SYSTEM all green source techspace.com queue 1,842 pages p99 latency 184ms dataflirt.com · scraper/techspace-com
RUN | 12 active pipelines | techspace.com live

Techspace data,
at warehouse scale.

We extract building profiles, desk availability, meeting room pricing, and amenity lists from Techspace. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Locations tracked
14
Meeting rooms
284
Price updates
1,290 /24h
Active pipelines
12
Uptime
99.98%
Data Dictionary

Every field we extract from techspace.com

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

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

location_idnamecityneighbourhoodaddresspostcodetotal_sqftdesk_capacityopening_hourstransit_links
locations_& buildings
● 200 OK
"location_id": "LON-SHD-01",
"name": "Shoreditch",
"city": "London",
"neighbourhood": "East London",
"postcode": "EC2A 3LT",
"desk_capacity": 450,
"total_sqft": 25000
# location_idnamecityneighbourhoodaddresspostcode
1
2
3

Complete list of extractable fields for Desk & Office Pricing objects from techspace.com. All fields typed and schema-versioned.

office_idlocation_iddesk_countprice_per_deskcurrencyavailability_statusavailable_fromnatural_lightfloor_level
desk_& office pricing
● 200 OK
"office_id": "OFF-304",
"location_id": "LON-SHD-01",
"desk_count": 12,
"price_per_desk": 450.0,
"currency": "GBP",
"availability_status": "Available",
"floor_level": 3
# office_idlocation_iddesk_countprice_per_deskcurrencyavailability_status
1
2
3

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

room_idlocation_idroom_namecapacityprice_per_hourprice_per_daycurrencyscreen_includedwhiteboard_includedvideo_conferencing
meeting_rooms
● 200 OK
"room_id": "MR-SHD-04",
"room_name": "The Turing Room",
"capacity": 8,
"price_per_hour": 65.0,
"currency": "GBP",
"video_conferencing": true,
"whiteboard_included": true
# room_idlocation_idroom_namecapacityprice_per_hourprice_per_day
1
2
3

Complete list of extractable fields for Amenities & Facilities objects from techspace.com. All fields typed and schema-versioned.

location_idamenity_typedescriptionis_freeopening_timeclosing_timebooking_requiredcapacityrestrictions
amenities_& facilities
● 200 OK
"location_id": "LON-SHD-01",
"amenity_type": "Bike Storage",
"is_free": true,
"booking_required": false,
"capacity": 80,
"opening_time": "08:00",
"closing_time": "20:00"
# location_idamenity_typedescriptionis_freeopening_timeclosing_time
1
2
3

Complete list of extractable fields for Event Spaces objects from techspace.com. All fields typed and schema-versioned.

event_space_idlocation_idnamemax_capacitystanding_capacityseated_capacityprice_per_half_dayprice_per_full_dayav_equipment_includedcatering_available
event_spaces
● 200 OK
"event_space_id": "EVT-BER-01",
"location_id": "BER-KRE-01",
"name": "The Atrium",
"max_capacity": 150,
"seated_capacity": 80,
"price_per_full_day": 2500.0,
"av_equipment_included": true
# event_space_idlocation_idnamemax_capacitystanding_capacityseated_capacity
1
2
3

Capabilities

Everything you need from Techspace, nothing you do not

Our Techspace scraper handles every layer of the platform: building profiles, dynamic availability widgets, meeting room pricing, and amenity lists.

Building Profiles

Extract addresses, square footage, capacity, and neighbourhood descriptions for all Techspace locations.

Office Availability

Track private office availability, desk counts, and move-in dates across London and Berlin hubs.

Meeting Room Pricing

Capture hourly and daily rates for meeting rooms, including capacity and AV equipment specifications.

Amenity Mapping

Record building-specific facilities like bike storage, showers, cafes, and podcast studios.

Transit Intelligence

Extract nearest tube stations, bus routes, and walking times listed for each building.

Event Space Details

Scrape standing and seated capacities, pricing tiers, and catering options for large event areas.

Multi-Currency Support

Normalise pricing data across GBP and EUR based on the building location.

Floor Plan Metadata

Extract floor levels, natural light indicators, and layout descriptions for specific office units.

Change Detection

Run differential scraping to alert you when a 20-person office becomes available in a target location.

Member Benefit Tracking

Capture partnered discounts and local perks listed on building profiles.

// engagement pipeline

From location list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target cities or specific building URLs. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy and Playwright crawlers, handle pagination, and manage sessions for techspace.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 Techspace pipeline handles the hard parts

Coworking platforms rely on dynamic APIs and regional pricing. Here is how we stay resilient.

pipeline-monitor · techspace.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
Dynamic Availability
API interception for booking widgets

Techspace updates office availability via asynchronous API calls. We intercept these XHR requests to capture real-time inventory before the DOM renders.

