SYSTEM all green source perform-better.com queue 8,142 pages p99 latency 215ms dataflirt.com · scraper/perform-better-com
RUN · 14 active pipelines · perform-better.com live

Fitness equipment data,
at warehouse scale.

We extract functional training gear listings, bulk pricing signals, inventory status, and seminar schedules from Perform-Better. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
12,481 /run
Price updates
42,109 /24h
Seminar schedules
84 /month
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from perform-better.com

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

Complete list of extractable fields for Product Listings objects from perform-better.com. All fields typed and schema-versioned.

skutitlebrandcategorysub_categorypricelist_pricecurrencyin_stockdescriptionbullet_pointsimage_urlsweightdimensionspage_url
product_listings
● 200 OK
"sku": "PB-1234",
"title": "First Place Kettlebell",
"brand": "Perform Better",
"category": "Free Weights",
"price": 45.95,
"currency": "USD",
"in_stock": true
# skutitlebrandcategorysub_categoryprice
1
2
3

Complete list of extractable fields for Pricing & Bulk Discounts objects from perform-better.com. All fields typed and schema-versioned.

skuretail_pricefacility_pricediscount_pcttier_1_qtytier_1_pricetier_2_qtytier_2_pricesale_badgeprice_timestamp
pricing_& bulk discounts
● 200 OK
"sku": "PB-1234",
"retail_price": 45.95,
"facility_price": 39.95,
"tier_1_qty": 10,
"tier_1_price": 37.95,
"price_timestamp": "2026-05-12T09:14:00Z"
# skuretail_pricefacility_pricediscount_pcttier_1_qtytier_1_price
1
2
3

Complete list of extractable fields for Seminars & Education objects from perform-better.com. All fields typed and schema-versioned.

event_idtitleinstructordate_startdate_endlocationvenuepriceceu_creditsschedule_url
seminars_& education
● 200 OK
"event_id": "SEM-992",
"title": "Functional Training Summit",
"instructor": "Michael Boyle",
"location": "Providence, RI",
"price": 299.0,
"ceu_credits": 1.4
# event_idtitleinstructordate_startdate_endlocation
1
2
3

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

review_idskureviewer_nameratingreview_titlereview_bodyreview_datehelpful_votesverified_buyer
reviews_& ratings
● 200 OK
"review_id": "RV-88219",
"sku": "PB-1234",
"rating": 5,
"review_title": "Great grip",
"review_body": "Best kettlebells for our facility.",
"review_date": "2026-04-18"
# review_idskureviewer_nameratingreview_titlereview_body
1
2
3

Complete list of extractable fields for Inventory & Variants objects from perform-better.com. All fields typed and schema-versioned.

parent_skuvariant_skucolorweight_lbsizestock_statusbackorder_daterestock_estimate
inventory_& variants
● 200 OK
"parent_sku": "PB-1234",
"variant_sku": "PB-1234-16KG",
"weight_lb": 35.2,
"stock_status": "IN_STOCK",
"color": "Black",
"backorder_date": "None"
# parent_skuvariant_skucolorweight_lbsizestock_status
1
2
3

Capabilities

Everything you need from Perform-Better

Our scraper handles every layer of the platform: product catalogues, bulk pricing tiers, inventory status, and seminar schedules.

Full Catalog Extraction

Extract SKUs, titles, descriptions, categories, and specifications for all functional training equipment.

Facility Pricing Tracking

Capture retail prices alongside public bulk pricing tiers and volume discounts.

Inventory & Stock Status

Monitor in-stock status, backorder dates, and restock estimates across all variants.

Variant & Option Mapping

Map weights, colours, and sizes to parent SKUs for complete product variant trees.

Seminar & Event Data

Extract dates, locations, CEU credits, and instructors for all educational events.

Review & Rating Mining

Capture star ratings, review text, and verified buyer tags across the product catalogue.

Brand Extraction

Differentiate between Perform Better proprietary products and third-party brands.

New Product Detection

Monitor new arrivals in functional training gear to track emerging industry trends.

Scheduled Modes

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

// engagement pipeline

From SKU list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide categories, SKUs, or event pages. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy and Playwright crawlers for perform-better.com.

