SYSTEM all green source rockbottomgolf.com queue 12,481 pages p99 latency 184ms dataflirt.com · scraper/rockbottomgolf-com
RUN · 14 active pipelines · rockbottomgolf.com live

Golf retail data,
at warehouse scale.

We extract golf club specifications, pre-owned condition ratings, apparel variants, and discount pricing from Rockbottomgolf. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
42.1K /run
Price updates
145K /24h
Pre-owned listings
18.4K /run
Active pipelines
14
Uptime
99.94%
Data Dictionary

Every field we extract from rockbottomgolf.com

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

Complete list of extractable fields for Golf Clubs objects from rockbottomgolf.com. All fields typed and schema-versioned.

skutitlebrandclub_typeloftshaft_flexhandpricelist_priceconditionin_stockurl
golf_clubs
● 200 OK
"sku": "RBG-19283",
"title": "TaylorMade Stealth 2 Driver",
"brand": "TaylorMade",
"club_type": "Driver",
"loft": "10.5",
"shaft_flex": "Stiff",
"hand": "Right",
"price": 499.99,
"list_price": 599.99,
"condition": "New"
# skutitlebrandclub_typeloftshaft_flex
1
2
3

Complete list of extractable fields for Pre-Owned Inventory objects from rockbottomgolf.com. All fields typed and schema-versioned.

skutitlebrandcategorycondition_ratingwear_descriptionpriceoriginal_pricediscount_pctstock_qty
pre-owned_inventory
● 200 OK
"sku": "PO-9912",
"title": "Callaway Rogue ST Max Fairway Wood",
"condition_rating": "Very Good",
"wear_description": "Minor scratching on sole",
"price": 149.99,
"original_price": 299.99,
"stock_qty": 1,
"discount_pct": 50
# skutitlebrandcategorycondition_ratingwear_description
1
2
3

Complete list of extractable fields for Apparel & Footwear objects from rockbottomgolf.com. All fields typed and schema-versioned.

skutitlebrandgendercategorysizecolourpriceclearance_flagmaterial
apparel_& footwear
● 200 OK
"sku": "APP-441",
"title": "Under Armour Tech Golf Polo",
"brand": "Under Armour",
"size": "Large",
"colour": "Navy",
"price": 34.99,
"clearance_flag": false,
"gender": "Men"
# skutitlebrandgendercategorysize
1
2
3

Complete list of extractable fields for Golf Balls objects from rockbottomgolf.com. All fields typed and schema-versioned.

skutitlebrandmodelconditiondozen_countpricebulk_discount_tierscompression
golf_balls
● 200 OK
"sku": "GB-112",
"title": "Titleist Pro V1x",
"brand": "Titleist",
"condition": "Mint Refinished",
"dozen_count": 3,
"price": 89.99,
"bulk_discount_tiers": "Buy 3 get 10% off",
"compression": "High"
# skutitlebrandmodelconditiondozen_count
1
2
3

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

review_idskureviewer_nameratingreview_titlereview_bodyreview_dateverified_buyer
reviews_& ratings
● 200 OK
"review_id": "REV-8812",
"sku": "RBG-19283",
"reviewer_name": "John D.",
"rating": 5,
"review_title": "Great distance",
"review_body": "Noticeable improvement off the tee.",
"review_date": "2025-10-12",
"verified_buyer": true
# review_idskureviewer_nameratingreview_titlereview_body
1
2
3

Capabilities

Complete extraction for the discount golf market

Our Rockbottomgolf scraper navigates complex variant matrices, pre-owned condition filters, and dynamic clearance pricing to deliver structured retail intelligence.

Club Specifications

Extract loft, bounce, lie angle, shaft flex, and hand orientation for every club variation.

Pre-Owned Condition Mapping

Capture Mint, Excellent, Very Good, and Value ratings alongside specific wear descriptions.

Dynamic Clearance Pricing

Extract base price, cart discounts, and promo code eligibility across clearance inventory.

Apparel Variant Matrices

Map size and colour availability across all apparel and footwear product lines.

Golf Ball Grading

Differentiate between new, recycled, and refinished condition categories for bulk ball orders.

Inventory Tracking

Monitor stock status and low-stock warnings to gauge demand velocity.

Review Aggregation

Extract star ratings, review text, and verified buyer flags for sentiment analysis.

Brand Categorisation

Map products accurately to manufacturers like Callaway, Titleist, TaylorMade, and Ping.

Multi-Category Scraping

Traverse clubs, bags, apparel, electronics, and accessories with a unified schema.

// engagement pipeline

From category URL to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide categories, brands, or search terms. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, and session management for rockbottomgolf.com.

