4.6 out of five star rating on Trustpilot

Consumer spending datasets

Name: Bright Data
Rating: 4.6 (772 reviews)

Enhance business performance by leveraging consumer spending datasets.

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Available as a custom dataset request
Get accurate consumer spending data
100% compliant scraping

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                              {
  "type": "object",
  "fields": {
    "consumer_spending": {
      "type": "array",
      "active": true,
      "items": {
        "type": "object",
        "fields": {
          "spending_category": {
            "type": "text",
            "active": true,
            "sample_value": "Groceries"
          },
          "region": {
            "type": "text",
            "active": true,
            "sample_value": "Northeast USA"
          },
          "average_expenditure": {
            "type": "number",
            "active": true,
            "sample_value": 300,
            "unit": "USD"
          },
          "frequency_of_purchases": {
            "type": "number",
            "active": true,
            "sample_value": 8,
            "unit": "times per month"
          },
          "demographics": {
            "type": "object",
            "active": true,
            "fields": {
              "age_group": {
                "type": "text",
                "active": true,
                "sample_value": "25-34"
              },
              "income_group": {
                "type": "text",
                "active": true,
                "sample_value": "50,000-75,000 USD"
              },
              "gender_distribution": {
                "type": "object",
                "fields": {
                  "male": {
                    "type": "number",
                    "active": true,
                    "sample_value": 45,
                    "unit": "percent"
                  },
                  "female": {
                    "type": "number",
                    "active": true,
                    "sample_value": 55,
                    "unit": "percent"
                  }
                }
              }
            }
          },
          "purchase_channels": {
            "type": "object",
            "active": true,
            "fields": {
              "online": {
                "type": "number",
                "active": true,
                "sample_value": 40,
                "unit": "percent"
              },
              "in_store": {
                "type": "number",
                "active": true,
                "sample_value": 60,
                "unit": "percent"
              }
            }
          },
          "year": {
            "type": "text",
            "active": true,
            "sample_value": "2023"
          },
          "report_link": {
            "type": "url",
            "active": true,
            "sample_value": "https://consumerdata.example.com/spending/northeast-usa/2023"
          }
        }
      }
    },
    "related_statistics": {
      "type": "object",
      "active": true,
      "fields": {
        "total_average_expenditure": {
          "type": "number",
          "active": true,
          "sample_value": 450
        },
        "average_expenditure_per_age_group": {
          "type": "object",
          "fields": {
            "18-24": {
              "type": "number",
              "sample_value": 200
            },
            "25-34": {
              "type": "number",
              "sample_value": 300
            },
            "35-44": {
              "type": "number",
              "sample_value": 400
            },
            "45-54": {
              "type": "number",
              "sample_value": 500
            },
            "55+": {
              "type": "number",
              "sample_value": 600
            }
          }
        }
      }
    },
    "source_url": {
      "type": "url",
      "required": true,
      "active": true,
      "sample_value": "https://consumerdata.example.com"
    }
  }
}

Consumer spending dataset sample

Choose from fully managed or self-managed datasets. Fully managed datasets offer a hands-off experience and are managed by our partners. Self-managed custom datasets allow you to set up the project and define validation rules. The Consumer Spending dataset may include data points such as spending category, region, average expenditure, frequency of purchases, and demographic breakdowns such as age and income group.

THE PROCESS

Automated dataset creation platform

Streamline your data-collection process so you can focus on what matters.

Initial setup
Add the URLs of your target website.
Sample creation
Get AI-generated schema and sample. Set up validation rules.
Proof of concept
The scraper is built based on schema and validation rules.
Data collection & delivery
Data is collected and delivered.

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Custom Dataset Pricing

CUSTOM DATASET

Subscription

Starting from

$300/month

One time

Starting from

$1,000

Proof of Concept

One time

$500

AI-Generated schema & sample
Control over data validation
Real-time product quantity est.
Daily, Weekly, Monthly, Custom

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Consumer spending datasets tailored to your needs

Get easy to use, well-structured datasets for any use case

Data subscription

Subscribe to access datasets at a significantly reduced cost.

File output formats

JSON, NDJSON, JSON Lines, CSV, Parquet. Optional .gz compression.

Flexible delivery

Snowflake, Amazon S3 bucket, Google Cloud, Azure, and SFTP.

Scalable data

Scale without worrying about infra, proxy servers, or blocks.

Cost savings

Customize any dataset using filters and formatting options.

Code maintenance

Datasets are maintained based on website structure changes.

Simplified integrations

Benefit from integrations with Snowflake and AWS.

24/7 support

A dedicated team of data professionals is here to help.

Leaders in compliance

Data is ethically obtained and compliant with all privacy laws.