SYSTEM all green source redcon1.com queue 1,492 pages p99 latency 184ms dataflirt.com · scraper/redcon1-com
RUN · 12 active pipelines · redcon1.com live

Redcon1 formulation data,
at warehouse scale.

We extract product listings, supplement facts, flavor availability, pricing tiers, and reviews from Redcon1. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
4,182 /run
Flavor variations
12,491 /run
Price updates
18,204 /24h
Review records
84,102 /run
Uptime
99.98%
Data Dictionary

Every field we extract from redcon1.com

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

Complete list of extractable fields for Supplement Products objects from redcon1.com. All fields typed and schema-versioned.

product_idtitlecategoryproduct_typebase_priceavailable_flavorssizesstock_statusaverage_ratingreview_count
supplement_products
● 200 OK
"product_id": "RC1-TW-001",
"title": "Total War Pre-Workout",
"category": "Pre-Workout",
"product_type": "Powder",
"base_price": 42.99,
"available_flavors": "["Tiger's Blood", 'Blue Lemonade', 'Vice City']",
"stock_status": "in_stock",
"average_rating": 4.8,
"review_count": 14205
# product_idtitlecategoryproduct_typebase_priceavailable_flavors
1
2
3

Complete list of extractable fields for Nutritional Facts objects from redcon1.com. All fields typed and schema-versioned.

product_idserving_sizeservings_per_containercaloriesprotein_gramscarbohydrate_gramsfat_gramsactive_ingredientsproprietary_blend_flag
nutritional_facts
● 200 OK
"product_id": "RC1-TW-001",
"serving_size": "14.7g",
"servings_per_container": 30,
"calories": 0,
"active_ingredients": "['Citrulline Malate 6g', 'Beta-Alanine 3.2g', 'Caffeine Anhydrous 250mg']",
"proprietary_blend_flag": false
# product_idserving_sizeservings_per_containercaloriesprotein_gramscarbohydrate_grams
1
2
3

Complete list of extractable fields for Pricing & Subscriptions objects from redcon1.com. All fields typed and schema-versioned.

product_idvariant_idone_time_pricesubscribe_pricediscount_percentagebundle_savingscurrencyprice_timestamp
pricing_& subscriptions
● 200 OK
"product_id": "RC1-TW-001",
"variant_id": "VAR-TW-TB",
"one_time_price": 42.99,
"subscribe_price": 30.09,
"discount_percentage": 30,
"currency": "USD",
"price_timestamp": "2026-05-12T09:14:00Z"
# product_idvariant_idone_time_pricesubscribe_pricediscount_percentagebundle_savings
1
2
3

Complete list of extractable fields for Customer Reviews objects from redcon1.com. All fields typed and schema-versioned.

review_idproduct_idauthor_namestar_ratingreview_titlereview_bodyreview_dateverified_buyer
customer_reviews
● 200 OK
"review_id": "REV-99214",
"product_id": "RC1-TW-001",
"star_rating": 5,
"review_title": "Best pump on the market",
"review_body": "Clean energy, no crash. Tiger's blood flavor is top tier.",
"review_date": "2026-04-18",
"verified_buyer": true
# review_idproduct_idauthor_namestar_ratingreview_titlereview_body
1
2
3

Complete list of extractable fields for Apparel & Gear objects from redcon1.com. All fields typed and schema-versioned.

product_idtitlecategorypriceavailable_sizescolorsmaterial_compositionstock_status
apparel_& gear
● 200 OK
"product_id": "RC1-APP-T01",
"title": "Readiness Tee",
"category": "Apparel",
"price": 24.99,
"available_sizes": "['M', 'L', 'XL', 'XXL']",
"colors": "['Black', 'Olive Drab']",
"stock_status": "in_stock"
# product_idtitlecategorypriceavailable_sizescolors
1
2
3

Capabilities

Extract the complete Redcon1 catalogue

Our scrapers map complex flavor matrices, parse embedded nutritional tables, and track aggressive promotional pricing across the entire Redcon1 product line.

Flavor & Size Matrices

Extract every combination of flavor and container size, mapping parent products to exact variant SKUs.

Supplement Facts Parsing

Parse ingredient lists, active dosages, and macronutrient profiles directly from product specification tables.

Subscription Pricing Tracking

Capture both one-time purchase prices and Subscribe & Save rates, calculating exact discount percentages.

Stack & Bundle Extraction

Deconstruct product bundles into their component items to calculate true retail value versus bundle pricing.

Review & Rating Mining

Extract full customer reviews, star ratings, and verified buyer flags across all product categories.

Apparel Sizing & Stock

Monitor inventory levels across apparel lines, tracking out-of-stock states for specific size and colour variants.

Promotional Tracking

Identify BOGO offers, flash sale badges, and limited-time discount codes applied to specific product tiers.

New Release Monitoring

Detect new product drops, limited edition flavors, and seasonal apparel lines the moment they go live.

Scheduled Delivery

Run daily or hourly pipelines with change-detection, delivering only the records that have updated since the last run.

// engagement pipeline

From product URL to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Select product categories, specific SKUs, or the entire catalogue. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, and variant mapping logic for redcon1.com.

Validation & QA
d 4–6

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

Delivery
ongoing

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

Under the hood

How our Redcon1 pipeline handles the hard parts

Supplement e-commerce sites present unique data structures. Here is how we normalise Redcon1's catalogue for analytical use.

pipeline-monitor · redcon1.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
Bypassing e-commerce protections

Redcon1 utilizes standard e-commerce bot protection. Our crawlers use residential ISP proxies with realistic browser fingerprints and randomised request timing to maintain uninterrupted access.

