SYSTEM all green source rs-online.com queue 18,392 pages p99 latency 312ms dataflirt.com · scraper/rs-online-com
RUN · 114 active pipelines · rs-online.com live

RS Components data,
at warehouse scale.

We extract stock numbers, technical specifications, tiered pricing, and availability from RS Components. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Components extracted
742K /day
Price/stock updates
2.1M /24h
Datasheets indexed
145K /run
Active pipelines
114
Uptime
99.94%
Data Dictionary

Every field we extract from rs-online.com

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

Complete list of extractable fields for Product Specifications objects from rs-online.com. All fields typed and schema-versioned.

rs_stock_nomfr_part_nomanufacturerdescriptioncategory_pathrohs_statuscountry_of_originweightdimensionsdatasheet_urlimage_urlattributes
product_specifications
● 200 OK
"rs_stock_no": "123-4567",
"mfr_part_no": "NE555P",
"manufacturer": "Texas Instruments",
"rohs_status": "Compliant",
"country_of_origin": "Malaysia",
"datasheet_url": "https://docs.rs-online.com/12345.pdf",
"weight": "1.2g"
# rs_stock_nomfr_part_nomanufacturerdescriptioncategory_pathrohs_status
1
2
3

Complete list of extractable fields for Pricing & Availability objects from rs-online.com. All fields typed and schema-versioned.

rs_stock_nocurrencyunit_pricepricing_tiersstock_levelstock_statuslead_timeminimum_order_qtystandard_pack_sizeships_fromscraped_at
pricing_& availability
● 200 OK
"rs_stock_no": "123-4567",
"currency": "GBP",
"stock_level": 4500,
"stock_status": "In Stock",
"lead_time": "Next Day",
"minimum_order_qty": 10,
"unit_price": 0.45,
"pricing_tiers": "[{"qty": 10, "price": 0.45}, {"qty": 100, "price": 0.38}]"
# rs_stock_nocurrencyunit_pricepricing_tiersstock_levelstock_status
1
2
3

Complete list of extractable fields for Technical Attributes objects from rs-online.com. All fields typed and schema-versioned.

rs_stock_nomounting_typepackage_typepin_countoperating_temp_minoperating_temp_maxmax_operating_voltagemin_operating_voltageoutput_currentfrequency
technical_attributes
● 200 OK
"rs_stock_no": "123-4567",
"mounting_type": "Through Hole",
"package_type": "PDIP",
"pin_count": 8,
"max_operating_voltage": "16V",
"operating_temp_max": "70°C",
"output_current": "200mA"
# rs_stock_nomounting_typepackage_typepin_countoperating_temp_minoperating_temp_max
1
2
3

Complete list of extractable fields for Alternatives & Accessories objects from rs-online.com. All fields typed and schema-versioned.

rs_stock_noalternative_stock_nosaccessory_stock_nosupgrade_stock_nosrelated_categoriescross_reference_mfrcross_reference_mpncompatibility_notes
alternatives_& accessories
● 200 OK
"rs_stock_no": "123-4567",
"alternative_stock_nos": "['765-4321', '890-1234']",
"accessory_stock_nos": "['111-2222']",
"cross_reference_mfr": "STMicroelectronics",
"cross_reference_mpn": "NE555N",
"related_categories": "['Timers & Oscillators']",
"upgrade_stock_nos": "[]"
# rs_stock_noalternative_stock_nosaccessory_stock_nosupgrade_stock_nosrelated_categoriescross_reference_mfr
1
2
3

Complete list of extractable fields for Category & Taxonomy objects from rs-online.com. All fields typed and schema-versioned.

category_idcategory_nameparent_categorylevel_1level_2level_3level_4total_productsurl_slug
category_& taxonomy
● 200 OK
"category_id": "C1234",
"category_name": "Timer ICs",
"level_1": "Semiconductors",
"level_2": "Power Management ICs",
"level_3": "Timers & Oscillators",
"total_products": 452,
"url_slug": "/semiconductors/power-management-ics/timer-ics/"
# category_idcategory_nameparent_categorylevel_1level_2level_3
1
2
3

Capabilities

Everything you need from RS Components

Our RS Components scraper handles deep technical taxonomies, dynamic pricing tiers, and aggressive Akamai bot protection. We deliver clean, normalised component data directly to your warehouse.

