---
title: "Rental Market Analysis API - Monitor Rental Prices & Trends"
description: "Rental market analysis from live listings. Scrape rents, deposits, amenities, and availability across rental platforms to track rental market data over time."
url: https://webscraping.ai/use-cases/rental-market-analysis
markdown_index: https://webscraping.ai/llms.txt
---
REAL ESTATE

# Rental Market Analysis

Rental market analysis starts with current data. Scrape rents, availability, and amenities across locations to build the rental market data behind investment and property management decisions.

[Start Free Trial](https://webscraping.ai/auth/sign_up)[View Documentation](https://webscraping.ai/docs)

## Rental Data Is Hard to Aggregate

Rental listings appear and disappear quickly. To understand true market rates and trends, you need continuous monitoring across multiple platforms - Zillow, Apartments.com, Craigslist, and more.

Manual research gives you snapshots, not trends. You need automated collection to track how rents change over time.

#### WebScraping.AI Solution

- **Continuous Monitoring:** Track rental prices across platforms over time
- **Comprehensive Data:** Collect rent, deposit, amenities, and availability
- **Geographic Coverage:** Monitor any market, neighborhood, or zip code
- **Trend Analysis:** Build historical data for market trend analysis

## Rental Data Collection

Everything you need for rental market research

#### Rental Pricing

Monthly rent, deposits, fees, and price per square foot.

#### Unit Details

Beds, baths, sqft, floor plans, and unit types.

#### Amenities

In-unit and building amenities, parking, pets allowed.

#### Availability

Move-in dates, lease terms, and vacancy status.

## Code Examples

Extract rental listing data for market analysis

**cURL**

```bash
curl -G "https://api.webscraping.ai/ai/fields" \
  --data-urlencode "api_key=YOUR_API_KEY" \
  --data-urlencode "url=https://example-rentals.com/listing/downtown-apt" \
  --data-urlencode "fields[address]=Property address" \
  --data-urlencode "fields[monthly_rent]=Monthly rent as a number" \
  --data-urlencode "fields[bedrooms]=Number of bedrooms" \
  --data-urlencode "fields[bathrooms]=Number of bathrooms" \
  --data-urlencode "fields[sqft]=Square footage" \
  --data-urlencode "fields[deposit]=Security deposit amount" \
  --data-urlencode "fields[available_date]=Move-in date" \
  --data-urlencode "fields[lease_term]=Lease length (e.g., 12 months)" \
  --data-urlencode "fields[amenities]=Amenities, comma-separated" \
  --data-urlencode "fields[pets_allowed]=Pet policy" \
  --data-urlencode "fields[parking]=Parking information" \
  --data-urlencode "fields[utilities_included]=Which utilities are included"
# Response:
# {
# "result": {
# "address": "456 Downtown Ave, Apt 12B",
# "monthly_rent": "2200",
# "bedrooms": "2",
# "bathrooms": "1",
# "sqft": "950",
# "deposit": "$2,200",
# "available_date": "February 1, 2026",
# "lease_term": "12 months",
# "amenities": "In-unit laundry, Gym, Rooftop",
# "pets_allowed": "Cats only, $50/mo pet rent",
# "parking": "1 spot included",
# "utilities_included": "Water, trash"
# }
# }
```

**Python**

```python
# pip install webscraping_ai
# https://pypi.org/project/webscraping-ai/
from webscraping_ai import Client

client = Client(api_key="YOUR_API_KEY")
result = client.fields(
    "https://example-rentals.com/listing/downtown-apt",
    fields={
        "address": "Property address",
        "monthly_rent": "Monthly rent as a number",
        "bedrooms": "Number of bedrooms",
        "bathrooms": "Number of bathrooms",
        "sqft": "Square footage",
        "deposit": "Security deposit amount",
        "available_date": "Move-in date",
        "lease_term": "Lease length (e.g., 12 months)",
        "amenities": "Amenities, comma-separated",
        "pets_allowed": "Pet policy",
        "parking": "Parking information",
        "utilities_included": "Which utilities are included",
    },
)
print(result)
# Response:
# {
# "result": {
# "address": "456 Downtown Ave, Apt 12B",
# "monthly_rent": "2200",
# "bedrooms": "2",
# "bathrooms": "1",
# "sqft": "950",
# "deposit": "$2,200",
# "available_date": "February 1, 2026",
# "lease_term": "12 months",
# "amenities": "In-unit laundry, Gym, Rooftop",
# "pets_allowed": "Cats only, $50/mo pet rent",
# "parking": "1 spot included",
# "utilities_included": "Water, trash"
# }
# }
```

