SYSTEM all green source nexudus.com queue 12,941 pages p99 latency 184ms dataflirt.com · scraper/nexudus-com
RUN · 42 active pipelines · nexudus.com live

Nexudus data,
at warehouse scale.

We extract workspace availability, desk pricing, meeting room schedules, and member directories from Nexudus portals. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake.

Locations mapped
4,812 /run
Meeting rooms
31.2K /24h
Event schedules
18.5K /week
Active pipelines
42
Uptime
99.98%
Data Dictionary

Every field we extract from nexudus.com

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

Complete list of extractable fields for Locations & Workspaces objects from nexudus.com. All fields typed and schema-versioned.

location_idnameaddresscitycountrypostal_codelatitudelongitudephoneemaildescriptionamenitiesopening_hourstimezone
locations_& workspaces
● 200 OK
"location_id": "LOC-98214",
"name": "Downtown Hub 1",
"city": "London",
"country": "UK",
"postal_code": "EC1A 1BB",
"latitude": 51.5213,
"longitude": -0.0984
# location_idnameaddresscitycountrypostal_code
1
2
3

Complete list of extractable fields for Membership Plans objects from nexudus.com. All fields typed and schema-versioned.

plan_idlocation_idnamedescriptionpricecurrencybilling_cyclesetup_feeaccess_hourscredits_includedminimum_termis_public
membership_plans
● 200 OK
"plan_id": "PLN-4412",
"name": "Dedicated Desk Pro",
"price": 350.0,
"currency": "GBP",
"billing_cycle": "monthly",
"credits_included": 150,
"is_public": true
# plan_idlocation_idnamedescriptionpricecurrency
1
2
3

Complete list of extractable fields for Meeting Rooms objects from nexudus.com. All fields typed and schema-versioned.

room_idlocation_idnamecapacityhourly_ratedaily_ratecurrencydescriptionamenitiesimagesminimum_booking_timeavailability_status
meeting_rooms
● 200 OK
"room_id": "RM-882",
"name": "Boardroom Alpha",
"capacity": 12,
"hourly_rate": 45.0,
"currency": "GBP",
"minimum_booking_time": 60,
"availability_status": "available"
# room_idlocation_idnamecapacityhourly_ratedaily_rate
1
2
3

Complete list of extractable fields for Events objects from nexudus.com. All fields typed and schema-versioned.

event_idlocation_idtitledescriptionstart_timeend_timetimezoneorganizerpricecurrencycapacityattendees_counttagsimage_url
events
● 200 OK
"event_id": "EVT-9912",
"title": "Startup Pitch Night",
"start_time": "2026-09-15T18:00:00Z",
"end_time": "2026-09-15T21:00:00Z",
"price": 0.0,
"currency": "GBP",
"attendees_count": 45
# event_idlocation_idtitledescriptionstart_timeend_time
1
2
3

Complete list of extractable fields for Community Members objects from nexudus.com. All fields typed and schema-versioned.

member_idfull_namecompanyjob_titleskillsbiolinkedin_urltwitter_urllocation_idjoined_dateavatar_urlis_mentor
community_members
● 200 OK
"member_id": "MEM-5519",
"full_name": "Sarah Jenkins",
"company": "TechFlow Ltd",
"job_title": "Product Manager",
"skills": "['agile', 'ux', 'b2b']",
"location_id": "LOC-98214",
"joined_date": "2024-02-11"
# member_idfull_namecompanyjob_titleskillsbio
1
2
3

Capabilities

Everything you need from Nexudus portals

Our Nexudus scraper handles every layer of the platform: location directories, dynamic meeting room grids, event calendars, and public member lists. We bypass cosmetic theme changes and extract raw structured data.

Location Mapping

Extract physical workspace details, coordinates, and operating hours across multiple Nexudus portals.

Membership Tier Pricing

Track hot desk, dedicated desk, and private office pricing including setup fees and billing cycles.

Meeting Room Rates

Capture hourly and daily rates for conference rooms, including capacity and AV amenities.

Resource Availability

Monitor booking grids to estimate occupancy rates and peak usage times for shared resources.

White-Label Portal Discovery

Identify and map custom domains running Nexudus infrastructure via DNS and fingerprinting.

Event Calendar Extraction

Scrape public networking events, workshops, and social mixers hosted at coworking spaces.

Public Member Directories

Extract opted-in community profiles, company affiliations, and skill tags for lead generation.

Multi-Currency Normalisation

Standardise pricing data across international Nexudus deployments into a single target currency.

Amenity Indexing

Catalogue offered services like printing, high-speed WiFi, showers, and 24/7 access flags.

Scheduled Syncs

Run daily or weekly pipelines to detect new locations, updated pricing, or upcoming events.

// engagement pipeline

From portal URLs to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target Nexudus portal URLs or geographic regions. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy crawlers, proxy rotation, and session management for Nexudus subdomains.

Validation & QA
d 4–6

Schema validation, null-rate checks, and price-outlier detection 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 Nexudus pipeline handles the hard parts

Coworking operators heavily customise their Nexudus portals. Here is how we maintain reliable data extraction across thousands of unique domains.

pipeline-monitor · nexudus.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
Domain discovery
Mapping custom white-label domains

Many coworking spaces use Nexudus on custom domains. We use DNS fingerprinting and structural heuristics to identify and scrape these hidden instances at scale.