Mfr Part Number Mapping

Extract Manufacturer Part Numbers (MPN) and map them directly to RS Stock Numbers for accurate cross-referencing.

Tiered Pricing Extraction

Capture base price and all volume discount tiers, including minimum order quantities and standard pack sizes.

Real-Time Stock Tracking

Monitor regional stock levels, lead times, and dispatch statuses across global RS distribution centres.

Technical Attribute Parsing

Extract and normalise complex engineering specifications like voltage, tolerance, package type, and operating temperatures.

Datasheet & CAD Links

Collect direct URLs for manufacturer datasheets, 3D CAD models, and RoHS compliance certificates.

Multi-Region Support

Scrape data from uk.rs-online.com, in.rsdelivers.com, and other regional domains to compare localised pricing and stock.

Category Tree Traversal

Navigate deep hierarchical taxonomies to extract all components within specific engineering categories.

RoHS & Compliance Data

Track environmental compliance statuses, SVHC flags, and country of origin for supply chain auditing.

Substitute Mapping

Capture RS-recommended alternative parts and accessories for obsolete or out-of-stock components.

Scheduled Diffing

Run daily or weekly pipelines that only output changed stock levels and price updates, reducing processing overhead.

// engagement pipeline

From component list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide RS Stock Numbers, MPNs, or target categories. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Playwright crawlers, proxy rotation, and Akamai bypass mechanisms for rs-online.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, and attribute normalisation testing 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 RS Components pipeline handles the hard parts

RS Components invests heavily in scraping detection. Here is how we stay resilient, and why teams choose managed infrastructure over DIY.

pipeline-monitor · rs-online.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
Akamai bypass and residential proxies

RS Components uses aggressive Akamai bot protection. Our crawlers use residential ISP proxies with realistic browser fingerprints, randomised request timing, and full TLS spoofing to bypass these blocks consistently.

Dynamic content
JavaScript hydration for stock and pricing

Stock levels and region-specific pricing are loaded dynamically via frontend APIs. We run full Playwright browser sessions to hydrate these widgets, capturing real-time availability that standard HTTP requests miss.

Deep pagination
Handling 10,000+ result categories

Large categories like resistors or capacitors contain tens of thousands of parts. We bypass standard pagination limits by programmatically slicing search parameters across attributes to ensure 100% catalogue coverage.

Data quality
Engineering attribute normalisation

Component specifications are often inconsistently formatted across manufacturers. Our pipeline normalises units of measurement to ensure your database stays clean and queryable.

Change detection
Only re-scrape what has changed

For massive component catalogues, we maintain a hash index of last-seen values per field. Subsequent runs only push diffs for stock and price changes, reducing downstream processing load.

Applications

Who uses RS Components data

Teams across industries use rs-online.com data to build competitive products and smarter operations.

01
BOM Costing & Procurement

Hardware engineering teams automate Bill of Materials costing by matching internal MPNs against live RS pricing tiers.

02
Competitor Price Monitoring

Other electronic component distributors track RS pricing to dynamically adjust their own margins and volume discounts.

03
Supply Chain Risk Management

Procurement teams monitor stock depths and lead times across critical components to detect shortages before they halt production.

04
EDA Library Building

Electronic Design Automation software providers scrape technical attributes and CAD links to populate their internal part libraries.

05
Market Research & Component Trends

Analysts track the introduction of new semiconductor lines and the obsolescence of legacy parts to forecast industry shifts.

