SYSTEM all green source boschrexroth.com queue 12,408 pages p99 latency 218ms dataflirt.com · scraper/boschrexroth-com
RUN . 42 active pipelines . boschrexroth.com live

Rexroth technical data,
at warehouse scale.

We extract material numbers, technical operating parameters, replacement part mappings, and product configurator outputs from Bosch Rexroth. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Parts extracted
148K /run
Configurator states
8.2K /day
Tech specs
940K /run
Active pipelines
42
Uptime
99.94%
Data Dictionary

Every field we extract from boschrexroth.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 boschrexroth.com. All fields typed and schema-versioned.

mnrtitlecategorysub_categoryweight_kgdimensions_mmmax_operating_pressure_barmax_flow_rate_l_mintemperature_range_cmaterialpage_url
product_specifications
● 200 OK
"mnr": "R900561274",
"title": "Directional spool valve, direct operated, with solenoid actuation",
"category": "Industrial Hydraulics",
"sub_category": "Directional Valves",
"max_operating_pressure_bar": 350,
"max_flow_rate_l_min": 80,
"weight_kg": 2.1,
"material": "Cast Iron"
# mnrtitlecategorysub_categoryweight_kgdimensions_mm
1
2
3

Complete list of extractable fields for Configurator Outputs objects from boschrexroth.com. All fields typed and schema-versioned.

config_idbase_mnrselected_optionsstroke_length_mmmotor_typemounting_stylegenerated_mnrcad_model_urllead_time_days
configurator_outputs
● 200 OK
"config_id": "CFG-88219-X",
"base_mnr": "R0332",
"stroke_length_mm": 500,
"motor_type": "Servo",
"mounting_style": "Flange",
"generated_mnr": "R0332500F",
"lead_time_days": 14
# config_idbase_mnrselected_optionsstroke_length_mmmotor_typemounting_style
1
2
3

Complete list of extractable fields for Replacement Parts objects from boschrexroth.com. All fields typed and schema-versioned.

parent_mnrreplacement_mnrcompatibility_notesobsolete_flagreplacement_datestock_statusdistributor_idprice_estimate
replacement_parts
● 200 OK
"parent_mnr": "R900561270",
"replacement_mnr": "R900561274",
"compatibility_notes": "Direct drop-in replacement. Porting identical.",
"obsolete_flag": true,
"replacement_date": "2021-11-01",
"stock_status": "Available"
# parent_mnrreplacement_mnrcompatibility_notesobsolete_flagreplacement_datestock_status
1
2
3

Complete list of extractable fields for Technical Documentation objects from boschrexroth.com. All fields typed and schema-versioned.

mnrdocument_typelanguagepdf_urlrevision_datefile_size_mbmd5_hashpages
technical_documentation
● 200 OK
"mnr": "R900561274",
"document_type": "Data Sheet",
"language": "EN",
"pdf_url": "https://www.boschrexroth.com/media/pdf/R900561274_EN.pdf",
"revision_date": "2023-04-12",
"file_size_mb": 1.4,
"pages": 12
# mnrdocument_typelanguagepdf_urlrevision_datefile_size_mb
1
2
3

Complete list of extractable fields for Distributor Intelligence objects from boschrexroth.com. All fields typed and schema-versioned.

distributor_idnameregioncountrycontact_emailphoneaddressauthorized_brandsstock_feed_url
distributor_intelligence
● 200 OK
"distributor_id": "DST-4412",
"name": "Applied Industrial Technologies",
"region": "North America",
"country": "USA",
"contact_email": "sales@applied.com",
"authorized_brands": "['Rexroth', 'Aventics']",
"phone": "+1-800-555-0199"
# distributor_idnameregioncountrycontact_emailphone
1
2
3

Capabilities

Industrial data extraction without the friction

Bosch Rexroth relies on complex configurators, deep category trees, and extensive PDF documentation. Our pipeline handles the rendering, parsing, and standardisation required to turn industrial catalogues into queryable databases.

Material Number (MNR) Extraction

Capture base part numbers, variant codes, and configured material numbers across all industrial hydraulics and linear motion categories.

Operating Parameter Parsing

Extract pressure ratings, flow rates, voltage, torque, and dimensions into typed numeric fields with normalised units.

Obsolete Part Mapping

Track product lifecycles and map discontinued components to their modern replacements, ensuring your cross-reference database is current.

Configurator Execution

Automate interactions with Bosch Rexroth product configurators to generate valid part numbers and extract boundary conditions.

Documentation Metadata

Index data sheets, operating instructions, and safety manuals. Extract URLs, document types, and revision dates per component.

Regional Variations

Scrape locale-specific availability, compliance certifications, and distributor network data across global Bosch Rexroth domains.

Distributor Network Data

Map authorised sales partners, system integrators, and service centres by region and product specialisation.

CAD File Metadata

Extract 2D and 3D CAD model availability, supported formats, and generation parameters for integration into engineering tools.

Delta Extraction

Identify new product introductions and specification revisions without re-processing the entire 100,000+ part catalogue.

// engagement pipeline

From product category to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target product families, configurator boundaries, or regional sites. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy and Playwright crawlers to handle configurator states, session management, and pagination.

