SYSTEM all green source kelty.com queue 1,482 pages p99 latency 184ms dataflirt.com · scraper/kelty-com
RUN · 14 active pipelines · kelty.com live

Kelty gear data,
structured for analysis.

We extract product listings, technical specifications, pricing signals, and inventory states from Kelty. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
2.1K /day
Price updates
4.2K /24h
Variant records
14.5K /run
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from kelty.com

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

Complete list of extractable fields for Backpacks & Gear objects from kelty.com. All fields typed and schema-versioned.

skutitlecategorypricevolume_litresweight_kgtorso_fit_rangedimensionsframe_typematerialscolour_optionsin_stock
backpacks_& gear
● 200 OK
"sku": "22615620",
"title": "Coyote 60 Backpack",
"category": "Backpacks",
"price": 179.95,
"volume_litres": 60,
"weight_kg": 2.1,
"torso_fit_range": "15 to 20 inches",
"frame_type": "Internal"
# skutitlecategorypricevolume_litresweight_kg
1
2
3

Complete list of extractable fields for Tents & Shelters objects from kelty.com. All fields typed and schema-versioned.

skutitlecapacityseasonspacked_weightfloor_areapeak_heightpole_typecanopy_fabricfly_fabricpricestock_status
tents_& shelters
● 200 OK
"sku": "40812223",
"title": "Late Start 2 Tent",
"capacity": "2 Person",
"packed_weight": "2.4 kg",
"floor_area": "2.7 sq m",
"peak_height": "101.6 cm",
"pole_type": "Aluminum",
"price": 159.95
# skutitlecapacityseasonspacked_weightfloor_area
1
2
3

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

skuparent_idvariant_idcoloursizepricelist_pricediscount_pctin_stockstock_levelscraped_at
pricing_& inventory
● 200 OK
"sku": "22615620-BLU",
"variant_id": "8472910",
"colour": "Lyons Blue",
"price": 179.95,
"list_price": 179.95,
"discount_pct": 0,
"in_stock": true,
"scraped_at": "2026-05-12T09:14:00Z"
# skuparent_idvariant_idcoloursizeprice
1
2
3

Complete list of extractable fields for Sleeping Bags objects from kelty.com. All fields typed and schema-versioned.

skutitletemp_ratinginsulation_typefill_weighttotal_weightstuffed_sizefits_up_toshell_materialprice
sleeping_bags
● 200 OK
"sku": "35416220",
"title": "Cosmic Down 20",
"temp_rating": "20F / -7C",
"insulation_type": "550 Fill Down",
"total_weight": "1.19 kg",
"fits_up_to": "183 cm",
"price": 169.95
# skutitletemp_ratinginsulation_typefill_weighttotal_weight
1
2
3

Complete list of extractable fields for Categories & Hierarchy objects from kelty.com. All fields typed and schema-versioned.

category_idnameurlparent_categorybreadcrumbproduct_countdescriptionmeta_titlemeta_description
categories_& hierarchy
● 200 OK
"category_id": "cat_tents",
"name": "Tents",
"url": "/categories/tents",
"parent_category": "Camping",
"breadcrumb": "Home > Camping > Tents",
"product_count": 42,
"meta_title": "Camping Tents & Shelters | Kelty"
# category_idnameurlparent_categorybreadcrumbproduct_count
1
2
3

Capabilities

Extract technical outdoor gear specifications

Our Kelty scraper navigates product hierarchies, extracts nested technical specifications, and tracks pricing across all colour and size variants.

Full Specification Extraction

Extract volume, weight, materials, dimensions, and fit ranges for every backpack, tent, and sleeping bag in the catalogue.

Variant Level Pricing

Capture prices, MSRP, and discount percentages for specific colourways and sizes. Track promotional changes over time.

Inventory Monitoring

Check stock availability and inventory levels for every SKU variant to monitor sell-through rates and restocks.

Category Mapping

Reconstruct Kelty's exact category taxonomy, mapping products to their specific outdoor activity segments.

Asset Collection

Extract high-resolution image URLs, lifestyle photos, and product manual PDFs linked on product pages.

Scheduled Diffing

Run daily or weekly pipelines. Our change detection system emits only updated records to minimise redundant data.

Proxy Management

Requests route through residential ISPs to avoid rate limits and IP bans during high-frequency catalogue crawls.

Normalised Outputs

Messy HTML tables and unstructured description text are parsed into strictly typed JSON fields.

Review Aggregation

Extract customer ratings, review text, and recommendation flags across the entire product line.

// engagement pipeline

From target list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide specific categories, product lines, or request a full site crawl. We map the required technical fields.

Pipeline Build
d 2–4

We configure Scrapy spiders, set up proxy rotation, and build parsers for Kelty's specific DOM structure.

Validation & QA
d 4–6

Schema validation, null-rate checks, and data typing verification before full production launch.