06
Distributor Catalogue Syncing

Smaller resellers sync their e-commerce platforms with RS Components taxonomies and datasheets to enrich their own product pages.

Why DataFlirt

"RS Components holds the definitive technical taxonomy for industrial automation and electronics. Extracting normalised attributes across millions of SKUs requires industrial grade infrastructure."

Most teams underestimate the complexity of scraping electronic component distributors. Deep category trees, inconsistent attribute formatting, dynamic pricing tiers, and aggressive Akamai bot protection make DIY scripts fail quickly. DataFlirt handles the proxy rotation, JavaScript hydration, and attribute normalisation so your procurement and engineering teams get clean data.

Technical Spec

RS Components scraper technical capabilities

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

JavaScript rendering
Full Playwright sessions required for dynamic stock and pricing widgets
Supported
Akamai bypass
Automated fingerprint spoofing and TLS normalisation
Supported
Residential proxy rotation
ISP-grade residential IPs matched to the target RS region
Supported
Multi-region targeting
Extract localised data from uk.rs-online.com, in.rsdelivers.com, etc.
Supported
Tiered pricing arrays
Structured JSON arrays containing quantity thresholds and unit prices
Supported
Datasheet PDF links
Direct URLs to manufacturer documentation hosted on RS servers
Supported
Attribute normalisation
Standardisation of technical units across different manufacturers
Supported
Change detection (diffs)
Hash-based diff to only emit records with changed stock or price
Supported
Account-specific negotiated pricing
Custom contract pricing requires authenticated client sessions
Partial
Saved BOMs and Parts Lists
Access to private user account data and saved projects
Partial
Infrastructure

Infrastructure powering the RS Components 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 global 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 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 for Excel/Sheets compatibility
XLS
Standard Excel format for direct procurement team use
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 your extracted component database
PostgreSQL
Upsert into your existing schema with conflict resolution
BigQuery
Streamed directly into your dataset with schema auto-detect
Snowflake
Stage and COPY INTO workflow for incremental updates
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About rs-online.com scraping, legality, and pipeline operations.

Ask us directly →
Is scraping RS Components legal?

Scraping publicly available information from RS Components is generally permissible under applicable law. DataFlirt targets only public, non-authenticated product, pricing, and technical data. We do not extract personal data or circumvent authentication walls. Clients should review RS Components ToS and consult legal counsel for specific use cases.

How do you handle Akamai bot protection?

We use residential ISP proxies, full Playwright browser sessions with realistic fingerprints, and request timing modelled on human behaviour. We monitor for block rate spikes in real time and trigger proxy pool rotation automatically.

Which RS Components regions do you support?

We can target any regional domain, including uk.rs-online.com, in.rsdelivers.com, and us.rs-online.com. We configure the pipeline to use proxies local to the target region to ensure accurate pricing and stock visibility.

How fresh is the stock data?

For targeted BOM lists, we can run high-frequency pipelines that check stock levels multiple times per day. Full catalogue refreshes typically run on a weekly or monthly cadence depending on your requirements.

Do you extract all pricing tiers?

Yes. We extract the base price and all volume discount tiers, outputting them as a structured array or flattened columns depending on your schema preference.

What is the minimum viable engagement?

Our smallest packages start at a defined list of MPNs or RS Stock Numbers with weekly delivery. For full category extractions or custom schema requirements, we price based on volume and delivery frequency.

Can you download the actual datasheet PDFs?

We extract the direct URLs to the datasheets hosted by RS Components. If required, we can also build a secondary pipeline to download the actual PDF files and sync them to your S3 bucket.

Can I request a sample dataset before committing?

Absolutely. We provide a sample run of up to 500 components as part of the pre-engagement scoping process so you can validate schema fit, field completeness, and attribute formatting before signing any contract.

$ dataflirt scope --new-project --source=rs-online.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 stock feed for 50,000 MPNs or a full catalogue extraction for your EDA tool, we scope, build, and operate the pipeline. Tell us what you need.

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