Validation & QA
d 4–6

Schema validation, unit normalisation checks, and obsolete mapping verification before full launch.

Delivery
ongoing

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

Under the hood

How our pipeline handles industrial catalogue complexity

Extracting data from B2B engineering portals requires more than simple HTML parsing. Here is how we process Bosch Rexroth data reliably.

pipeline-monitor · boschrexroth.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
Configurator state management
Navigating complex engineering rules

Bosch Rexroth product configurators use client-side validation and dynamic option loading. We use Playwright to simulate valid engineering selections, capturing the generated material numbers and performance curves that headless HTTP clients cannot reach.

Unit standardisation
Normalising technical parameters

Industrial catalogues mix imperial and metric units, often within the same table. Our extraction layer normalises pressure (bar/psi), flow (l/min/gpm), and dimensions (mm/inch) into consistent, typed numeric fields for direct database ingestion.

Deep category traversal
Mapping the product hierarchy

Industrial automation catalogues are deeply nested. We map the full taxonomy from top-level technology (e.g., Industrial Hydraulics) down to specific valve series, maintaining parent-child relationships in the final dataset.

Regional locale handling
Capturing market-specific variations

Product availability and compliance certifications vary by region. We route requests through residential proxies in target markets (e.g., DE, US, CN) to capture accurate, localised catalogue views.

Change detection
Only re-scrape what has changed

For large material catalogues, 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 of specification updates.

Applications

Who uses Bosch Rexroth data and how

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

01
MRO Procurement

Maintenance teams build internal cross-reference databases to identify drop-in replacements for obsolete hydraulic components.

02
Competitor Cross-Referencing

Rival automation manufacturers map Rexroth material numbers against their own catalogues to generate automated quoting tools.

03
Digital Twin Creation

Engineering software providers extract operating parameters and CAD metadata to populate simulation environments.

04
Supply Chain Integration

Distributors ingest product specifications and hierarchy data to enrich their own eCommerce storefronts.

05
Predictive Maintenance

Data science teams correlate extracted lifecycle data and replacement mappings with machine failure models.

06
Market Intelligence

Analysts track new product introductions and technology shifts within the industrial automation sector.

Why DataFlirt

"Bosch Rexroth catalogues contain the DNA of modern industrial automation, but extracting structured operating parameters from nested configurators requires specialised infrastructure."

Industrial data extraction is not standard web scraping. It requires parsing complex product configurators, mapping obsolete parts to modern replacements, and standardising technical units across thousands of hydraulic and linear motion components. DataFlirt handles the extraction complexity so your engineers can focus on integrating the data.

Technical Spec

Bosch Rexroth scraper technical capabilities

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

Configurator execution
Automated traversal of product configurators using Playwright
Supported
Technical parameter parsing
Extraction of tables into typed key-value pairs with unit normalisation
Supported
Obsolete part mapping
Capture of supersession chains and replacement material numbers
Supported
Distributor locator scraping
Extraction of authorised partner networks by region
Supported
Regional locale support
Geo-targeted extraction using residential proxies
Supported
Change detection (diffs)
Hash-based diff to emit only records with changed fields
Supported
CAD file direct download
Automated downloading of proprietary 3D models requires authenticated sessions and term acceptance
Partial
Partner portal wholesale pricing
B2B discount tiers are gated behind authenticated distributor accounts
Partial
Infrastructure

Infrastructure powering the industrial 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 and deduplication. Playwright handles JavaScript rendering and complex configurator interactions. Combined via scrapy-playwright middleware.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across target regions. Rotation happens per-request with sticky sessions for configurator workflows.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and SLA alerting. All state is 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 structures
CSV
Flat file with typed columns
XLS
Excel format for procurement teams
Parquet
Columnar format for data warehouses
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record
API
REST endpoints for on-demand querying
PostgreSQL
Upsert into your existing schema
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Can you extract data from the Bosch Rexroth product configurators?

Yes. We use Playwright to interact with the configurators, selecting valid options and capturing the resulting material numbers, specifications, and CAD metadata.

Do you normalise technical units?

Yes. We parse technical tables and normalise units (e.g., converting all pressure ratings to bar or psi) so the resulting dataset is immediately queryable.

Can you map obsolete parts to their replacements?

Yes. We extract the supersession data provided on the site, linking discontinued material numbers to their current active replacements.

How often can the catalogue be refreshed?

We support weekly, monthly, or quarterly full-catalogue refreshes. We recommend delta-extraction runs to track specification changes and new product introductions efficiently.

Do you download the actual CAD files or just the metadata?

We extract the CAD metadata, supported formats, and generation links. Direct downloading of proprietary CAD files often requires authentication and acceptance of specific terms, which we do not bypass.

Can I get a sample dataset of hydraulic valves?

Yes. We provide a sample run covering a specific product family as part of the pre-engagement scoping process to validate schema fit and field completeness.

$ dataflirt scope --new-project --source=boschrexroth.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 extraction or continuous tracking of specification changes across 100,000 parts, we scope, build, and operate the pipeline. Tell us what you need.

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