Validation & QA
d 4–6

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

Delivery
ongoing

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

Under the hood

Navigating golf retail data structures

Extracting data from Rockbottomgolf requires handling complex product variations and dynamic pricing scripts.

pipeline-monitor · rockbottomgolf.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
Variant matrices
Handling multi-dimensional options

Golf clubs have complex variant structures combining loft, shaft flex, and hand orientation. We map these matrices to ensure every purchasable combination is captured.

Dynamic pricing
Executing JavaScript for cart discounts

Rockbottomgolf frequently uses dynamic scripts for 'add to cart for price' deals. We use Playwright to hydrate the DOM and capture the final discounted price.

Condition normalisation
Standardising pre-owned ratings

Used clubs feature distinct condition ratings. We extract the specific rating and the associated wear description to provide clear secondary market value signals.

Anti-bot layer
Residential proxy rotation

Retail sites employ rate limiting. Our crawlers use US residential proxies with realistic browser fingerprints to maintain high concurrency without triggering blocks.

Change detection
Only push inventory updates

We maintain a hash index of last-seen values per SKU. Subsequent runs only push diffs for price or stock changes, reducing downstream processing load.

Applications

Who uses Rockbottomgolf data

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

01
Competitor Price Monitoring

Golf retailers track discount pricing and clearance events to adjust their own margins and remain competitive.

02
Pre-Owned Market Analysis

Track depreciation curves for specific club models based on condition ratings and secondary market pricing.

03
Inventory Arbitrage

Identify heavily discounted or mispriced used clubs for resale on other secondary marketplaces.

04
Brand Compliance

Manufacturers monitor MAP violations on current-season gear across discount retail channels.

05
Demand Forecasting

Analyse clearance velocity and out-of-stock rates to optimise purchasing and inventory planning.

06
Market Research

Track the availability and pricing of specific shaft and loft combinations to understand consumer preferences.

Why DataFlirt

"Rockbottomgolf holds critical pricing signals for the secondary golf market, detailing exact depreciation curves for every major club release."

Extracting this data requires handling complex JavaScript-rendered variant matrices and dynamic cart pricing. DataFlirt manages the proxy rotation, session handling, and schema normalisation so your team can focus on pricing strategy rather than infrastructure maintenance.

Technical Spec

Rockbottomgolf scraper — technical capabilities

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

JavaScript rendering
Full Playwright sessions for dynamic pricing and variant selection
Supported
Residential proxy rotation
US-based ISP proxies rotated per request to bypass rate limits
Supported
Variant mapping
Extract all combinations of loft, flex, and hand orientation
Supported
Clearance price extraction
Capture base price, discounts, and promo code eligibility
Supported
Pre-owned condition scraping
Extract specific condition ratings and wear descriptions
Supported
Review pagination
Traverse all review pages for full sentiment analysis
Supported
Change detection
Hash-based diffing to only emit records with changed fields
Supported
Webhook delivery
HTTP POST per record for real-time inventory updates
Supported
User order history
Historical purchases tied to specific customer accounts
Partial
Caveman Cash balance
Loyalty point totals gated behind user authentication
Partial
Infrastructure

Infrastructure powering the 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.

Residential Proxy Infrastructure

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

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 non-technical stakeholders
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 endpoint to query latest extracted records
BigQuery
Streamed directly into your dataset with schema auto-detect
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Rockbottomgolf legal?

Scraping publicly available pricing and product data is generally permissible. DataFlirt extracts only public, non-authenticated retail data. We do not extract personal data or circumvent authentication walls.

How do you handle variant pricing?

We use Playwright to interact with the variant selection dropdowns (e.g., changing shaft flex or loft) to capture the specific price and stock status for every valid combination.

Can you track pre-owned club conditions?

Yes. We extract the exact condition rating (Mint, Excellent, Very Good, Value) along with the specific text describing the wear on the club head, shaft, and grip.

How fresh is the pricing data?

We configure pipelines based on your requirements. Clearance and pre-owned inventory can be tracked hourly to catch flash sales, while full catalogue refreshes typically run daily.

Do you extract customer reviews?

Yes. We paginate through all product reviews to extract star ratings, text bodies, dates, and verified buyer flags for sentiment analysis.

What format is the data delivered in?

We deliver data in JSON, CSV, or Parquet formats. Files can be pushed directly to your AWS S3 bucket, Google Cloud Storage, or data warehouse on a scheduled cadence.

$ dataflirt scope --new-project --source=rockbottomgolf.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 daily pre-owned inventory feed or a full catalogue extraction — we scope, build, and operate the pipeline. Tell us what you need.

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