Location-Based Routing
Regional proxies for accurate pricing

Pricing and availability change based on regional IP. We route requests through London and Berlin residential proxies to ensure accurate local data.

Schema Stability
Resilient selectors with fallback chains

Coworking site layouts change frequently during marketing campaigns. We use structured data extraction and fallback selectors to maintain pipeline health.

Change Detection
Only re-scrape what has changed

For office inventory, we maintain a hash index of last-seen values. Subsequent runs only push diffs, alerting you immediately when a desired office size becomes available.

Monitoring & Alerting
24/7 pipeline health monitoring

Every run emits structured logs to our observability stack. We alert on null-rate spikes and coverage drops, responding before you notice.

Applications

Who uses Techspace data and how

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

01
Competitor Benchmarking

Coworking operators track Techspace pricing, desk rates, and amenity offerings to position their own inventory competitively.

02
Real Estate Analytics

PropTech analysts monitor occupancy signals and expansion patterns across tech hubs in London and Berlin.

03
Corporate Real Estate Planning

Operations teams track private office availability to plan team expansions and office relocations.

04
Aggregator Platforms

Flexible workspace aggregators ingest Techspace inventory and pricing to populate their own booking platforms.

05
Event Space Sourcing

Event management agencies monitor large capacity room availability and pricing for corporate offsites.

06
Local Business Intelligence

Neighbourhood cafes and gyms track building capacities to forecast local footfall and target corporate partnerships.

Why DataFlirt

"Techspace holds critical inventory data for the European tech ecosystem, but extracting it requires navigating dynamic booking interfaces and regional pricing."

Most teams underestimate the investment required to scrape modern coworking platforms. Reliable extraction requires intercepting availability APIs, managing regional proxies, and daily selector maintenance. DataFlirt absorbs that complexity so your engineers can focus on the analysis.

Technical Spec

Techspace scraper: technical capabilities

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

JavaScript rendering
Full Playwright sessions for dynamic availability widgets
Supported
API Interception
Direct capture of XHR payloads for meeting room booking
Supported
Regional proxy routing
UK and Germany IPs for localised pricing
Supported
Multi-currency normalisation
GBP and EUR price standardisation
Supported
Change detection (diffs)
Hash-based diff for office availability alerts
Supported
Webhook delivery
HTTP POST per record for real-time alerts
Supported
Member Directory
Accessing the private member and company directory
Partial
Member Portal Invoices
Scraping internal billing and invoice history
Partial
Internal Booking System
Executing actual room bookings via automated scripts
Partial
Infrastructure

Infrastructure powering the Techspace pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheusFastAPIdbt
Scrapy + Playwright Stack

Scrapy handles crawl orchestration, deduplication, and retry logic. Playwright handles JavaScript rendering and dynamic availability widgets.

Regional Proxy Infrastructure

We maintain pools of residential ISP proxies across UK and DE regions. Rotation happens per-request to capture accurate local pricing.

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: Excel compatible
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 endpoints for on-demand data retrieval
XLS
Legacy Excel format for business operations teams
PostgreSQL
Upsert into your existing schema with conflict resolution
BigQuery
Streamed directly into your dataset with schema auto-detect
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Techspace legal?

Scraping publicly available information from Techspace is generally permissible under applicable law. DataFlirt targets only public, non-authenticated location, pricing, and amenity data. We do not extract personal member data or circumvent authentication walls.

How do you handle dynamic availability widgets?

We use Playwright to execute JavaScript and intercept the underlying XHR/API calls that populate the booking widgets, ensuring we capture real-time inventory rather than stale HTML.

Can you track office availability over time?

Yes. Every pipeline run produces timestamped snapshots. We maintain a time-series table per office unit for availability status and pricing from the date your pipeline starts.

Do you extract data for both London and Berlin locations?

Yes. We route requests through region-specific residential proxies to ensure we capture accurate local inventory and pricing in both GBP and EUR.

How fresh is the data?

Real-time streaming pipelines achieve sub-60-minute latency for availability signals. Full catalogue refreshes at daily cadence complete within a 2-hour window.

Can I request a sample dataset before committing?

Absolutely. We provide a sample run of up to 3 locations and their associated inventory as part of the pre-engagement scoping process.

$ dataflirt scope --new-project --source=techspace.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 location dump or a continuous availability feed across all buildings, we scope, build, and operate the pipeline. Tell us what you need.

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

Data Extraction for Every Industry

View All Services →