Delivery
ongoing

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

Under the hood

Handling Kelty's eCommerce infrastructure

Extracting technical data requires handling dynamic variant loading and nested product specifications.

pipeline-monitor · kelty.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 Hydration
Extracting hidden SKU data

Kelty's frontend loads specific pricing and inventory data via JavaScript when a user selects a colour or size. We use Playwright to simulate these interactions, ensuring we capture the exact state of every variant.

Specification Parsing
Structuring unstructured HTML

Technical specs are often embedded in complex HTML tables or bulleted lists. Our parsers use specific regex and XPath rules to map raw text into typed fields like volume_litres and weight_kg.

Rate Limiting
Respecting server thresholds

To avoid triggering CDN blocks, our crawlers implement adaptive concurrency and request delays, routing traffic through a rotating pool of residential IPs.

Schema Stability
Resilient selector design

Retail sites frequently update their themes. We rely on LD+JSON structured data where available, falling back to CSS selectors to maintain pipeline stability during site updates.

Data Normalisation
Standardising metrics

We clean and normalise extracted data, converting mixed unit strings into standard numeric formats to ensure immediate usability in your data warehouse.

Applications

Who uses Kelty data and how

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

01
Competitor Price Monitoring

Outdoor brands track Kelty's pricing strategies and discount cadences across specific gear categories.

02
Retail Assortment Planning

Retailers analyse Kelty's product mix, colour options, and sizing to inform their own buying decisions.

03
Product Design Research

Design teams aggregate technical specifications like pack volume and tent weights to benchmark new products.

04
MAP Compliance

Brands monitor listed prices to ensure retail partners comply with minimum advertised price policies.

05
Market Trend Analysis

Analysts track the introduction of new materials and frame types across outdoor gear catalogues.

06
Inventory Forecasting

Supply chain analysts monitor stock-out frequencies on popular items to gauge market demand.

Why DataFlirt

"Kelty's catalogue contains highly structured technical specifications for outdoor gear, but extracting it requires parsing complex variant matrices."

Outdoor equipment retailers rely on precise technical data. We handle the extraction of complex variant matrices, dynamic inventory states, and nested specifications. DataFlirt manages the proxy rotation and session states so your team receives clean, normalised datasets ready for immediate analysis.

Technical Spec

Kelty scraper technical capabilities

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

Variant extraction
Captures all size, colour, and configuration options per product
Supported
Technical spec parsing
Normalises volume, weight, and dimension strings into numeric fields
Supported
Inventory status
Tracks in-stock flags and available quantities where exposed
Supported
High-res image URLs
Extracts direct links to full-resolution product and lifestyle imagery
Supported
Category taxonomy
Maps full breadcrumb paths and parent-child category relationships
Supported
Change detection
Emits only records that have changed since the previous crawl
Supported
Pro Purchase Program pricing
Requires authenticated industry professional accounts to view discounts
Partial
User order history
Requires individual user credentials to access past purchases
Partial
Infrastructure

Infrastructure powering the Kelty pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy + Playwright Stack

Scrapy manages the crawl orchestration and deduplication. Playwright handles JavaScript execution required to load dynamic pricing and variant availability.

Proxy Infrastructure

We utilise residential IP pools to distribute requests, preventing IP bans and ensuring uninterrupted access to the Kelty catalogue.

Cloud Orchestration

Pipelines are deployed on Kubernetes and scheduled via Apache Airflow, providing reliable execution and automated alerting for SLA compliance.

Output & Delivery

Your data, your destination

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

JSON
Nested schema capturing complex product variants
CSV
Flat file format for immediate spreadsheet analysis
Parquet
Columnar storage optimised for data warehouses
AWS S3
Direct delivery to your cloud storage buckets
Webhook
HTTP POST delivery for real-time inventory alerts
API
REST endpoints to query your extracted datasets
XLS
Formatted Excel files for non-technical stakeholders
Snowflake
Direct stage and load integration for enterprise teams
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Can you extract data for every colour and size variant?

Yes. Our scraper iterates through all available variant combinations on a product page, capturing specific SKUs, prices, and inventory statuses for each option.

How do you handle technical specifications?

We parse the specification tables and lists on product pages, mapping raw text to structured fields. We normalise units like litres and kilograms for immediate analytical use.

Is the inventory data real-time?

Inventory data reflects the state of the website at the time of the crawl. We can configure pipelines to run hourly for critical SKUs to approximate real-time monitoring.

Can you scrape product manuals and setup instructions?

Yes. We extract URLs for PDF manuals, setup videos, and care instructions linked within the product descriptions.

Do you extract customer reviews?

Yes. We capture aggregate ratings, individual review text, dates, and helpful votes across all product pages.

How do you deal with site layout changes?

Our pipelines use fallback selector chains and structured data extraction. We monitor schema drift and update our parsers automatically if Kelty deploys a new frontend design.

$ dataflirt scope --new-project --source=kelty.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 catalogue dump or continuous price monitoring across all variants, we scope, build, and operate the pipeline. Tell us what you need.

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