Variant mapping
Resolving complex product matrices

A single pre-workout may have 20 flavors and 2 sizes. We map these multi-dimensional variants back to a clean parent-child relationship, ensuring no SKU is missed or duplicated.

Nutritional parsing
Extracting structured supplement facts

Ingredient tables are often formatted inconsistently. We use targeted DOM parsing to extract serving sizes, macronutrients, and specific active ingredient dosages into a normalised schema.

Change detection
Only re-scrape what has changed

We maintain a hash index of last-seen values per field. Subsequent runs only push diffs, reducing compute cost and downstream processing load. You get a clean changelog rather than full re-dumps.

Monitoring & alerting
24/7 pipeline health

Every run emits structured logs to our observability stack. We alert on null-rate spikes, missing flavor variants, and schema drift, responding before you notice.

Applications

Who uses Redcon1 data

Teams across industries use redcon1.com data to build competitive products and smarter operations.

01
Competitor Pricing Analysis

Supplement brands monitor Redcon1's base pricing, subscription discounts, and flash sale frequency to inform their own pricing strategies.

02
Formulation Benchmarking

R&D teams extract active ingredient dosages across the Total War and MRE lines to benchmark new product formulations.

03
Flavor Trend Analysis

Market researchers track flavor introductions and out-of-stock velocities to determine consumer flavor preferences.

04
Inventory Monitoring

Retailers and distributors track stock availability across specific variants to anticipate supply chain constraints.

05
Promotional Strategy Tracking

Marketing teams analyze the timing and depth of Redcon1's BOGO events and holiday sales to map promotional calendars.

06
Consumer Sentiment Analysis

Brand managers mine review data to identify product complaints, flavor feedback, and overall customer satisfaction metrics.

Why DataFlirt

"Redcon1 publishes highly detailed nutritional profiles and dynamic flavor matrices, but extracting that formulation data requires structural normalisation."

Most teams struggle with supplement sites due to complex product variants, embedded nutritional tables, and aggressive flash sale structures. DataFlirt normalises Redcon1's ingredient panels and pricing tiers so your analysts can focus on market positioning rather than DOM parsing.

Technical Spec

Redcon1 scraper — technical capabilities

Everything supported by our redcon1.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.

Flavor/size variant mapping
Parent to child product relationships with all option combinations
Supported
Supplement facts extraction
Parsing of active ingredients and macronutrients from product pages
Supported
Subscription pricing
Extraction of Subscribe & Save rates versus standard pricing
Supported
Review pagination
Full review corpus including all pages and star ratings
Supported
Bundle component mapping
Deconstructing stacks into individual product components
Supported
Flash sale detection
Capture of promotional badges and limited-time discounts
Supported
Change detection (diffs)
Hash-based diff: only emit records with changed fields since last run
Supported
Tier Operator exclusive pricing
Requires authenticated user sessions linked to specific loyalty tiers
Partial
Military/First Responder discounts
Requires active ID.me verification and authentication
Partial
Infrastructure

Infrastructure powering the Redcon1 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. Combined via scrapy-playwright middleware.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across US regions. Rotation happens per-request with sticky sessions where required. IP score monitoring prevents blacklisted pool contamination.

Cloud-Native Orchestration

Pipelines run on AWS Lambda (burst) and ECS (sustained). 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
Parquet
Columnar format for BigQuery, Snowflake, Athena
S3
Direct bucket delivery — compatible with any data lake
Webhook
HTTP POST per record for real-time downstream processing
BigQuery
Streamed directly into your dataset with schema auto-detect
Postgres
Upsert into your existing schema with conflict resolution
Snowflake
Stage + COPY INTO workflow — incremental or full-replace
// faq

Common questions.

About redcon1.com scraping, legality, and pipeline operations.

Ask us directly →
Is scraping Redcon1 legal?

Scraping publicly available information from Redcon1 is generally permissible under applicable law. DataFlirt targets only public, non-authenticated product, pricing, and formulation data. We do not extract personal data, circumvent authentication walls, or violate GDPR.

How do you handle flavor and size matrices?

We map complex multi-dimensional variants back to a clean parent-child relationship. Each combination of flavor and size is extracted as a distinct variant record linked to the parent product.

Can you extract supplement facts panels?

Yes. We use targeted DOM parsing to extract serving sizes, macronutrients, and specific active ingredient dosages from product specification tables, normalising the data into structured JSON.

Do you track out of stock flavors?

Yes. Inventory status is tracked at the individual variant level, allowing you to monitor which specific flavors or apparel sizes are currently out of stock.

How fresh is the pricing data?

Pipelines can be configured for daily or sub-daily runs depending on your requirements, ensuring you capture flash sales and promotional pricing changes quickly.

Can you track BOGO and flash sales?

Yes. We capture promotional badges, discount text, and limited-time offers applied to products during the crawl.

What about gated discounts?

We do not extract Tier Operator exclusive pricing or Military/First Responder discounts, as these require authenticated user sessions or third-party verification via ID.me.

$ dataflirt scope --new-project --source=redcon1.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 formulation dump or continuous price monitoring across the catalogue, we scope, build, and operate the pipeline. Tell us what you need.

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