**JavaScript**

```javascript
// npm install webscraping-ai
// https://www.npmjs.com/package/webscraping-ai
import { WebScrapingAI } from 'webscraping-ai';

const client = new WebScrapingAI({ apiKey: 'YOUR_API_KEY' });
const result = await client.fields({
  url: 'https://example-rentals.com/listing/downtown-apt',
  fields: {
    address: 'Property address',
    monthly_rent: 'Monthly rent as a number',
    bedrooms: 'Number of bedrooms',
    bathrooms: 'Number of bathrooms',
    sqft: 'Square footage',
    deposit: 'Security deposit amount',
    available_date: 'Move-in date',
    lease_term: 'Lease length (e.g., 12 months)',
    amenities: 'Amenities, comma-separated',
    pets_allowed: 'Pet policy',
    parking: 'Parking information',
    utilities_included: 'Which utilities are included',
  },
});
console.log(result);
// Response:
// {
// "result": {
// "address": "456 Downtown Ave, Apt 12B",
// "monthly_rent": "2200",
// "bedrooms": "2",
// "bathrooms": "1",
// "sqft": "950",
// "deposit": "$2,200",
// "available_date": "February 1, 2026",
// "lease_term": "12 months",
// "amenities": "In-unit laundry, Gym, Rooftop",
// "pets_allowed": "Cats only, $50/mo pet rent",
// "parking": "1 spot included",
// "utilities_included": "Water, trash"
// }
// }
```

**PHP**

```php
<?php
// composer require webscraping-ai/webscraping-ai-php
// https://packagist.org/packages/webscraping-ai/webscraping-ai-php
require 'vendor/autoload.php';

use WebScrapingAI\Client;

$client = new Client('YOUR_API_KEY');
$result = $client->fields('https://example-rentals.com/listing/downtown-apt', [
    'address' => 'Property address',
    'monthly_rent' => 'Monthly rent as a number',
    'bedrooms' => 'Number of bedrooms',
    'bathrooms' => 'Number of bathrooms',
    'sqft' => 'Square footage',
    'deposit' => 'Security deposit amount',
    'available_date' => 'Move-in date',
    'lease_term' => 'Lease length (e.g., 12 months)',
    'amenities' => 'Amenities, comma-separated',
    'pets_allowed' => 'Pet policy',
    'parking' => 'Parking information',
    'utilities_included' => 'Which utilities are included',
]);
print_r($result);
// Response:
// {
// "result": {
// "address": "456 Downtown Ave, Apt 12B",
// "monthly_rent": "2200",
// "bedrooms": "2",
// "bathrooms": "1",
// "sqft": "950",
// "deposit": "$2,200",
// "available_date": "February 1, 2026",
// "lease_term": "12 months",
// "amenities": "In-unit laundry, Gym, Rooftop",
// "pets_allowed": "Cats only, $50/mo pet rent",
// "parking": "1 spot included",
// "utilities_included": "Water, trash"
// }
// }
```

**Ruby**

```ruby
# gem install webscraping_ai
# https://rubygems.org/gems/webscraping_ai
require 'webscraping_ai'

client = WebScrapingAI::Client.new(api_key: 'YOUR_API_KEY')
result = client.fields(
  'https://example-rentals.com/listing/downtown-apt',
  fields: {
    address: 'Property address',
    monthly_rent: 'Monthly rent as a number',
    bedrooms: 'Number of bedrooms',
    bathrooms: 'Number of bathrooms',
    sqft: 'Square footage',
    deposit: 'Security deposit amount',
    available_date: 'Move-in date',
    lease_term: 'Lease length (e.g., 12 months)',
    amenities: 'Amenities, comma-separated',
    pets_allowed: 'Pet policy',
    parking: 'Parking information',
    utilities_included: 'Which utilities are included',
  }
)
puts result.inspect
# Response:
# {
# "result": {
# "address": "456 Downtown Ave, Apt 12B",
# "monthly_rent": "2200",
# "bedrooms": "2",
# "bathrooms": "1",
# "sqft": "950",
# "deposit": "$2,200",
# "available_date": "February 1, 2026",
# "lease_term": "12 months",
# "amenities": "In-unit laundry, Gym, Rooftop",
# "pets_allowed": "Cats only, $50/mo pet rent",
# "parking": "1 spot included",
# "utilities_included": "Water, trash"
# }
# }
```

**Go**

```go
// go get github.com/webscraping-ai/webscraping-ai-go/v4
// https://pkg.go.dev/github.com/webscraping-ai/webscraping-ai-go/v4
package main

import (
    "context"
    "fmt"

    webscrapingai "github.com/webscraping-ai/webscraping-ai-go/v4"
)

func main() {
    client, _ := webscrapingai.NewClient(&webscrapingai.Config{APIKey: "YOUR_API_KEY"})
    result, _ := client.Fields(context.Background(), &webscrapingai.FieldsOptions{
        URL: "https://example-rentals.com/listing/downtown-apt",
        Fields: map[string]string{
            "address": "Property address",
            "monthly_rent": "Monthly rent as a number",
            "bedrooms": "Number of bedrooms",
            "bathrooms": "Number of bathrooms",
            "sqft": "Square footage",
            "deposit": "Security deposit amount",
            "available_date": "Move-in date",
            "lease_term": "Lease length (e.g., 12 months)",
            "amenities": "Amenities, comma-separated",
            "pets_allowed": "Pet policy",
            "parking": "Parking information",
            "utilities_included": "Which utilities are included",
        },
    })
    fmt.Println(result.Result)
}
// Response:
// {
// "result": {
// "address": "456 Downtown Ave, Apt 12B",
// "monthly_rent": "2200",
// "bedrooms": "2",
// "bathrooms": "1",
// "sqft": "950",
// "deposit": "$2,200",
// "available_date": "February 1, 2026",
// "lease_term": "12 months",
// "amenities": "In-unit laundry, Gym, Rooftop",
// "pets_allowed": "Cats only, $50/mo pet rent",
// "parking": "1 spot included",
// "utilities_included": "Water, trash"
// }
// }
```