Validation & QA
d 4–6

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

Delivery
ongoing

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

Under the hood

How our Perform-Better pipeline operates

eCommerce platforms require robust infrastructure to handle dynamic variants and pricing.

pipeline-monitor · perform-better.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
JavaScript rendering
Playwright execution for dynamic variants

Variant pricing and stock status often require JavaScript execution. We run full browser sessions to capture data that headless HTTP clients miss entirely.

Schema stability
Resilient selectors for eCommerce DOMs

Our selector strategy uses multiple fallback chains per field to ensure layout changes do not break your data pipeline.

Anti-bot layer
Residential proxy rotation

We use residential ISP proxies with realistic browser fingerprints to avoid IP bans during deep catalogue crawls.

Change detection
Only re-scrape what has changed

We maintain a hash index of last-seen values per field. Subsequent runs only push diffs to reduce downstream processing load.

Monitoring & alerting
Pipeline health anomaly detection

Every run emits structured logs. We alert on null-rate spikes and schema drift to maintain SLA uptime.

Applications

Who uses Perform-Better data

Teams across industries use perform-better.com data to build competitive products and smarter operations.

01
Competitor Price Monitoring

Track retail and bulk pricing across functional training gear to adjust your own pricing strategy.

02
Inventory Intelligence

Monitor stockouts and backorder dates to identify supply chain gaps in the fitness equipment market.

03
B2B Lead Generation

Analyse facility purchasing trends and seminar attendance patterns for targeted outreach.

04
Market Research

Track new product launches and brand assortments to understand emerging trends in functional training.

05
Assortment Planning

Compare your product catalogue against Perform-Better offerings to identify whitespace in kettlebells, bands, and flooring.

06
Educational Event Tracking

Aggregate fitness seminar schedules, locations, and CEU values for industry trend analysis.

Why DataFlirt

"Perform-Better holds the industry standard catalogue for functional training equipment, but extracting facility pricing and variant-level inventory requires dedicated pipeline infrastructure."

Most teams underestimate the investment required: reliable eCommerce scraping requires residential proxies, full JavaScript rendering for dynamic variant pricing, daily selector maintenance, and anomaly monitoring. DataFlirt absorbs that complexity so your engineers can focus on the analysis, not the infrastructure.

Technical Spec

Perform-Better scraper technical capabilities

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

JavaScript rendering
Full Playwright sessions for dynamic variant pricing and stock status
Supported
CAPTCHA bypass
Automated 2Captcha and CapSolver integration
Supported
Residential proxy rotation
ISP-grade residential IPs rotated per request
Supported
Variant/variation mapping
Parent to child SKU relationships with all option combinations
Supported
Change detection (diffs)
Hash-based diff to only emit records with changed fields
Supported
Seminar schedule extraction
Capture event dates, CEU credits, and instructor details
Supported
Webhook delivery
HTTP POST per record or batch
Supported
Facility Account Pricing
Requires authenticated facility login credentials to view tier-specific negotiated contracts
Partial
Past Order History
Gated behind individual 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 and interaction flows.

Residential Proxy Infrastructure

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

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
CSV
Flat file with typed columns
XLS
Excel compatible format
Parquet
Columnar format for BigQuery, Snowflake, Athena
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record
API
REST endpoint access
PostgreSQL
Upsert into your existing schema
BigQuery
Streamed directly into your dataset
Snowflake
Stage and COPY INTO workflow
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About perform-better.com scraping, legality, and pipeline operations.

Ask us directly →
Is scraping Perform-Better legal?

Scraping publicly available information is generally permissible. DataFlirt targets only public, non-authenticated product, pricing, and event data.

How do you handle eCommerce anti-bot systems?

We use residential ISP proxies, full Playwright browser sessions with realistic fingerprints, and request timing modelled on human behaviour.

Can you extract bulk pricing tiers?

Yes. We extract all publicly visible volume discount tiers and facility pricing structures listed on the product pages.

How fresh is the inventory data?

Full catalogue refreshes run at daily cadence. We track in-stock status and backorder dates for every variant.

Do you track seminar schedules?

Yes. We aggregate all educational events, including dates, locations, instructors, and CEU credit values.

What is the minimum viable engagement?

Our packages start at defined category lists or full catalogue tracking with weekly delivery.

$ dataflirt scope --new-project --source=perform-better.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 product catalogue dump or a continuous price-monitoring feed across 12,000 SKUs, we scope, build, and operate the pipeline. Tell us what you need.

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