Dynamic content
SPA rendering for booking grids

Nexudus portals rely heavily on React/Vue for resource availability grids. We deploy Playwright to execute JavaScript and hydrate calendars before extraction.

Rate limiting
Distributed crawling across portals

Aggressive scraping of a single Nexudus instance triggers WAF blocks. We distribute requests across our residential proxy pool to maintain stealth and ensure complete data retrieval.

Schema variations
Handling custom portal themes

Operators customise their Nexudus frontend themes. Our selector strategy uses structural DOM patterns and API interception to bypass cosmetic CSS changes.

Change detection
Tracking pricing and event updates

We maintain a hash index of last-seen values per workspace. Subsequent runs emit only diffs, reducing downstream processing load for your data engineering team.

Applications

Who uses Nexudus data

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

01
Competitor Price Monitoring

Coworking operators track local competitors' membership rates, setup fees, and desk pricing to optimise their own margins.

02
Real Estate Market Analysis

Commercial real estate analysts map flexible workspace density and pricing trends across specific zip codes.

03
B2B Lead Generation

Sales teams extract opted-in community member directories and company affiliations for targeted outreach.

04
Aggregator Platforms

Flexible workspace aggregators populate their marketplaces with live meeting room and desk inventory.

05
Event Discovery

Networking platforms aggregate coworking events, workshops, and pitch nights into unified city-wide calendars.

06
Amenity Benchmarking

Workspace designers analyse standard amenities across top-tier coworking spaces to inform new build-outs.

Why DataFlirt

"Nexudus powers thousands of independent coworking spaces globally. Aggregating this fragmented data reveals the true supply and pricing dynamics of the flexible office market."

Extracting data across disparate white-label Nexudus portals requires custom discovery logic, JavaScript rendering for booking grids, and resilient selectors to handle theme variations. DataFlirt manages this infrastructure entirely, delivering clean, unified workspace intelligence directly to your warehouse.

Technical Spec

Nexudus scraper — technical capabilities

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

JavaScript rendering
Full Playwright sessions for SPA calendars and booking grids
Supported
White-label domain mapping
Identify custom domains running Nexudus infrastructure
Supported
Multi-currency support
Extract raw currency and normalise to USD/EUR
Supported
API interception
Capture raw JSON payloads from Nexudus frontend endpoints
Supported
Change detection
Emit diffs for pricing and availability updates
Supported
Residential proxy rotation
ISP-grade residential IPs to bypass WAF blocks
Supported
Event pagination
Traverse historical and future event calendars
Supported
Portal theme resilience
Fallback selectors for customised frontend themes
Supported
Private member messaging
Sending DMs via the Nexudus community portal
Partial
Authenticated invoice extraction
Downloading private billing history and invoices
Partial
Infrastructure

Infrastructure powering the Nexudus pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
API Interception & Playwright

We bypass brittle CSS selectors by intercepting frontend XHR requests directly, falling back to full Playwright rendering for complex booking grids.

Global Proxy Network

We route requests through localised residential IPs to view region-specific pricing and bypass aggressive WAF rules on custom coworking domains.

Serverless Orchestration

Pipelines execute on AWS Lambda and ECS, managed by Apache Airflow. We guarantee SLA compliance and handle scaling automatically.

Output & Delivery

Your data, your destination

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

JSON
Newline-delimited or nested arrays
CSV
Flat tabular data for analytics teams
XLS
Excel compatible export for business users
Parquet
Columnar format for BigQuery and Snowflake
AWS S3
Direct bucket delivery on schedule
Webhook
HTTP POST for real-time application updates
API
Queryable REST endpoints for extracted data
BigQuery
Direct streaming into analytical datasets
Snowflake
Automated staging and ingestion workflows
PostgreSQL
Direct upserts into your operational database
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Nexudus portals legal?

Scraping publicly accessible data from Nexudus portals is generally permissible. We strictly target unauthenticated pricing, location, and opted-in community data. We do not bypass login walls or extract private member information.

How do you handle custom themes on Nexudus white-label sites?

Our crawlers target the underlying Nexudus API endpoints and structural DOM patterns rather than relying on cosmetic CSS classes, ensuring high reliability across heavily customised portals.

Can you scrape meeting room availability?

Yes. We extract the booking grid data to determine open slots, minimum booking durations, and hourly pricing for meeting rooms across locations.

Do you extract community member details?

We extract member directories only when spaces configure them to be publicly visible. This typically includes name, company, job title, and listed skills.

How frequently can you update pricing data?

We configure pipelines to run daily, weekly, or monthly based on your requirements. Our change-detection system ensures you only process updated records.

Can you help identify which coworking spaces use Nexudus?

Yes. We use DNS records and HTTP header fingerprinting to map custom domains back to Nexudus infrastructure before initiating the crawl.

$ dataflirt scope --new-project --source=nexudus.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 pull of local coworking rates or continuous monitoring of flexible workspace inventory globally. Tell us your requirements.

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