REV-99281",
"sku": "389210",
"rating": 5,
"title": "Unbelievable forgiveness",
"date": "2026-04-10",
"verified_buyer": true,
"recommended": true,
"helpful_votes": 12
# review_idskureviewer_nameratingtitlebody
1
2
3

Capabilities

Every golf specification, extracted precisely

Our American Golf scraper navigates complex variant matrices, custom fit options, and dynamic stock levels. We handle WAF evasion and JavaScript rendering automatically.

Hardware Specifications

Extract loft, lie, bounce, shaft flex, shaft material, and dexterity combinations for every club.

Apparel & Footwear Variants

Map size and colour matrices against real-time stock availability for clothing and shoes.

Pricing & Clearance Tracking

Capture base price, sale price, discount percentages, and multi-buy offers timestamped per run.

Stock & Availability

Monitor online inventory levels and low-stock warnings across all product variants.

Review & Rating Extraction

Aggregate customer feedback, star ratings, and verified buyer flags across the catalogue.

Brand Intelligence

Track product counts, average pricing, and discount depth for brands like TaylorMade, Titleist, and Callaway.

Custom Fit Data

Scrape available customisation options including grip size, shaft length adjustments, and lie angles.

Store Locator & Local Stock

Extract physical store locations, opening hours, and local inventory availability where exposed.

Change Detection

Receive only updated records. Our diffing engine compares current scrapes against historical hashes to reduce payload size.

// engagement pipeline

From category URL to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide category URLs, brand lists, or specific product scopes. We map the extraction schema to your requirements.

Pipeline Build
d 2–4

We configure Scrapy and Playwright crawlers, proxy rotation, and variant expansion logic for americangolf.co.uk.

Validation & QA
d 4–6

Schema validation, null-rate checks, and price-outlier detection run before full pipeline activation.

Delivery
ongoing

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

Under the hood

Bypassing retail anti-bot protection

UK retailers deploy strict rate limiting and bot mitigation. We manage the proxy rotation and session handling required to maintain continuous extraction.

pipeline-monitor · americangolf.co.uk · 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
UK Residential Proxies
Localised IP routing

We route requests through UK-based residential proxies to bypass geographic restrictions and avoid data centre IP blocklists.

Variant Expansion
Deep matrix crawling

Golf clubs have hundreds of permutations. We systematically iterate through JavaScript-rendered dropdowns to capture prices and stock for every combination of loft, flex, and hand.

Dynamic Rendering
Playwright execution

Pricing and stock data often load asynchronously via client-side JavaScript. We execute full browser sessions to ensure zero missing data fields.

Rate Limit Management
Algorithmic pacing

We throttle concurrency and inject randomised human-like delays between page navigations to stay under Web Application Firewall thresholds.

Schema Validation
Strict type checking

Retail DOMs change during sales events. We validate every payload against expected data types before pushing to your warehouse, alerting on structural drift.

Applications

Who uses American Golf data

Teams across industries use americangolf.co.uk data to build competitive products and smarter operations.

01
Competitor Price Monitoring

Golf retailers track American Golf pricing, clearance events, and multi-buy offers to maintain competitive positioning.

02
Brand MAP Compliance

Equipment manufacturers monitor retail prices to ensure compliance with Minimum Advertised Price policies.

03
Inventory Forecasting

Analysts track stock depletion rates across specific club variants to predict market demand and supply chain bottlenecks.

04
Market Share Analysis

Research firms aggregate brand visibility, shelf space, and review volumes to calculate category dominance.

05
Product Development

R&D teams analyze customer reviews and ratings to identify common complaints and desired features in golf hardware.

06
Dynamic Repricing

eCommerce algorithms consume real-time pricing feeds to automatically adjust own-store prices based on market leaders.

Why DataFlirt

"Golf retail is uniquely complex. A single driver can have 48 different loft, flex, and hand combinations. Extracting this requires deep variant matrix traversal."

Most generic scrapers fail on American Golf because they only capture the default product state. DataFlirt executes full JavaScript sessions to iterate through every custom fit dropdown, ensuring you receive accurate pricing and stock data for every specific configuration.

Technical Spec

American Golf scraper capabilities

Everything supported by our americangolf.co.uk scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.

Variant matrix expansion
Iterates through all loft/flex/hand combinations to extract specific stock and pricing
Supported
JavaScript rendering
Full Playwright execution for client-side hydration and dynamic pricing
Supported
UK Residential Proxies
Localised IP rotation to bypass regional blocking and WAFs
Supported
Review pagination
Extracts historical customer reviews across all product pages
Supported
Clearance tracking
Flags items in sale categories with original and discounted prices
Supported
Multi-buy offer extraction
Captures promotional text for bundle deals
Supported
Clubhouse member pricing
Requires authenticated user sessions and loyalty tier status
Partial
In-store custom fit booking data
Live calendar availability for physical store appointments
Partial
Infrastructure

Infrastructure powering the extraction

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 handles JavaScript rendering and variant dropdown interactions.

UK Proxy Infrastructure

We maintain pools of UK residential ISP proxies. Rotation happens per-request to avoid WAF rate limiting and fingerprinting.

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 for Excel or Sheets
XLS
Legacy spreadsheet format for business teams
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
Queryable REST endpoints for on-demand data access
Snowflake
Stage and COPY INTO workflow for automated ingestion
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About americangolf.co.uk scraping, legality, and pipeline operations.

Ask us directly →
How do you handle complex golf club variants?

We use Playwright to systematically select every combination of loft, shaft flex, and hand orientation in the UI, capturing the specific price and stock status for each permutation.

Can you track clearance and sale prices?

Yes. We extract the base price, the current sale price, and calculate the discount percentage. We also capture promotional tags like multi-buy offers.

How frequently can you scrape American Golf?

We support daily, weekly, or custom schedules. For targeted lists of high-priority SKUs, we can configure intraday runs to monitor rapid price changes.

Do you extract customer reviews?

Yes. We paginate through the review sections on product pages to extract star ratings, review text, dates, and verified buyer statuses.

How do you avoid getting blocked?

We utilise UK residential proxies, realistic browser fingerprinting, and randomised request delays to mimic legitimate user traffic and stay below WAF thresholds.

Can I get a sample of the data?

Absolutely. We provide a sample dataset of up to 500 products during the scoping phase so you can validate the schema and variant coverage.

$ dataflirt scope --new-project --source=americangolf.co.uk 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 full catalogue extraction or targeted competitor price tracking, we scope, build, and operate the pipeline. Tell us what you need.

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