**Java**

```java
// Maven: ai.webscraping:webscraping-ai:4.2.0
// https://central.sonatype.com/artifact/ai.webscraping/webscraping-ai
import ai.webscraping.Client;
import ai.webscraping.Config;
import ai.webscraping.option.FieldsOptions;
import ai.webscraping.result.FieldsResult;

Client client = new Client(Config.builder().apiKey("YOUR_API_KEY").build());
FieldsResult result = client.fields(FieldsOptions.builder()
    .url("https://example-rentals.com/listing/downtown-apt")
    .addField("address", "Property address")
    .addField("monthly_rent", "Monthly rent as a number")
    .addField("bedrooms", "Number of bedrooms")
    .addField("bathrooms", "Number of bathrooms")
    .addField("sqft", "Square footage")
    .addField("deposit", "Security deposit amount")
    .addField("available_date", "Move-in date")
    .addField("lease_term", "Lease length (e.g., 12 months)")
    .addField("amenities", "Amenities, comma-separated")
    .addField("pets_allowed", "Pet policy")
    .addField("parking", "Parking information")
    .addField("utilities_included", "Which utilities are included")
    .build());
System.out.println(result.getResult());
// Response:
// {
// "result": {
// "address": "456 Downtown Ave, Apt 12B",
// "monthly_rent": "2200",
// "bedrooms": "2",
// "bathrooms": "1",
// "sqft": "950",
// "deposit": "$2,200",
// "available_date": "February 1, 2026",
// "lease_term": "12 months",
// "amenities": "In-unit laundry, Gym, Rooftop",
// "pets_allowed": "Cats only, $50/mo pet rent",
// "parking": "1 spot included",
// "utilities_included": "Water, trash"
// }
// }
```

**C#**

```csharp
// dotnet add package WebScrapingAI
// https://www.nuget.org/packages/WebScrapingAI
using WebScrapingAI;

var client = new WebScrapingAIClient(new WebScrapingAIClientOptions { ApiKey = "YOUR_API_KEY" });
var result = await client.FieldsAsync(new FieldsRequest {
    Url = "https://example-rentals.com/listing/downtown-apt",
    Fields = new Dictionary<string, string> {
        ["address"] = "Property address",
        ["monthly_rent"] = "Monthly rent as a number",
        ["bedrooms"] = "Number of bedrooms",
        ["bathrooms"] = "Number of bathrooms",
        ["sqft"] = "Square footage",
        ["deposit"] = "Security deposit amount",
        ["available_date"] = "Move-in date",
        ["lease_term"] = "Lease length (e.g., 12 months)",
        ["amenities"] = "Amenities, comma-separated",
        ["pets_allowed"] = "Pet policy",
        ["parking"] = "Parking information",
        ["utilities_included"] = "Which utilities are included",
    },
});
Console.WriteLine(result.Result);
// Response:
// {
// "result": {
// "address": "456 Downtown Ave, Apt 12B",
// "monthly_rent": "2200",
// "bedrooms": "2",
// "bathrooms": "1",
// "sqft": "950",
// "deposit": "$2,200",
// "available_date": "February 1, 2026",
// "lease_term": "12 months",
// "amenities": "In-unit laundry, Gym, Rooftop",
// "pets_allowed": "Cats only, $50/mo pet rent",
// "parking": "1 spot included",
// "utilities_included": "Water, trash"
// }
// }
```

## Benefits for Market Analysis

**Track Rent Trends:** See how rental prices change by neighborhood over time.

**Compare Markets:** Benchmark rents across different locations and property types.

**Vacancy Rates:** Estimate vacancy rates by tracking listing duration.

**Investment Decisions:** Inform buy/sell decisions with rental yield data.

**Pricing Strategy:** Set competitive rents based on market data.

#### Who Uses Rental Data

**Property Investors**

Analyze rental yields and market opportunities

**Property Managers**

Set competitive rents and track market positioning

**Market Researchers**

Produce rental market reports and analysis

**Relocation Services**

Help clients understand rental costs in new cities

## Related Use Cases

More real estate solutions

[Property Listings](https://webscraping.ai/use-cases/property-listing-aggregation): Aggregate property sales listings from multiple platforms.

[Price Monitoring](https://webscraping.ai/use-cases/price-monitoring): Track price changes across any market.

[Investment Data](https://webscraping.ai/use-cases/alternative-data-investment): Alternative data sources for real estate investing.

## Start Analyzing Rental Markets

Get started with 2,000 free API credits. No credit card required.

[Start Free Trial](https://webscraping.ai/auth/sign_up)[View API Documentation](https://webscraping.ai/docs)