SYSTEM all green source alliancevirtualoffices.com queue 4,192 locations p99 latency 381ms dataflirt.com · scraper/alliancevirtualoffices-com
RUN * 14 active pipelines * alliancevirtualoffices.com live

Alliance Virtual Offices data,
at warehouse scale.

We extract location coordinates, virtual office pricing tiers, meeting room rates, and amenity lists from Alliance Virtual Offices. Delivered as clean JSON, CSV, or Parquet to S3 or BigQuery on your defined schedule.

Locations extracted
4,192 /run
Price updates
12,504 /week
Meeting rooms
8,914 /run
Active pipelines
14
Uptime
99.94%
Data Dictionary

Every field we extract from alliancevirtualoffices.com

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

Complete list of extractable fields for Virtual Office Locations objects from alliancevirtualoffices.com. All fields typed and schema-versioned.

location_idbuilding_nameaddresscitystatecountryzip_codelatitudelongitudedescriptionimage_urlspage_url
virtual_office locations
● 200 OK
"location_id": "LOC-8492",
"building_name": "One World Trade Center",
"address": "Suite 8500",
"city": "New York",
"state": "NY",
"zip_code": "10007",
"latitude": 40.7127,
"longitude": -74.0134,
"country": "USA"
# location_idbuilding_nameaddresscitystatecountry
1
2
3

Complete list of extractable fields for Pricing Tiers objects from alliancevirtualoffices.com. All fields typed and schema-versioned.

location_idplan_namemonthly_pricesetup_feecurrencymail_forwarding_includedmeeting_room_hours_includedterm_length_monthsscraped_at
pricing_tiers
● 200 OK
"location_id": "LOC-8492",
"plan_name": "Platinum Plus",
"monthly_price": 115.0,
"setup_fee": 50.0,
"currency": "USD",
"mail_forwarding_included": true,
"meeting_room_hours_included": 16,
"term_length_months": 6
# location_idplan_namemonthly_pricesetup_feecurrencymail_forwarding_included
1
2
3

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

room_idlocation_idroom_namecapacityhourly_ratehalf_day_ratefull_day_ratecurrencyroom_typeamenities_list
meeting_rooms
● 200 OK
"room_id": "MR-4921",
"location_id": "LOC-8492",
"room_name": "Executive Boardroom",
"capacity": 12,
"hourly_rate": 45.0,
"full_day_rate": 280.0,
"currency": "USD",
"room_type": "Boardroom"
# room_idlocation_idroom_namecapacityhourly_ratehalf_day_rate
1
2
3

Complete list of extractable fields for Live Receptionist objects from alliancevirtualoffices.com. All fields typed and schema-versioned.

plan_idplan_namemonthly_priceincluded_minutesoverage_rate_per_minutecurrencysetup_feebilingual_supportfeatures_list
live_receptionist
● 200 OK
"plan_id": "LR-50",
"plan_name": "Live Receptionist 50",
"monthly_price": 125.0,
"included_minutes": 50,
"overage_rate_per_minute": 1.75,
"currency": "USD",
"setup_fee": 50.0,
"bilingual_support": true
# plan_idplan_namemonthly_priceincluded_minutesoverage_rate_per_minutecurrency
1
2
3

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

location_idhas_wifihas_whiteboardhas_projectorhas_parkingwheelchair_accessiblebuilding_access_hoursonsite_staff_hoursnotary_services
amenities_& features
● 200 OK
"location_id": "LOC-8492",
"has_wifi": true,
"has_whiteboard": true,
"has_parking": false,
"wheelchair_accessible": true,
"building_access_hours": "24/7",
"onsite_staff_hours": "9:00 AM - 5:00 PM"
# location_idhas_wifihas_whiteboardhas_projectorhas_parkingwheelchair_accessible
1
2
3

Capabilities

Everything you need from Alliance Virtual Offices

Our scraper handles every layer of the Alliance Virtual Offices platform: global map search results, dynamic pricing widgets, meeting room calendars, and amenity lists.

Full Location Extraction

Building name, exact address, city, state, zip code, and geo-coordinates for every listed virtual office globally.

Pricing Tier Parsing

Capture exact monthly rates, setup fees, and contract terms for Platinum and Platinum Plus plans across all locations.

Meeting Room Rates

Extract hourly, half-day, and full-day rates for meeting spaces, along with capacity and room type classifications.

Live Receptionist Data

Monitor pricing and included minutes for live receptionist services, including overage rates and bilingual support availability.

Amenity Mapping

Parse structured lists of building amenities, including Wi-Fi, parking, wheelchair access, and onsite staff hours.

High-Resolution Imagery

Extract URLs for building exteriors, lobbies, and meeting rooms to enrich your own commercial real estate catalogue.

Global Coverage

Scrape location data across North America, Europe, Asia, and other regions supported by the Alliance network.

Multi-Currency Support

Capture pricing in local currencies exactly as displayed on regional site variations.

Scheduled Updates

Run continuous pipelines at weekly or monthly cadences to track pricing adjustments and new location additions.

