International Real Estate Data Pipelines

# Overview

International real estate data is notoriously fragmented and hard to access. Most official data is locked behind hundreds of proprietary, restricted MLS systems (or international equivalents), while publicly available data is strewn across hundreds more sources that vary across regions and countries. Maps, rental listing sites, and government databases all contain small pockets of important data, making it challenging for investors to piece the puzzle together and use data to assess the potential of different markets.

Nimble’s Real-Time International Residential & Commercial Real Estate Data Pipelines solves this problem. Nimble offers a streamlined, effortless way to access all publicly available real estate data for any international market in real-time, from one unified source.

Nimble’s RAG-ready real estate data is pulled on a continuous basis from a variety of publicly available web sources; including rental sites, platforms like Redfin and Zillow, Google and Apple Maps, government census and county assessor sites, and more to aggregate key data points on residential, commercial, and industrial properties on a country, state, city, or even neighborhood level.

Investors can use this granular data on local economic factors, property taxes, rental prices, asset sales prices, vacancy rates, the number of available units, the ratio of unit types, and more to determine the health, supply and demand dynamics, and investment potential of any market across the globe. For example, a trend of increasing rental prices and a decreasing number of available properties can signal an opportunity to invest in new commercial builds. Similarly, an increase in industrial rentals can signal the arrival or expansion of a key industry in the area, indicating an opportunity to invest in housing to support this boom.

With these accurate, localized insights into US and international real estate markets, investors can get a comprehensive view of how their existing assets are performing and where opportunities for new investments lie. They can better predict future market movements, assess asset performance, and become equipped to make more strategic investment decisions.

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# Key Features

- **Real-Time Data** Get unlimited access to real-time, continuously updated datasets on property listings, rental prices, vacancy rates, and sales trends to ensure you always have the latest market information at your fingertips.
- **Comprehensive Coverage** Get dynamically updated structured datasets from public online sources on residential, commercial, and industrial property listings. Includes pricing, availability, market performance, and more to gain a holistic view of different real estate markets on a local, national, and international level. 
- **Actionable Intelligence** Get structured data that delivers clear, actionable insights tailored for the real estate industry so you can make strategic decisions about property management, investment strategies, and market analysis. 
- **Localized Insights** Data is segmented by regions, such as countries, cities, and neighborhoods, to provide relevant insights specific to each real estate market, enhancing regional planning and investment strategies.
- **Customizable Data Pipelines** Our localized pipelines can be tailored to focus on certain regional markets, property types, market segments, or competitive benchmarks based on your unique business needs. 
- **Scalable Solution** Our pipelines are capable of processing real estate data at any scale, from local markets to global analyses—ensuring reliable, robust performance no matter how large your data requirements grow.

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# Included Data Sources

Our International Real-Estate Real-Time Data Pipelines provide key data from various public web sources. You can pick and choose different sources, data delivery frequencies, and regions to focus on. Data sources include:

- Maps like Google & Apple Maps
- Long-term rental sites like Trulia, Apartments.com, & Rent.com
- Short-term rental platforms like Airbnb & Vrbo
- Property listing aggregators like Zillow, Redfin, & Realtor.com
- Census Data
- Public Databases
- Government sites like County Assessor, GIS, & Treasury Office sites)
- Real Estate Transaction Databases

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# Why Choose Nimble’s Dynamic Datasets Over Traditional Static Datasets

Traditional static datasets provide snapshots of information that are frozen in time, derived from a predetermined set of data points and data sources. This means that insights derived from static data are often based on incomplete, outdated, and partially irrelevant information, leading to misinformed business decisions.

Nimble’s data pipelines deliver real-time dynamic datasets from a wide range of customizable sources, enabling your organization to make decisions based on the freshest, most comprehensive, and most relevant data possible.

Key benefits that make Nimble’s data pipelines superior to static datasets include:

- **Better Relevance & Reduced Data Noise** High customizability and built-in parsing ensure you only get accurate, clean, and highly relevant data for your specific use case.
- **Massive Scope** Our data pipelines deliver real-time data from dozens of different sources, so you don’t have to manually combine different datasets.  
- **Better Flexibility** Easily and quickly add or remove data sources, change collection frequency, tweak target data points, or scale pipelines as your business needs fluctuate. 
- **No Processing** Our RAG-ready data requires no processing or cleaning.
- **Instant Insights** Our dynamic datasets automatically update in real-time to ensure you get the most up-to-date information possible.

原始信息汇总

International Real Estate Data Pipelines

数据集概述

• 提供方: Nimble
• 价格: 免费
• 访问权限: 无限访问
• 数据更新频率: 每日
• 时间覆盖范围: 最近6个月
• 地理覆盖范围: 全球（按城市细分）

关键特性

• 实时数据: 提供实时更新的房产列表、租金价格、空置率和销售趋势数据。
• 全面覆盖: 包括住宅、商业和工业房产的定价、可用性和市场表现等结构化数据。
• 可操作情报: 提供清晰的、可操作的洞察，支持房地产行业的战略决策。
• 本地化洞察: 数据按国家、城市和社区细分，提供针对性的市场洞察。
• 可定制数据管道: 可根据业务需求定制区域市场、房产类型或市场细分的数据。
• 可扩展解决方案: 支持从本地市场到全球分析的数据处理。

包含的数据源

• 地图（如Google Maps和Apple Maps）
• 长期租赁网站（如Trulia、Apartments.com和Rent.com）
• 短期租赁平台（如Airbnb和Vrbo）
• 房产列表聚合平台（如Zillow、Redfin和Realtor.com）
• 人口普查数据
• 公共数据库
• 政府网站（如县评估员、GIS和财政部办公室网站）
• 房地产交易数据库

业务需求

• 市场分析: 监控租金价格、空置率和房产可用性等实时趋势。
• 资产估值: 利用最新的市场数据评估房产价值。
• 投资机会识别: 通过租金价格、房产类型和可用性等宏观趋势识别投资机会。
• 风险分析: 分析不同地区房产投资的潜在风险。
• 竞争分析: 跟踪竞争对手的房产列表、租金价格和空置率变化。
• 城市规划与发展: 利用价格、空置率和房产发展数据优化土地利用。

数据字典

• 表名: SOLUTIONS.NIMBLE_RET.US_LISTINGS_DAILY
• 描述: 提供全球住宅和商业房地产市场的详细视图，包括房产类型、城市、租金价格和面积等关键指标。

使用示例

1. 乔治亚州租赁列表最多的前10个城市: 识别潜在增长区域和投资回报率高的地区。
2. 可用房屋类型与租赁列表数量对比: 分析不同城市中各类房屋的租赁情况。
3. 城市价格随时间变化: 展示乔治亚州10个关键城市的平均租金价格和面积变化。
4. REIT分析: 比较COVID前后房产价格的升值情况。

云区域可用性

• AWS: 亚太（雅加达）、亚太（孟买）、亚太（大阪）、亚太（首尔）等44个区域。

联系信息

• 销售: [e-mail]
• 支持: [e-mail]