// engagement pipeline

From location search to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target regions, cities, or specific service types. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy and Playwright crawlers, handle map-based pagination, and map the pricing DOM structures.

Validation & QA
d 4–6

Schema validation, null-rate checks, and pricing outlier detection before full launch.

Delivery
ongoing

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

Under the hood

How our pipeline handles the hard parts

Extracting commercial real estate data requires rendering dynamic map interfaces and parsing complex pricing widgets. Here is how we build resilient pipelines.

pipeline-monitor · alliancevirtualoffices.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 pricing rendering
Playwright execution for JS widgets

Alliance Virtual Offices loads pricing data dynamically based on user selections and regional settings. We use full Playwright browser sessions to execute JavaScript, select plan options, and extract the final rendered price.

Geospatial extraction
Map-based search pagination

Location directories often rely on map boundary queries rather than simple pagination. Our crawlers simulate map panning and zooming to ensure 100% coverage of all locations within a target city or region.

Anti-bot layer
Residential proxy rotation

Commercial real estate sites monitor traffic for aggressive scraping. We route requests through residential ISP proxies with realistic browser fingerprints and randomised timing to prevent IP bans.

Schema stability
Resilient selectors for varying layouts

Franchised locations sometimes feature unique page structures or missing amenity fields. Our extraction logic uses multiple fallback chains to ensure data integrity even when the DOM layout shifts.

Change detection
Track pricing adjustments

We maintain a hash index of last-seen values per location. Subsequent runs only push diffs, allowing you to easily track when a location increases its Platinum Plus rate or adds new meeting rooms.

Applications

Who uses Alliance Virtual Offices data

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

01
Competitor Price Benchmarking

Coworking operators like Regus and WeWork monitor Alliance pricing tiers to adjust their own virtual office rates.

02
Real Estate Market Analysis

Analysts track virtual office density and pricing trends by zip code to identify high-demand commercial real estate markets.

03
Aggregator Platform Supply

Commercial real estate marketplaces populate their directories with structured location and amenity data.

04
Lead Generation

B2B service providers identify premium business addresses to target companies utilizing virtual office infrastructure.

05
Geographic Expansion Planning

Operators analyse existing supply and meeting room rates to determine optimal locations for new coworking spaces.

06
Dynamic Pricing Models

Revenue teams use historical pricing data to train internal algorithms based on market rates and regional demand.

Why DataFlirt

"Alliance Virtual Offices holds critical pricing data for global commercial real estate, but map-based interfaces make manual extraction impossible at scale."

Extracting virtual office data requires rendering complex map interfaces, handling dynamic pricing widgets, and bypassing rate limits. DataFlirt manages the proxy rotation, JavaScript execution, and schema parsing so your team receives clean, structured location data without writing a single line of scraper code.

Technical Spec

Alliance Virtual Offices scraper technical specifications

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

JavaScript rendering
Full Playwright sessions required for dynamic pricing widgets and map loads
Supported
Map-based search scraping
Automated boundary queries to extract all locations within a city
Supported
Residential proxy rotation
ISP-grade residential IPs to bypass rate limits
Supported
Currency normalisation
Capture local currencies as displayed on regional pages
Supported
Image URL extraction
Extract high-resolution building and meeting room photos
Supported
Change detection
Hash-based diff to emit only records with changed pricing or amenities
Supported
Webhook delivery
HTTP POST per record for real-time downstream processing
Supported
Member portal booking history
Requires authenticated user accounts and historical booking data
Partial
Internal invoice data
Private billing information gated behind user login
Partial
Infrastructure

Infrastructure powering the 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, map interactions, and dynamic pricing flows.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across global regions. Rotation happens per-request to prevent blacklisted pool contamination.

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 schema
CSV
Flat file with typed columns
XLS
Excel compatible format for business teams
Parquet
Columnar format for BigQuery and Snowflake
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record
API
REST endpoint for on-demand querying
BigQuery
Streamed directly into your dataset
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Alliance Virtual Offices legal?

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

How do you handle the dynamic map loads?

We use Playwright to simulate browser interactions, panning and zooming across map boundaries to trigger API calls and extract complete location lists for any given region.

Do you provide global coverage?

Yes. We can extract data for all locations listed on the Alliance Virtual Offices platform, spanning North America, Europe, Asia, and other international markets.

How frequently can the data be updated?

Pipelines can be configured for weekly, monthly, or custom cadences depending on how closely you need to monitor pricing changes.

What is the minimum viable engagement?

Our minimum engagement typically starts with a defined set of regions or a full global scrape delivered on a recurring monthly schedule. Contact us with your specific volume requirements.

Can you track price changes over time?

Yes. Every pipeline run produces a timestamped snapshot. We can deliver a changelog that highlights price increases or decreases for specific virtual office plans.

$ dataflirt scope --new-project --source=alliancevirtualoffices.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 price-monitoring feed across thousands of virtual offices, we scope, build, and operate the pipeline. Tell us what you need.

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